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Worlds longest journey by pumpkin boat (smithsonianmag.com) Sections The trip down the Missouri River took some 12 hours Michelle Harris Late last month Nebraska resident Duane Hansencelebrated his 60th birthday by setting sail in an 846-pound pumpkin and traveling 38 miles down the Missouri River. The purpose of the trip which began the morning of August 27 at the Bellevue Marina and culminated 12 hours later in Nebraska City at the Riverview Marina was to earn the Guinness World Records title for the longest journey by pumpkin boat per the Omaha World-Herald s Marjie Ducey. Before Hansen the record holder was Rick Swenson who sailed the Red River between Minnesota and North Dakota by pumpkin boat in 2016 according to Guinness World Records. Hansen spent years on the project eventually naming his prize pumpkin Berta he told News Channel Nebraska s Dan Swanson. He was inspired to break the record after attending a three-day pumpkin growing seminar in Portland Oregon five years ago when he met a woman who at the time held the record he sought. I asked her a lot of questions and thats when I decided I wanted to do this he tells News Channel Nebraska. With a circumference of around 146 inches Hansen determined that the pumpkin was large enough for him to fit inside after he carved it out. Dubbed the S.S. Berta the pumpkin was transported to the launching point atop a trailer according to the Washington Post s Mara Luisa Pal. Hansen hopped inside and took off for the day-long journey with family members and friends cheering him on from along the banks. Throughout the next 12 hours he fought to stay afloat as an array of obstaclesincluding rocks sand bars and wavesthreatened to tip him over. Youve got to be on top of it the whole time he tells News Channel Nebraska. To comply with the Guinness World Records rules Hansen had asked non-family members to witness the event. Attendees included Bellevue City officials who took photos and videos along the way to provide evidence . The inspiration for the Guinness Book of Records as it was originally called came about after Sir Hugh Beaver the managing director of Guinness Brewery went on a hunting trip toIreland in 1951. After failing to shoot a golden plover he debated with his hunting party over what the fastest game bird was only to realize that they couldnt find the answer in any reference book. Unnerved by the groups failure to arrive at a consensus during their pub argument Beaver recruited fact-finding researchers twin brothers Norris and Ross McWhirter in 1954 and tasked them with putting together a reference book of facts and figures. The first edition was published on August 27 1955the same day that Hansen set sail for the pumpkin expedition 67 years later. Since then Guinness World Records (it changed its name in 1999) has sold over 150 million books . From the longest human tunnel traveled through by a skateboarding dog to the longest fingernails on a pair of hands over 60000 records exist on the sites database. Hansens record isnt official quite yet. Kylie Galloway a spokesperson for Guinness World Records tells CNN that the organization has received his application and is currently in the process of reviewing it. Get the latest stories in your inbox every weekday. Michelle Harris | READ MORE Michelle Harris is a freelance writer based in New Jersey. Her work has appeared in Atlas Obscura Mental Floss and Audubon Magazine . Explore Subscribe Newsletters Our Partners Terms of Use 2023 Smithsonian Magazine Privacy Statement Cookie Policy Terms of Use Advertising Notice Your Privacy Rights Cookie Settings 2023 Smithsonian Magazine Privacy Statement Cookie Policy Terms of Use Advertising Notice Your Privacy Rights Cookie Settings

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Write a First Person Game in 2KB with Rust (grantshandy.github.io) On first glance making a first person game without an engine or a graphics API seems like an almost impossible task. In this post Ill show you how to do that using an algorithm called ray casting. My goal here is to show how something that looks complicated can be broken down into simple pieces and if Ive done my job right it should feel like youve discovered how the game works. First well explore how the algorithm behind the game works then well write it out line by line. Afterwards well take a second look at the code to add some features and optimize it for size. Ive tried to make this as accessible and friendly as possible but a healthy understanding of programming as well as Rust and basic geometry will help. Heres a quick preview of what well be making: If you just want to see the source code you can check out the Github repository . My first experience with games like this (though I didnt know at the time) was in middle school with games like zDoom on my calculator. zDoom (while not actually that fun) was fascinating to me because it could (kind of) create the illusion of depth and perspective something I thought only real games could do. zDoom was only an imitation of the original game Doom in reality it was much closer to Dooms predecessor Wolfenstein 3D. Famously Wolfenstein 3D released in 1992 was one of the first 3D first-person games to run on consumer PCs. Back then computers didnt have hardware 3D acceleration let alone dedicated graphics cards so how was this done? Well I should have said pseudo -3D because no part of the game ran in three dimensions. The core of the game was an algorithm called ray casting 1 a process of projecting a 2D game into a 3D perspective. All the game entities were located at simple x and y positions on the map and could not move vertically. Upon release Im sure that this didnt matter but with our current standards it shows its age. The player could not look up or down let alone crouch or jump. To add to that all the levels were composed of single floors of buildings with no windows. Also all walls were perfectly straight with corners placed at even intervals (something that will absolutely not come up later). These design features were all put here because of some of the essential restrictions of its simple ray-casting algorithm. At the most fundamental level ray casting depends on the simple fact that objects that are further away from us appear smaller while objects that are closer appear larger. Ray casting uses this fact to draw walls at shorter heights the further away they are from the player and at taller heights the closer they are. Just this simple idea alone creates a convincing illusion of depth and allows us to move our player around just as if it were being rendered in actual 3D. Ray casting works by tracing a path from the player to the closest wall for each column in the players view. It then records the distances of each path before converting it into the height of a wall and drawing it on the screen as a vertical line. From what we know so far about the ray casting algorithm we can deduce that we will need to: The hardest part of this is cast a ray from the player and stop at the nearest wall. This seems simple on paper but in practice it can be pretty difficult . If you had to come up with a ray casting implementation yourself how would you approach it? The first idea most people would probably have is to repeatedly extend the ray 2 a small amount and stop when it hits a wall. This is problematic because we might skip over the wall entirely when extending the ray. And if the ray does hit the wall correctly it will have very low accuracy because it wont know exactly where the wall started just that it landed in one. What we need is to find a way that we can guarantee that the ray will intersect with a wall and that it will stop right on the border of that wall. In math land we might be able to do this by extending the ray an infinitely small distance infinitely many times. Sadly were not in math land so we cant do that. The solution to this as you might have guessed from the earlier foreshadowing is to align all the walls to a grid. If we know that the walls fall at predictable intervals we can calculate a reliable distance to extend our ray each time. But how will the ray jump to the wall? If you get out some grid paper and sketch out the lines between the player to various walls youll start to notice some patterns. Ray extensions on their way to walls on horizontal grid lines all share a common width while ray extensions that land on walls at vertical grid lines all share a common height. Once we extend the ray to the first grid line we can calculate these shared extension widths and extension heights. Then we repeatedly extend it by these widths and heights to get the closest vertical wall and horizontal wall then use the smaller of the two distances. I admit this is a bit confusing so Ill explain what this means in more depth: Heres an example diagram of what it looks like when a player looks at a horizontal wall. This diagram is interactive try dragging around the player! In horizontal wall intersections the height between extensions is always one while the width between extensions can be derived from the angle of the ray. We always move up or down by exactly one and right or left by an amount determined by the angle of the ray. You can see this by looking at the diagram the width between $A_x$ and $B_x$ is the same as the width between $B_x$ and $C_x$ and the difference in height between all the points is just one. Using some simple trigonometry we can find the width between horizontal grid intersections from the angle of the player. Im going to save you the work and just give you the definition: $$ \Delta H = \begin{cases} 1 &\text{if facing up} \\ -1 &\text{if facing down} \end{cases} $$ $$ \Delta W = \frac{\Delta H}{\tan(\theta)} $$ Heres another interactive diagram of what it looks like when a ray intersects with a vertical wall. Vertical grid intersections are the same as horizontal grid intersections just rotated 90. In vertical grid intersections the width between our ray extensions is constant while the height is created from the angle of the ray. Like last time Im going to skip ahead and define our variables for you. $$ \Delta W = \begin{cases} 1 &\text{if facing right} \\ -1 &\text{if facing left} \end{cases} $$ $$ \Delta H = \Delta W * \tan(\theta) $$ Now that we know pretty much exactly how well do this we can compile it into a more detailed step-by-step list for our program to execute on each frame. For each column on the screen: Now that we understand how the underlying algorithm works we can write a program that implements it using WASM-4. Wait why WASM-4? The official answer is that we need a way for our program to accept user input and draw to the screen. The real answer is because I like it a lot. WASM-4 is a tiny game engine that runs WebAssembly ( .wasm ) files. Most compiled programming languages (C C++ Rust Zig etc.) can compile to WebAssembly which means games for WASM-4 can be written in any of those languages! WASM-4 is extremely minimal the 4 in WASM-4 is there because you can only draw four colors on screen at once. Ill be using Rust but you could follow along with any language that can compile to WebAssembly. If youre more familiar with JavaScript I recommend AssemblyScript . WASM-4 will let us create tiny games because it provides a simple platform to build off. WASM-4 handles windowing graphics rendering and gamepad input we have to do everything else. Here are the specs for the WASM-4 fantasy console from the website: If you know a bit about computer hardware youll know this is an incredibly restrictive environment for a game to run in. Thats the fun of it though seeing how much you can cram into 160x160px 4 colors and 64KB of disk space. If you want to see what people are able to create with it check out the WASM-4 site for some very impressive games (including a flight simulator!). Ill probably make a more in-depth post on WASM-4 in the future but for now this explanation should be good enough for our case. All you need to run WASM-4 games is to download and install the minimal runtime . Because WASM-4 runs WebAssembly files we have to configure our project to create one. Add this to to Cargo.toml : This will tell cargo that we want to produce a C-like dynamic library ( .wasm ) and optimize the binary for size. We also import libm a library that will provide us with some no_std implementations of functions we need like sin tan and floor . (more on that later) In our crate configuration file .cargo/config.toml lets add: This will tell cargo to use WebAssembly by default and to pass some flags to rustc which tells our program to reserve some memory for the game. Now lets add some simple boilerplate to our source file src/lib.rs : Heres a little explanation of the code here for those who arent familiar with Rust or WASM-4: #![no_std] prohibits the program from accessing the Rust standard library. This is essential in almost all WASM-4 games because the standard library is large and might put our game over the 64KB size limit. GAMEPAD1 is a pointer to the current state of the first gamepad (the arrow keys in our case). The runtime will update this section of memory with the state of our gamepad (keyboard) on each frame. The constants BUTTON_LEFT through BUTTON_DOWN describe the bits in the gamepad which describe each button. We can use these to check if GAMEPAD1 says that a button is down thats what were doing when we call *GAMEPAD1 & BUTTON_UP != 0 . extern C fn vline links our game to an external function WASM-4 provides for us vline . vline draws a vertical line on the window at x y and extends it down len pixels. #[panic_handler] fn phandler is a little bit of boilerplate that Rust requires we provide if we choose to use #![no_std] . This function will run when the program panics. Because WASM-4 is such a restrictive environment the only thing we can really do is call wasm32::unreachable() . unsafe fn update is the main entry point into our program WASM-4 calls this function on each frame. To compile our game we can build it just like any other crate: And to run it we can use w4 run-native : This will launch an empty window and if we press the up arrow on the keyboard a vertical line will appear in all its green Gameboy-ish style. Its alive! One thing I like to do in a situation with commands like this that were going to call often is to put these commands in a simple Makefile so we dont have to re-type the commands or overuse the up arrow. After that all we have to do to build and run the program is type make run . Great now that weve got the workflow down we can get to writing the game. The simplest way to store the map is a grid of wall or no wall. One way we could store the map as [[bool; WIDTH]; HEIGHT] and access it through map[][] . Storing the map this way wouldnt be very elegant because wed have to type out each cell individually as a true or false . Because the boolean value (wall or no wall) can be represented by a single bit we can use the bits inside of a number to represent the map: [u16; HEIGHT] . In this case [u16; HEIGHT] can represent a map with a width of 16 cells and an arbitrary height of our choosing. Using Rusts integer literal syntax we can represent our map pretty simply by writing a 1 where there is a wall and a 0 where there is no wall: The more difficult thing about this way of storing the map is accessing it. To do this we have to write a function that first indexes into the row then into the specific column by masking and then shifting the row. This post is already long as it is so for the sake of time Im not going to go in-depth about how the X coordinate lookup bit operations works in this function. Because our map is surrounded by walls its safe to tell the caller of this function that there is a wall if it calls for a coordinate that is out of bounds. One thing to note about point_in_wall is that the Y axis is flipped meaning $ y = 0 $ is at the top. This is not only faster but reflects the coordinate system software most commonly uses . The map stays constant throughout the runtime of the program but the players position and angle change. Because WASM-4 calls update on each frame the only way to store our game state across frames is via something like Rusts static mut . Because static mut is unsafe we should consolidate our game logic and state in a single struct so we minimize the number of times we modify our state through static mut . Only three variables are required to describe the players view: the X and Y position and viewing angle. Now lets put the State in a static mut : player_x and player_y are both initially set at 1.5 so the player starts in the center of a cell and not inside a wall. Not only is accessing State unsafe behavior most interactions with are WASM-4 are. (dereferencing raw pointers calling external functions etc.) For those not familiar with Rust unsafe is a keyword/block that you give the compiler when you need to get around its memory safety guarantees. Using unsafe tells the Rust compiler I know what Im doing dont bother me about it. The problem is that often we dont know what were doing. Because of this best practice is to keep unsafe usage to a minimum. If we consolidate unsafe behavior into fn update and game logic into State we isolate our state and give some structure to our program. This gives us a pretty clear line: unsafe I/O with WASM-4 in fn update safe game logic in State . One of the easier parts of this game is moving the character. Because accessing our STATE from outside is unsafe lets create a method inside of State to move the character and pass in the inputs on each frame. If youve ever moved a player in a game and know some basic trigonometry this should all look familiar. Note that calls to sinf are negative because our Y-axis is flipped. If the player is asking us to move the player forwards or backward we modify the players x and y positions based on the cosf and sinf values of the players angle multiplied by a constant STEP_SIZE . Just for you Ill give you a magic number that works pretty well. You can change later it if youd like: The last thing that we need to make this function work is to import cosf and sinf from libm . Why sinf/cosf and not sin/cos ? This naming convention comes from Cs libm where sin/cos handles doubles and sinf/cosf handles floats. In Rusts implementation of libm this means fn cos(x: f64) -> f64 and fn cosf(x: f32) -> f32 . Were using f32 and not f64 here because it saves space and we dont need the precision. The last thing we need to do is call our new State::update of course! Before we draw the walls on the screen we need to implement the core of our algorithm: horizontal and vertical intersection checks. First we need to expand our libm import statement from earlier: Using libm::sqrtf we can make a distance function $ D = \sqrt{(\Delta X^2)+(\Delta Y^2)} $: Then lets import the core librarys helpful constants for $\pi$ and $\frac{\pi}{2}$: Because we need to access the players angle and position lets create a method inside of State called horizontal_intersection . This is the most complex function weve written so far but it mirrors the algorithm Ive already described so Im going to keep my comments inside the code for this one. Lets also implement vertical intersections before drawing the walls. Youll notice that this function is almost identical to the last one. Lets add a method inside of State called vertical_intersection to match horizontal_intersection : So far we havent written anything we can interact with. Well we can act on it (move the character) but we cant see what were doing. Lets try drawing the walls. If you remember from the summary we have to draw vertical lines for every column on the window. We can split this up into two separate jobs: getting the heights of the lines and actually drawing them on the screen. Why not do this all at once? Well vline is unsafe so we should keep it in fn update . Lets do this by defining State::get_view which returns a list of all the wall heights. Then on each frame we can call State::get_view from fn update and draw all of those vertical lines we just calculated. State::get_view will work by going through each vertical line on the screen (all 160) calculating the angle offset from the players point of view then finding the distance to the closest horizontal and vertical intersections with walls in the rays path. Then it compares the two distances and turns the smaller of the two into the height of a wall. I know that sounds complicated so lets go ahead and write out what that looks like. First lets create some constants which define our players perspective: WALL_HEIGHT is the height in pixels the wall will appear as when it is one unit away. Now lets add get_view to our existing State impl block: Looks good lets try running it! You can use the arrow keys on your keyboard to move the player around. Wow we were able to create the illusion of depth! This is pretty impressive for our first try. Most tutorials stop here but there are some problems we need to work out. When walking around you might notice that everything looks wrong. Walls bend away from you as if you were looking through a fisheye lens. This is because our algorithms assumption that human vision converges on a single infinitely small point (the player) is wrong. In reality our visual cortex is constantly blending the perspective of both of our eyes to create depth. In this case a much more accurate metaphor is a plane perpendicular to our perspective sending out the rays: Of course this is pretty vague but if you think of it as fisheye correction maybe thatll help. To apply this fisheye correction we have to multiply the distance by the cosine of difference between the rays angle and the players angle: $$ H= \frac{C}{D \times \cos(\Delta \theta)} $$ Where $H$ is the wall height in pixels $D$ is the distance to the wall and $ \Delta\theta$ is the difference between the rays angle and the players angle. All we have to do to apply this is to modify a single line in the State::get_view function: Great! Now the walls are straight. One thing about the current version of the game is that it is difficult to distinguish between different walls. Especially at a distance walls seem to fade into each other and its hard to tell them apart. In real life we can distinguish walls apart by their shadows. We can try to emulate this in the game by coloring walls differently based on their orientation. Luckily for us we already know which walls are east/west facing and which are north/south facing because of what axis our rays intersected with them! Knowing this its fairly easy to assign different colors to walls. WASM-4 has a very unique way of setting which color its functions use to draw. Every time a draw function is called in WASM-4 it decides what color to use based on an index kept a bit of memory called DRAW_COLORS . WASM-4 makes changing DRAW_COLORS easy we can set it by using simple hex notation. Lets add DRAW_COLORS next to GAMEPAD1 at the top of our file: Now in State::get_view we can rewrite it to pass along if the wall should be drawn with a shadow or not: Now lets make these changes in fn update : Lets try running it: Wow that looks much better. Even though shadows in real life dont act like this it adds some good detail and helps create the illusion of depth. If you were to check the size of the program right now say by calling du -bh you might get something like this: This is nowhere near the 2K executable I promised in the title so how are we going to get there? One way you can reduce the size of .wasm files is by using wasm-opt . You can usually get wasm-opt by installing the binaryen package. wasm-opt was specifically designed to optimize .wasm files for size by removing dead code and duplicate instructions that the compiler left behind. Lets put a wasm-opt step in our Makefile and while were at it lets make it tell us what size the .wasm file is: Hmmm not quite enough. If you were to look into the executable youd probably see that most of the space is being taken up by functions we imported from libm . The final step requires we remove libm completely and replace it with our own implementation. Lets start by deleting the old libm import statement and removing it from Cargo.toml . After that we can add an approximation of the sinf function using Bhasksara Is sin approximation and redefine cosf and tanf in terms of it. $$ \sin(x) \approx \frac{16x(\pi-x)}{5\pi^2-4x(\pi-x)} \text{ when } (0 \le x \le \pi) $$ This approximation is extremely good especially for the time it was discovered. And because were operating with wall heights only between integers 0 and 160 any differences between libm::sinf and our sinf will be indistinguishable. First make sure to also import $\tau$ from the core library and define a constant for $5\pi^2$ which Bhaskara Is approximation uses: Then lets add our new sinf 3 : Now we can create cosf and tanf functions from their definitions relating to sinf : $\cos(x) = \sin(x + \frac{\pi}{2})$ $\tan(x) = \frac{\sin(x)}{\cos(x)}$ Alright now that weve replaced the libm trig functions what about sqrtf ceilf floorf and fabsf ? This is where nightly Rust comes into play so make sure youve rustup default nightly ed yourself or build the project with nightly features enabled from now on. Nightly Rust enables us to use an experimental module in the core library named core::intrinsics . core::intrinsics provides us some functions that the compiler knows how to optimize so we dont have to write them ourself. In order to turn on the experimental intrinsics feature add #![feature(core_intrinsics)] to the top of your file: Now we can create some safe wrappers over the unsafe functions that core::intrinsics provides for us: Lets compile to and see if it works and 1.7K is not the smallest you can make this program. You can get this to fit in even smaller sizes and I encourage you to try! There are some sections in this code that Ive even intentionally made more readable at the cost of taking up slightly more instructions than they need to just so you can optimize it. I wrote this post because when I was first writing my raycasted game I couldnt find any resources that explained how the algorithm worked in sane code and plain language. I hope this was interesting and useful for you! Ray casting in FPS games was always a mystery to me before I looked into them I hope youll agree that the algorithm behind it is surprisingly elegant. In this post I call specific the ray casting algorithm used in games like Wolfenstein 3D ray casting for the sake of brevity. This is slightly inaccurate as ray casting has a more general meaning in the field of graphics. See the Wikipedia Article . To say extending the ray is a bit of a misnomer. vector is more accurate in this situation but ray sounds better and is in the name ray casting so I use it in its place. Thanks to Cyborus04 for helping me with this sinf function.

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Writing Is My Main Freedom. One Day My Work Disappeared (2021) (themarshallproject.org) Back in August six of my essays four of my short stories and a bunch of half-written poems that were perhaps worthy of francine j. harris disappeared from the JPay electronic tablet I use to write and stay in touch with my loved ones. For the most part the JPay system is a relief. Along with sending and receiving messages the tablets allow us to get music games and books from a catalogue on the kiosks that we use to download materials. There are just two kiosks for over 80 people in my unit. When its your turn you pick up where your conversations and jokes left off. You pore over the hard-to-decipher letters your young children write to you. When JPay is working properly it makes connection with the outside world more possible. But there are downsides like losing features. I lost my works-in-progress because the prison and JPay reduced the tools available to men in the so-called security threat group (STG). Those changes also impacted prisoners like me who arent in the STG. Suddenly my box for drafts was gone and the sentences I typed appeared in one long line across the screen. Without line breaks I couldnt create paragraphs in my essays or stanzas in the poems I wrote to my 11-year-old daughter . Essentially my tablet ceased to be a vehicle for my creative writing. It may sound minor but try reading and writing messages on your tablet laptop or phone without line breaks and drafts. Suddenly your writing makes no sense. I was devastated because writing is one of very few freedoms I have at Baraga Correctional Facility in Michigan. Writing is how I make sense of the muddiness within myself and this environment and I love the ritual of honing my work on the tablet and sharing it with other writers. Its like a second chance at life. The change in mailbox features came on top of the usual cost of the electronic stamps we have to buy to communicate with our loved ones. Each page requires a stamp which gets expensive especially during COVID-19 when families are struggling and people are dying. Even worse the power to accept or reject the non-legal material that we read and write falls on whoever the Michigan Department of Corrections appoints. Often its just a corrections officer filling in for another in the mailroom. JPay is considered a privilege rather than a right. And privileges can be taken away. According to Protecting Your Health and Safety: A Litigation Guide For Inmates a book published by the Southern Poverty Law Center the outgoing messages the prison rejects need to be reasonably related to legitimate penological interests. That means we cant send or receive messages that contain escape plans threats of blackmail or other criminal activity. According to the guide officials may not censor incoming or outgoing mail simply because it criticizes the courts jail or prison policies or the officials themselves. And yet Ive had my messages about the killings of George Floyd and Breonna Taylor rejected. The same goes for my journalistic work about prisoners like me on security Level 4 who had been waiting to transfer out of Level 5 housing for two years. To add insult to injury we dont get our stamps back when a message is deemed unsafe or inappropriate. Ultimately it fell on our loved ones and writing communities to get the features restored for non-STG prisoners. They repeatedly called the facility and JPay representatives to complain. About three weeks into the service changes JPay sent a message to everyone at Baraga claiming that they had technical problems that they were trying to solve. A week after that letter prisoners who werent in the security threat group had their features restored. While Im glad that JPay is back to normal Im still upset at the arbitrary nature of the changes. I'll never know what my lost essays poems and letters my main creative outlet and my second chance at life could have become. A spokesperson for the Michigan Department of Corrections stated that transfers from Level 5 to Level 4 have been slowed due to COVID protocol. A spokesperson for JPay said that a software release deployed mid-August inadvertently reverted some facilities to default settings impacting drafting and ease of editing We acknowledge this technology error and commit to better serving our customers. On the subject of censored messages they stated If customers feel their content was wrongfully denied we encourage them to contact customer support refute the decision and request a stamp refund. Demetrius A. Buckley is a poet and fiction writer. His work has been published in The Michigan Quarterly Review RHINO The Periphery and Storyteller. He's currently working on a novel HalfBreed. He is serving a 20-year sentence for second degree murder at Baraga Correctional Facility in Michigan. Well never put our work behind a paywall and well never put a limit on the number of articles you can read. No matter what you can always turn to The Marshall Project as a source of trustworthy journalism about the criminal justice system. Donations from readers like you are essential to sustaining this work. Knowing that youre behind us means so much. Can we count on your support today? Demetrius Buckley Email Demetrius A. Buckley is a poet and creative writer. His work has been published in The Michigan Quarterly Review RHINO Mangoprism Filter The Arkana Journal and Apogee. He's working on a memoir: First 48: The Fall of Winter Kings and is the 2021 Toi Derricotte & Cornelius Eady Chapbook Prize winner for his poetry collection Here is Home. He is serving a 20- to 32-year sentence for a second degree murder at Michigan Reformatory (RMI).

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Writing a C Compiler (2017) https://norasandler.com/2017/11/29/Write-a-Compiler.html lrsjng Nov 29 2017 This is the first post in a series on writing your own C compiler. Here are some reasons to write a compiler: Ive been working on my own C compiler nqcc for the past several weeks using Abdulaziz Ghuloums An Incremental Approach to Compiler Construction as a roadmap. I really like Ghuloums approach: you start by compiling a tiny trivial subset of your source language all the way down to x86 assembly . Then you add new language features one step at a time. In step one you just return constants; in a later step you handle addition and subtraction; and so on. Every step is small enough to feel manageable and at the end of the every step you have a working compiler. This series is adapted from Ghuloums paper - the original paper is about compiling Scheme so I had to make some adjustments to compile C instead. Ill cover arithmetic operations conditionals local variables function calls and perhaps more. Ive also written some test programs that you can use to validate that each stage of your compiler works correctly. Before you start you need to decide on two things: what language to write your compiler in and how to handle parsing and lexing. You can implement the compiler in whatever language you like but Id recommend using a language with sum types and pattern matching 1 like OCaml Haskell or Rust. It will be SO MUCH EASIER to build and traverse an AST if you do. I started writing nqcc in Python which I know very well then got fed up and switched to OCaml which I didnt know well at all and it was definitely worth it. You also need to decide whether to write your own parser and lexer or use automatic parser and scanner generators (e.g. flex and bison ). In this series of posts Ill show you how to write a lexer (or scanner) and recursive descent parser by hand. Using a parser generator is probably easier but I havent tried it so I could be wrong. You could probably also use a scanner generator for lexing but hand-write your own parser. Basically do whatever you like but Im only going to talk about hand-writing a lexer and parser for the rest of this series so if you want to use bison and flex youre on your own. Theres one more thing you need to decide on: whether to target 32-bit or 64-bit assembly. This series uses 32-bit architecture because thats what Ghuloums paper used. However Ive realized since starting the series that this was a bad call. Because 32-bit architecture is increasingly obsolete compiling and running 32-bit binaries can be a headache. Ive decided to go back and add 64-bit examples to this series when I get the chance. Until I do that you have one of two options: Stick with the 32-bit instruction set Ive used in these posts. This will require a little extra work up front depending on your OS: On Linux youll need to install some extra libraries in order to turn your 32-bit assembly into an executable. This Dockerfile lists the libraries youll need (plus some Scheme-related stuff you can ignore). Many thanks to Jaseem Abid who had previously worked through Ghuloums paper for creating this Dockerfile and telling me about it. 32-bit support is being phased out on macOS and the next version probably wont let you run 32-bit binaries at all. At the moment the gcc binary that ships with XCode wont compile 32-bit applications by default. You can just install GCC from Homebrew and use that instead or you can futz around with XCode and figure out how to make it build 32-bit binaries. I went with the former. This week well compile a program that returns a single integer. Well also set up the three basic passes of our compiler. This will be a lot of work for not that much payoff but the architecture we define now will make it easy to add more language features later on. Heres a program wed like to compile - well call it return_2.c: Well only handle programs with a single function main consisting of a single return statement. The only thing that varies is the value of the integer being returned. We wont handle hex or octal integer literals just decimal. To verify that your compiler works correctly youll need to compile a program run it and check its return code: Your compiler will produce x86 assembly. We wont transform the assembly into an executable ourselves - thats the job of the assembler and linker which are separate programs 2 . To see how this program looks in assembly lets compile it with gcc 3 : Now lets look at the assembly itself. We can ignore the .section .align and .subsections_via_symbols directives - if you delete them you can still assemble and run return_2.s 4 . .globl _main indicates that the _main symbol should be visible to the linker; otherwise it cant find the entry point to the program. (If youre on a Unix-like system other than OS X this symbol will just be main no underscore.) Finally we have our actual assembly instructions: The most important point here is that when a function returns the EAX register 5 will contain its return value. The main functions return value will be the programs exit code. An important side note: throughout this tutorial Ill use AT&T assembly syntax because thats what GCC uses by default. Some online resources might use Intel syntax which has operands in the reverse order from AT&T syntax. Whenever youre reading assembly make sure you know what syntax its using! The only thing that can change in the snippet of assembly above is the return value. So one very simple approach would be to use a regular expression to extract the return value from the source code then plug it into the assembly. Heres a 20-line Python script to do that: But parsing the whole program with one big regular expression isnt a viable long-term strategy. Instead well split up the compiler into three stages: lexing parsing and code generation. As far as I know this is a pretty standard compiler architecture except youd normally want a bunch of optimization passes between parsing and code generation. The lexer (also called the scanner or tokenizer) is the phase of the compiler that breaks up a string (the source code) into a list of tokens. A token is the smallest unit the parser can understand - if a program is like a paragraph tokens are like individual words. (Many tokens are individual words separated by whitespace.) Variable names keywords and constants and punctuation like braces are all examples of tokens. Heres a list of all the tokens in return_2.c: Note that some tokens have a value (e.g. the constant token has value 2) and some dont (like parentheses and braces). Also note that there are no whitespace tokens. (In some languages like Python whitespace is significant and you do need tokens to represent it.) Here are all the tokens your lexer needs to recognize and the regular expression defining each of them: If you want you could just have a keyword token type instead of a different token type for each keyword. Write a lex function that accepts a file and returns a list of tokens. It should work for all stage 1 examples in the test suite including the invalid ones. (The invalid examples should raise errors in the parser not the lexer.) To keep things simple we only lex decimal integers. If you like you can extend your lexer to handle octal and hex integers too. You might notice that we cant lex negative integers. Thats not an accident - C doesnt have negative integer constants. It just has a negation operator which can be applied to positive integers. Well add negation in the next post. The next step is transforming our list of tokens into an abstract syntax tree. An AST is one way to represent the structure of a program. In most programming languages language constructs like conditionals and function declarations are made up of simpler constructs like variables and constants. ASTs capture this relationship; the root of the AST will be the entire program and each node will have children representing its constituent parts. Lets look at a small example: This code snippet is an if statement so well label the root of our AST if statement. It will have three children: Each of these components can be broken down further. For example the condition is a binary < operation with two children: An assignment statement (like c=2; ) also has two children: the variable being updated ( c ) and the expression assigned to it ( 2 ). The if body on the other hand can have an arbitrary number of children - each statement is a child node. In this case it has two children because there are two statements. The children are ordered - c=2; precedes return c; because it comes first in the source code. Heres the full AST for this code snippet: And heres pseudocode for constructing this AST: For now though we dont need to worry about conditionals variable assignments or binary operators. Right now the only AST nodes we need to support are programs function declarations statements and expressions. Heres how well define each of them: Right now a program consists of a single function main . Later on well define a program as a list of functions. A function has a name and a body. Later a function will also have a list of arguments. In a real C compiler wed also need to store the functions return type but right now we only have integer types. A function body is a single statement; later it will be a list of statements. Theres only one type of statement: a return statement. Later well add other types of statements like conditionals and variable declarations. A return statement has one child an expression - this is the value being returned. For now an expression can only be an integer constant. Later well let expressions include arithmetic operations which will allow us to parse statements like return 2+2; . As we add new language constructs well update the definitions of our AST nodes. For example well eventually add a new type of statement: variable assignment. When we do well add a new form to our statement definition: Heres a diagram of the AST for return_2.c: Finally we need a formal grammar which defines how series of tokens can be combined to form language constructs. Well define it here in Backus-Naur Form : Each of the lines above is a production rule defining how a language construct can be built from other language constructs and tokens. Every symbol that appears on the left-hand side of a production rule (i.e. <program> <function> <statement> ) is a non-terminal symbol. Individual tokens (keywords ids punctuation etc.) are terminal symbols. Note that while this grammar tells us what sequence of tokens constitutes a valid C program it doesnt tell us exactly how to transform that program into an AST - for example theres no production rule corresponding to the Constant node in the AST. We could rewrite our grammar to have a production rule for constants but we dont have to in order to parse the program. Right now the grammar is extremely simple; theres only one production rule for each non-terminal symbol. Later some non-terminal symbols will have multiple production rules. For example if we added support for variable declarations we could have the following rule for deriving statements: To transform a list of tokens into an AST well use a technique called recursive descent parsing. Well define a function to parse each non-terminal symbol in the grammar and return a corresponding AST node. The function to parse symbol S should remove tokens from the start of the list until it reaches a valid derivation of S . If before its done parsing it hits a token that isnt in the production rule for S it should fail. If the rule for S contains other non-terminals it should call other functions to parse them. Heres the pseudocode for parsing a statement: Later the production rules will be recursive (e.g. an arithmetic expression can contain other expressions) which means the parsing functions will be recursive too - hence the name recursive descent parser. Write a parse function that accepts a list of tokens and returns an AST rooted at a Program node. The function should build the correct AST for all valid stage 1 examples and raise an error on all invalid stage 1 examples. If you want you can also have your parser fail gracefully if it encounters integers above your systems INT_MAX. There are a lot of ways to represent an AST in code - each type of node could be its own class or its own datatype depending on what language youre writing your compiler in. For example heres how you might define AST nodes as OCaml datatypes: Now that weve built an AST were ready to generate some assembly! Like we saw before we only need to emit four lines of assembly. To emit it well traverse the AST in roughly the order that the program executes. That means well visit in order: Note that we often (though not always) traverse the tree in post-order visiting a child before its parent. For example we need to generate the return value before its referenced in a return statement. In later posts well need to generate the operands of arithmetic expressions before generating the code that operates on them. Heres the assembly we need: Write a generate function that accepts an AST and generates assembly. It can return the assembly as a string or write it directly to a file. It should generate correct assembly for all valid stage 1 examples. Youll probably want a utility function to print out your AST to help with debugging. You can write it now or wait until you need it. Heres what nqccs pretty printer outputs for return_2.c: This example includes some information your AST doesnt need like the return type and list of function parameters. Write a pretty-print funcion that takes an AST and prints it out in a readable way. Write a program that accepts a C source file and outputs an executable. The program should: In this command assembly.s is the name of the assembly file and out is the name of the executable you want to generate. The -m32 option tells GCC to build a 32-bit binary. You can omit that option and build 64-bit binaries if you want but youll need to make some changes to the code generation steps later on (e.g. using 64-bit registers). You can test that your compiler is working properly with the test script here . It will compile a set of test programs using your compiler execute them and make sure they return the right value. To invoke it: In order to test it with the script your compiler needs to follow this spec: The script doesnt check whether your compiler outputs sensible error messages but you can use the invalid test programs to test that manually. In the next post well add three unary operators: - ~ and ! . Stay tuned! If you have any questions corrections or other feedback you can email me or open an issue . 1 If youre not familiar with sum types or pattern matching theres a good introduction here . 2 An assembler converts a bunch of human-readable assembly instructions (like inc ) into binary opcodes (like 1000000 ). A linker combines multiple object files (the files produced by the assembler) into a single executable. Even though return_2.c doesnt reference any external libraries we still need the linker for two reasons: 3 In case youre curious about these GCC options: -S tells GCC to generate an assembly file (return_2.s) instead of an executable. -O3 turns on a bunch of compiler optimizations - this removes a lot of boilerplate and makes the code easier to read - at least for extremely simple programs like this one. -fno-asynchronous-unwind-tables tells it not to generate an unwind table which contains information needed to generate stack traces. Hiding the unwind table also makes the code smaller and more readable. 4 I think these directives will vary between platforms; these were generated using Homebrew gcc 7.2.0 on OS X. Heres what they mean: 5 A register is a very tiny very fast memory cell that sits right on the CPU and has a name you can refer to in assembly.

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XFS metadata corruption after upgrade to 6.3.3 kernel https://bugzilla.redhat.com/show_bug.cgi?id=2208553 itvision Hide Forgot

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Xerox scanners randomly alter numbers in scanned documents (2013) https://www.dkriesel.com/en/blog/2013/0802_xerox-workcentres_are_switching_written_numbers_when_scanning gurjeet Home and news Person short CV Imprint FAQ Disclaimer Corona/Covid19-Plots (offline) Neural Networks (MANUSCRIPT) Distributed evolution of Swarms (Master's Thesis) 2015-01-02: Video and Slides of my Xerox Talk at 31C3 English German (more updates) Please see the condensed time line section (the next one) for a time line of how the Xerox saga unfolded. It for example depicts that I did not push the thing to the public right away but gave Xerox a lot of time before I did so. Personally I think this is important. I will post updates and links to the relevant blog posts in there in order not to make total crap out of this article's outline. In this way I keep this article up-to-date for future visitors and also write new blog posts on the topic for RSS users. This FrOSCon Talk (August 2015) is a native english version of the quite popular CCC talk (December 2014) so I embed this instead of the live translation by CCC. Here you can download the slides. Here you can send me feedback on the talk! Thank you! In this article I present in which way scanners / copiers of the Xerox WorkCentre Line randomly alter written numbers in pages that are scanned. This is not an OCR problem (as we switched off OCR on purpose) it is a lot worse patches of the pixel data are randomly replaced in a very subtle and dangerous way: The scanned images look correct at first glance even though numbers may actually be incorrect. Without a fuss this may cause scenarios like: The errors are caused by an eight (!) year old bug in widely used WorkCentre and ColorQube scan copier families of the manufacturer Xerox according to reseller data hundreds of thousands of those machines are used across the planet. As a result anyone having used machines of the named families has to ask himself: Before the bug was covered in my blog it was not discovered or published nor was its montrosity visible to Xerox or me. It unleashed itself across several blog articles I wrote that were then spread further by the mass media. What happened in which order can be seen in the time line below. It has been an interesting time I promise. Originally this blog article was published in the fear the bug would be dangerous enough to put lifes at risk and in the believe Xerox would not take the bug report serious. The rest of the article is organized as follows. Due to the mass of the blog articles I keep getting asked for a comprehensive time line. Here it is. The relevant blog posts are linked (barely visible though hm). This list will be updated as used the current status is always marked with a . We got aware of the problem by scanning some construction plan last Wednesday and printing it again. Construction problems contain a boxed square meter number per room. Now in some rooms we found beautifully lay-outed but utterly wrong square meter numbers. You really have to read the numbers to find out; this is why it is so hard to find out. In the present case we found out because one room in the construction plan was as the copy told us about 22 square meters large whereas the next room a lot larger was assigned a label with 14 square meters. Firstly I present to you a complete original version of the affected construction plan part. After this the wrong numbers will be presented. Click to enlarge. I added the yellow marks myself to show you where the errors will occur. Let us name the upper one place 1 the lower left place 2 and the lower right place 3. Now let us scan the construction plan and get a PDF file from it. No OCR just plain image. Then we get wrong square meter numbers at the three places (Yeah couldn't believe it too). The screen shots of the erroneous places are organized in the below table. There is one additional line in the table for the original patches. The Xerox WorkCentre 7535 always produced the same errors; this is why we only need one line for it in the table. In contrast the WorkCentre 7556 randomly produced different numbers this is why I present three lines for three runs with different errors. I know that the resolution is not too fine but the numbers are clearly readable. Additionally obviously these are no simple wrong pixels but whole image patches are mixed up or copied. I repeat: This is not an OCR problem but of course I can't have a look into the software itself maybe OCR is still fiddling with the data even though we switched it off. Next example: Some cost table scanned on the WorkCentre 7535. As we are used to a correct-looking scan at the first glance but take a closer look. This error was found because usually in such cost tables the numbers are sorted ascending. The 65 became an 85 (second column third line). Edit: I'm getting emails telling me that also a 60 in the upper right region of the image became a 80. Thanks! This is not a simple pixel error either one can clearly see the characteristic dent the 8 has on the left side in contrast to a 6. This scan is several weeks old no one can say how many wrong documents have been produced by the Xerox machines in the mean time. As the saga unfolded itself in this section I built up a hearsay list of affected devices according to mails my readers sent to me. As the bug is confirmed by xerox in the meantime I was able to remove the word hearsay. The letter x can be substituted by arbitrary digits in cases where whole device families are affected. After the cost table I printed some numbers scanned them OCRed them and compared them to the original ones. As the OCR produces errors by itself one obviously has to check by hand for false positives when performing this. I took Arial 7pt as a test font and the WorkCentre 7535 with the newer of the aboved named Software version as a test machine. The scan settings were like above. And again a lot of sixes were replaced by eights: (only a few of the errors are marked yellow for the sake for laziness): Observe how the sixes around the false eights look correct. Also the false eights contain the characteristic dent again so whole image patches have been replaced again. In case you want to have a look for yourself: The error does occur because image segments that are considered as identical by the pattern matching engine of the Xerox scan copiers are only saved once and getting reused across the page. If the pattern matching engine works not accurately image segments get replaced by other segments that are not identical at all e.g. a 6 gets replaced by an 8. In contrast to what Xerox suggests in their PR this may also happen on characters that were perfectly readable on the original even though they were small. It is important to notice that the image format used in the affected PDFs JBIG2 is an image format and not a compression algorithm . It is no instruction of how to compress an image it only defines in what format it should be saved afterwards. So to say it is a de compression instruction. How you compress depends on you. JBIG2 has been created to save images that contain scanned text in an efficient way and in this way it is widely used. That allows us to nevertheless have look at how compression is done usually even though we can't look in the source code of the Xerox or other machines. In particular we will see that encoding can be done lossless or lossy. Consequently the error cause described in the following is a wrong parameter setting during ancoding. The error cause is not JBIG2 itself. Because of a software bug loss of information was introduced where none should have been. JBIG2 the image format used in the affected PDFs usually has lossless and lossy operation modes. Pattern Matching & Substitution (PM&S) is one of the standard operation modes for lossy JBIG2 and Soft Pattern Matching (SPM) for lossless JBIG2 ( Read here or read the papery by Paul Howard et al. 1) ). In the JBIG2 standard the named techniques are called Symbol Matching. PM&S works lossy SPM lossless. Both operation modes have the basics in common: Images are cut into small segments which are grouped by similarity. For every group only a representative segment is is saved that gets reused instead of other group members which may cause character substitution. Different to PM&S SPM corrects such errors by additionally saving difference images containing the differences of the reused symbols in comparison to the original image. This correction step seems to have been left out by Xerox. For PDFs that were scanned with the named Xerox devices during the last 8 years it cannot be proven what characters were on the original sheet of paper at the places that are now defined by reused patches. Therefore these patches have no legal value at all. Please note that it is irrelevant if errors actually occured in a specific scan the legal value is zero once it is proven that lossy jbig 2 is used. More and more known enterprises reach out ot me these days asking theirselves if they have a huge problem with their scanned documents. Others are already certain thay actually have a huge problem some of them in security critical contexts. All have in common that they understandably are afraid of publicity. Affected companies normally have three goals: At a closer look these goals may contradict each other; even large and well-organized enterprises are prone for beginner's mistakes here. Thus in general: Everyone who gets in touch with me requesting help to evaluate their own situation can be certain not to get his identity made public by me. I acted this way across the entire xerox saga and I won't stop this way of acting now. My contact data can be found in the imprint . en/blog/2013/0802_xerox-workcentres_are_switching_written_numbers_when_scanning.txt Last modified: 2015/09/02 12:31 by david

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Xylazine a dangerous new drug fuelling Canadas opioid crisis (macleans.ca) 2023 SJC Media. Society Kali Sedgemore a harm-reduction worker in Vancouvers Downtown Eastside has seen its impact firsthand Mathew Silver April 6 2023 Xylazine is known by some users as tranq or zombie drug for its powerful sedative effects (photograph by iStock) Last year there was an average of 20 opioid-related deaths in Canada each day. This year a dangerous new substance xylazine has been further amplifying the toxicity of Canadas drug supply concerning first responders and public-health experts who work on the front lines. Xylazine known by some users as tranq or zombie drug for its powerful sedative effects is a tranquilizer typically administered to large animals (like horses) in veterinary settings and is not approved for use in humans. According to a recent report from Health Canada xylazine was found in 1350 samples of drug seizures most commonly in Ontario and British Columbia. Perhaps most alarmingly the sedative is sometimes combined with fentanyl. But unlike fentanyl whose overdoses are treated with naloxone (or Narcan) xylazine currently has no antidote. READ: Im a family doctor in Halifax. Heres why pay-for-service clinics will burden the public system. To find out more about xylazine its devastating effects on users and what can be done to mitigate them (if anything) we spoke to Kali Sedgemore a long-time harm-reduction expert in Vancouvers Downtown Eastside who also works with Vancouver Coastal Health a regional health authority that provides addictions outreach in British Columbia. How did you get involved with harm-reduction work? I grew up surrounded by substance use. At 11 I started using cocaine and alcohol which turned into a habit as I entered high school. It progressed to crack and later meth. Now Im a daily intravenous meth user. Ive also watched family members use. I know the importance of having clean supplies and treating drug users with respect knowing they need help. For the past 10 years Ive been working to prevent people from overdosing. Right now I work at three safe-injection sites in Vancouvers Downtown Eastside. Whats a typical work day like for you? I usually work from noon to 8 p.m. I arrive at the site which is usually a big room with a bunch of different stations where people can use. We see anywhere from 40 to 100 people a day and all types: construction workers unhoused people lawyers. I sign them in witness their consumption of drugsincluding fentanyl crystal meth hydromorphone cocaine ritalin dexedrineand try to help them as best I can. Some users have seizures or they black out or fall asleep. Some act erratically. Some stop breathing because opiates tell the body to slow down reducing their oxygen supply. If this happens two or three workers will offer them oxygen. If someone goes down which is the term we use for overdosing we give them naloxone which reduces the effects of opioids and restores breathing. Well call 911 if we do that. Vancouver-based harm-reduction worker Kali Sedgemore (photograph courtesy of Sedgemore illustration by Macleans ) How have you seen the opioid crisis evolve over the years? When I started working in harm reduction back in 2011 drug dealers were mixing fentanyl with other drugslike heroin cocaine and methamphetaminebecause its a cheap way to get high. I wasnt really seeing any overdoses until 2015 when fentanyl fully entered the drug supply. We didnt know what was going on at first. By the winter of 2022 we were seeing one or two overdoses a day at the clinic. And by early 2023 we were seeing between five to seven overdoses a day which we attribute to an increased presence of xylazine and benzodiazepines like Xanax Ativan and Valium. So xylazine really emerged earlier this year? In January I started hearing about xylazine through drug warnings on social media. One Instagram account Harm Reduction Saves Lives posts regular updates on the provinces supply. Then outreach workers end up discussing it at testing sites. We dont see xylazine as the new fentanyl exactly; its just another example of how the drug supply is being contaminated. We know that xylazine is a veterinary tranquilizer but were not sure how the drug dealers are getting it from clinics. How does xylazine enter the drug supply? Its used as a filler to create more product and increase its potency which jacks up the price of the drugs. This is a process called cutting. Often the presence of xylazine isnt the fault of individual dealers because the drugs have usually switched hands a few times before they get them. Lately weve been seeing a lot of long-time users overdose. These are people who have a high tolerance and a lot of experience using which is a sign that the drugs are getting more toxic. READ: An impossible job: What its like to work in a pediatric ICU What about xylazine makes it particularly dangerous? First its meant for animals. Its also difficult to tell whether someone has taken drugs cut with xylazine which is usually injected or smoked with tin foil or a bubble pipe. Weve seen different physical responses to it; sometimes it just looks like someone is heavily sedated. Because xylazine is a tranquilizer though it can cause some people to black out for 12 hours. Its also a vasoconstrictor meaning it causes a narrowing of the blood vessels which can cause really bad skin abscesses and leads to amputation in some instances. Most of all we have no readily available way to test the drugs and find out whats in themunless we send them in for testing which we dont have the time or resources to do. In your opinion does xylazine have the potential to wreak as much havoc as fentanyl? Its hard to say. Nobody knows what to do at this point. Is there any action that policymakers can take? We need a regulated safe supply of drugsas in we need dealers to be handing out drugs that are tested properly. Right now dealers can get their supply tested at sites in the Downtown Eastside. The machine used in testing is the Fourier-transform infrared spectrometer and it can detect multiple substances in minutes. We need more people who are trained to operate these machines. We also need to hire more drug users in harm-prevention roles because they understand the impact of opioids. How are you coping with the onslaught of another new drug? Im really numb to it now because Ive dealt with this so many times during my career. We constantly lose members of our community people we care about. Most recently I lost my older brother who died from smoking contaminated crack. It really takes a toll on my mental health so I spend time with friends go for hikes and talk with a counsellor. I also run a drug-user group called the Coalition of Peers Dismantling the Drug War. We have to fight hard every day because things are getting worse. This interview has been edited for length and clarity. 2023 SJC Media.

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Yellen says government will help SVB depositors but rules out bailout (ft.com) Gain a global perspective on the US and go beyond with curated news and analysis from 600 journalists in 50+ countries covering politics business innovation trends and more. Then $69 per month New customers only Cancel anytime during your trial During your trial you will have complete digital access to FT.com with everything in both of our Standard Digital and Premium Digital packages. Standard Digital includes access to a wealth of global news analysis and expert opinion. Premium Digital includes access to our premier business column Lex as well as 15 curated newsletters covering key business themes with original in-depth reporting. For a full comparison of Standard and Premium Digital click here . Change the plan you will roll onto at any time during your trial by visiting the Settings & Account section. If you do nothing you will be auto-enrolled in our premium digital monthly subscription plan and retain complete access for $69 per month. For cost savings you can change your plan at any time online in the Settings & Account section. If youd like to retain your premium access and save 20% you can opt to pay annually at the end of the trial. You may also opt to downgrade to Standard Digital a robust journalistic offering that fulfils many users needs. Compare Standard and Premium Digital here . Any changes made can be done at any time and will become effective at the end of the trial period allowing you to retain full access for 4 weeks even if you downgrade or cancel. You may change or cancel your subscription or trial at any time online. Simply log into Settings & Account and select Cancel on the right-hand side. You can still enjoy your subscription until the end of your current billing period. We support credit card debit card and PayPal payments. Find the plan that suits you best. Premium access for businesses and educational institutions. Check if your university or organisation offers FT membership to read for free. We use cookies and other data for a number of reasons such as keeping FT Sites reliable and secure personalising content and ads providing social media features and to analyse how our Sites are used. International Edition

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Yes if: Iterating on our RFC Process (engineering.squarespace.com) [placeholder] We build better systems when we work together. At Squarespace we write a Request for Comments documentan RFCwhen were creating a new system or making a major change. RFCs also called Design Documents are a common industry practice and for good reason. They give us a mechanism for reviewing each others ideas and describing our own. RFCs turn ideas into words. They force clarity: its hard to write an RFC unless youre sure about what problem youre trying to solve and why. They encourage the author to think through all aspects of their design and to make and document decisions. Having a written design allows other engineers to review those decisions. Reviewers may have opinions on whether the problem needs to be solved at all or whether simpler approaches might work just as well. They may notice risks to the project flaws in the design or edge cases that won't work. Or maybe (rarely!) they'll think the design is perfect in every way and leave a comment to say so. Around a year ago we started iterating on the RFC process we use in our Infrastructure organization. We wanted to address the parts of our process that werent working well: Designs didnt always get deep review. Engineers complained about discovering systems that were implemented with subtle flaws or that were more complicated than they needed to be. Authors made decisions that were locally good but that didnt fit into the broader architectural picture. Two teams might solve related or overlapping problems but not find out until they'd implemented systems that didn't work well together. Reviewers werent sure what they should be looking for. They were wary of nitpicking or asking stupid questions about issues that the author had probably considered but hadnt written down. Authors felt that reviewers were piling on criticism. When an author sent a new RFC for review they sometimes got flooded with comments. It was difficult to distinguish between comments that were intended to be blockers and those that were just interesting asides. Reviewers werent clear about whether they liked the overall design. If a reviewer had no objections to make they didnt call out that the design was good; they usually said nothing at all. Authors werent sure when the review period was finished. They didnt know when it was OK to start implementing. We took three steps each of which incrementally improved our process: we wrote an opinionated RFC template created Infrastructure Council and introduced Architecture Review . As a first step we rewrote our RFC template to give more opinionated guidance on what the RFCs should include. Rather than have separate best practices documentation for writing and reviewing designs we want to make it easy and intuitive for people to do the right thing. The new template has an approvers section with space for approvers to sign off on the design. Although we value comments from many people by naming the approvers we are clear about where the decision lies: if the approvers dont say yes we wont start implementing. If I wrote an RFC for this blog post its header might look like this: Primary author(s): Tanya Reilly Collaborators: N/A Created: June 14 2019 Last updated: June 15 2019 Status: First draft. Could you please give me a brutal review and tell me if this topic works at all? Approvers: Other reviewer(s): Laura John Kevin Polina Guislain Ive added Eva and Alex as approvers and I wont continue working on this unless they think its a good idea. Ive also added a few other engineers whose opinions I respect a lot. If they dont have time to review thats OK. I wont block on it. Approvers say yes or not yet. We want to encourage constructive comments so the template doesnt suggest no. Instead of just vetoing an idea its better to be clear on what it would take to approve it. A yes might come with caveats. For example in reviewing the first draft of this post Eva might write Yes if you can show that each iteration was a useable milestone. This sort of yes if approval means that the design author isnt blocked and doesnt need to wait for the approver to read again later. The approver trusts them to do the right thing. Its also more encouraging than a flat no. The approver is working with the author to get the best possible design; theyre not gate-keeping. Note the status field here: its free text and Im using it to be clear about the kind of review I want. For a first draft I might want reviewers to tell me whether this is even a good idea. If its duplicating effort or doesnt seem useful Id prefer to know before I sink a lot of time into it. A different design might already have broad approval and just be looking for rollout risks. By being clear about the status we make sure that the reviewer is leaving comments that are useful at this stage of the design. To make reviewers lives easier we added a few sections to help discover potential sources of conflict or wrong assumptions: Alternatives Considered/Prior Art : List the other approaches you considered and why they didnt work. Are there existing systems that almost worked? Dependencies : What other systems do you depend on? Do they know youre about to depend on them? Operational work : What manual tasks are you adding and who do you expect to do that work? Will other engineering teams or our excellent Customer Operations folks need to do anything to make this design successful? Spell out what you expect. These questions uncover some misunderstandings and assumptions. They also make reviewers feel more comfortable asking questions. If we have Prior art as a section for example were clearly interested in why we couldnt just use those existing systems. It makes it easier for the reviewer to emphasize simple solutions. The templates boilerplate text suggests some categories of approvers: potential users of your system teams that manage systems you depend on maintainers of internal systems you evaluated but chose not to use anyone you expect to do extra work. However we found that teams were still sometimes surprised by RFCs they hadnt noticed going by or that authors had forgotten to include them on. That was the next problem to solve. We needed a way to make sure RFCs were seen by everyone who needed to know about them. There was precedent for this: our colleagues in Product Engineering had a regular meeting Product Backend Council where RFCs were discussed and reviewed by the whole organization. Rather than invent something new we adopted their idea and created Infrastructure Council a meeting every two weeks where we presented and discussed RFCs in front of most of Infrastructure. It proved popular and well attended and we always had a full slate of RFCs to discuss. Infrastructure Council didnt solve all of our problems though. We had three RFCs to get through in an hour so there wasnt much time for deep review. With only a few minutes to comment on an RFC nobody said yes if they just called out their objections. It also still wasnt clear how much weight to give to those objections. If someone didn't like the design was that a veto? If that person hadnt been an approver on the original document did the author really need to block on their concerns? It brought new problems too. Its intimidating to present in front of your entire organization. Engineers werent willing to bring RFCs until they were very polished by which time the author was invested in the idea and major changes werent welcome. It felt unkind to question a design decision in a forum this big particularly when a more senior engineer criticized the work of someone more junior. Nobody enjoys feeling called out in front of a packed room. Using Infrastructure Council for design review made RFC authors feel like they were running a gauntlet. It was intimidating. We needed to do better. We wanted RFCs to have in-depth review but without making the author feel under attack. So we introduced Architecture Review a twice-weekly meeting where a small group of our most senior engineers review an RFC in depth. Each major RFC gets a one hour session and since the same people review them the reviewers build up a picture of everything thats happening in the organization and can notice overlaps or incompatible initiatives. Initially only the reviewers and the document author attended Architecture Review. It didnt feel quite right though. Discussing the RFC in front of the whole organization had felt too public; having only five reviewers had the opposite problem: it felt like decisions were being made secretly in a smoky room. Although we tried to select a group whose knowledge covered the majority of our infrastructure the review members couldnt be experts in all of our systems. We found a balance by inviting a small number of other people to participate in each review. These additional reviewers sometimes include key potential users of the system technology experts in the domain or someone the author suggests will bring an interesting perspective. Big meetings get unwieldy so we aim to have no more than ten people in the room. Architecture review doesnt include a presentation. Attendees are expected to already understand the RFC and they may have already had conversations or comment threads about it. The group spends 50 minutes on deep discussion of the proposal taking detailed notes of objections concerns and caveats that arise use cases that should be included risks that should be mitigated and so on. The final 10 minutes of the meeting are for making the decision. Each person in the room says whether theyre comfortable with the proposal or what would have to change for them to say yes to it. The most common response is Yes if you make sure that. Reviewers can and do say no but just like with our design template these objections are more likely to be framed as not yet. Although some proposals really wont work in any form most ideas are worth exploring more and we sometimes invite authors to iterate and come back for another review. We aim to find rough consensus in our decision: we're looking for general agreement among the group but it doesn't have to be unanimous. After the review we add Architecture Review as an approver on the RFC with a link back to the notes from the meeting. Since the notes include the list of attendees the design now has the documented support of some of the most senior engineers in the organization. The author can feel confident that theyre not going to be surprised by objections after theyve implemented the system. The full notes are open to all of engineering and a summary document shows all of the Architecture Review meetings weve had. Architecture Review has been a success. We've used the model to make big decisions like adopting Go as a first class language for Infrastructure and switching to gRPC for inter-microservice communication. Weve used it to do deep review of several new systems that crossed multiple teams. RFC authors have told us it's been a good experience and our colleagues in Product Engineering and Internal Engineering have begun to use the same model. We still have Infrastructure Council but weve turned it into a forum for building and maintaining community. Authors present RFCs there but now its an opportunity to share knowledge give visibility to good work and practice presentation skills in front of a friendly audience. As well as presenting RFCs we use Infrastructure Council to highlight excellent incident retrospectives and to deliver lightning talks. We build links across Engineering by inviting Product and Internal Engineering teams to present on how they use our infrastructure. We call out wins we welcome new hires and we celebrate people who have done great things. Infrastructure Council and Architecture Review are my favorite meetings. Reviewing each others work makes us write stronger designs and learn from each other as well as contributing to a collaborative and open culture. Well probably always be iterating on how we do design review but I like where weve gotten to so far and I recommend this model for other organizations. Find our RFC template here . Feel free to use it in your own organization. Take a look at our open roles Tanya is a Principal Engineer at Squarespace. Tanya is a Principal Engineer at Squarespace. Tanya is a Principal Engineer at Squarespace. Tanya is a Principal Engineer at Squarespace. 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BAD

You can't buy a Raspberry Pi right now (jeffgeerling.com) ...or at least not without a lot of patience or a fat wallet. But why ? And are there any signs Raspberry Pis will become available to the general public again soon? To be clear I'm speaking of the mainstream SBC Raspberry Pis like the Pi 4 model B the Compute Module 4 the Pi Zero 2 W and even in many cases the Pi 400. The Pico and Pico W are both readily available at least in most markets where I've looked (local shortages always exist but typically not for months or years like with full-size Pis). A service has even been set up since early this year just to scan different vendors to find when Pis are in stock and alert people via Twitter and other means. Long-time followers of rpilocator.com know how short-lived Raspberry Pis are at official retailers like Adafruit and Pi-Shop even with purchasing limitations in place. Sadly the only reliable way to buy a Pi immediately is to pay scalping prices on eBay or buy bundles that include often-unneeded components to pad out the price of a normally-$35 Pi to $100 and beyond. The big question is: why ? Well two reasons: Raspberry Pi is one of the few SBC vendors (maybe the only one) to tackle the most important feature for adoption and ongoing end-user happiness: support . Instead of throwing hardware at the wall seeing what sticks and relying on developer communities to support their hardware with distributions like Armbian Raspberry Pi actively supports their boards all the way back to the original Pi model B. They ship Raspberry Pi OS. They continually improve their documentation and focus on a great end-user experience for beginners and advanced users. And because of the second point Raspberry Pi can produce a limited number of Pi models based on the Broadcom BCM2711 SoC. This is the same issue plaguing car manufacturers . Even behemoths like Nvidia Intel AMD and Apple are still being affected. Because of the shortages Raspberry Pi have not been able to increase production to meet demand therefore they have to prioritize where the Pis they make go... and right now they are still prioritizing OEM partners over end-user retailers like Adafruit PiShop.us Micro Center and other retailers selling individual units. This is far from ideal and many in the maker/hacker community (myself included) feel betrayed by an organization that grew quickly based on the grassroots adoption of the Raspberry Pi since 2012. How many of the commercial and industrial users of the Pi would be incorporating it into their products (thus depending on Pi stock for their own survival) without the huge community of individual developers makers hobbyists and educators who made the Raspberry Pi as popular as it is today? With all this in mind and since there hasn't been an official update since Eben Upton's post on the Raspberry Pi blog in April I asked directly about the shortage. Eben said basically: And finally they wanted to make clear their main point of differentiation in the SBC space: We value our approach to software support maintenance and quality over and above everything else. You can be confident that our software will run on all Raspberry Pis even those now over ten years old and it is still being updated! Indeed that's why people pay double or even triple the MSRP for a used Raspberry Pi. For some projects getting things running on the Pi (and knowing they'll have software updates for years ) is still much easier than doing the same on another SBC. And though the Pi 4's BCM2711 is getting long in the toothmost competing boards are already far surpassing it in CPU memory and IO performanceit is still a great option for energy-efficient computing and certain edge use cases. But because the Pi is now realistically a $100 computer (for the time being) people have started considering alternatives. If you want a slightly faster and more generic computer buying a used 'one liter' PC (one of those little PCs you see strapped to a monitor at a doctor's office) can get you something on par withor faster thana Pi 4 for less than $80 or cheaper if you get lucky. But these PCs lack some features like GPIO or any kind of HAT compatibility so are only an option if you use the Pi as a generic computer. If you want a comparable SBC with features like GPIO and a faster CPU and GPU with native SATA ports or other more exotic features Khadas Radxa OrangePi and other vendors have made some great hardware over the past two years with many options under $100. But getting started with a Pi clone can be dauntingunlike the first-time experience with a Pi where you have helpful Getting Started Guide and a plethora of blog posts videos and books available you may encounter a sparse documentation page (if anything) pointing you to an ISO download and telling you to flash an image to a microSD card. Where Raspberry Pi assumes nothing and guides you along every step most other manufacturers assume you're familiar with SBCs flashing ISOs and quite possibly debugging problems over a USB serial connection! That's not always the case and I was pleasantly surprised by BigTreeTech's new CB1 board (a clone of the Compute Module 4 running an Allwinner H616 SoC). Check out my experience with that board in my recent livestream: But the CB1 is an outlier in my experience. Almost every non-Pi board I test requires more work than just 'download ISO flash it and the SBC boots and works'. Some images don't have basic functionality like HDMI or networking and sometimes you can't even find an image with a modern and secure Linux OS only Android images (which is unhelpful for general use). I'm not saying you should avoid alternate SBCs but don't expect the same level of user experience and support you get with a Raspberry Pi. In the end I will echo what I've recommended before: Patrick 7 months ago pimoroni.com seems to work quite well. I've been able to get 2 Pi 4b 8gb with case power supply 32Gb card and a micro hdmi to hdmi cable for around $110 shipped from the UK. Both times it took about 2 days. Just put your email in and wait for the notification. Then buy immediately. I agree though. Documentation on alternatives is not the greatest. Had a heck of a time getting one to boot. Kurt 7 months ago In reply to pimoroni.com seems to work by Patrick I can't even get Pimoroni UK to let me order one. I've been back and forth with customer support multiple times and even though their site says they ship to the US - they don't ship to the US ... Kurt 7 months ago In reply to pimoroni.com seems to work by Patrick Scratch that last. Wrong company - Pimoroni DOES ship the the US. OKDo UK doesn't ship to the US. Joe Mama 7 months ago In reply to pimoroni.com seems to work by Patrick did that with thepihut im in the us Razor Burn 7 months ago In reply to pimoroni.com seems to work by Patrick I had a similar experience buying a Pi 4B 8gb kit from them a week ago for under $200 AUD which was insane considering the scarcity and inflated prices buying a similar kit locally. 3 days later it arrived to Australia where I've been having fun setting it up. I've also been looking at some alternative SBCs yet as a relative newbie the thing that's put me off has been what Jeff rightly mentions and that's lack of community support compatible hardware and reliable OS be it Linux based or Android as I'm excited by the RK 3399/3588 chips yet all reports indicate they're still not fully ready so I'll happily wait it out until things improve!? Doug 7 months ago In reply to I had a similar experience by Razor Burn Out of interest what kit? I haven't been able to spot one that's actually available. I'm also in Australia locally the only 8GB kit I've seen is the Ultimate from core electronics but that's AU$311 Bret Weber 7 months ago I'm not sure if you've seen them but I've got some LibreComputer boards on the way to test as they seem to be heavily supporting their boards to the point where they've even made a Raspbian conversion/compatibility tool (available at https://github.com/libre-computer-project/libretech-raspbian-portability ) which lets you modify a Raspbian installation in a way to get it to also run on their hardware. The best bit is that they claim you can put the SD card back into a Raspberry Pi and have it still work. I'm looking forward to testing it as soon as they land! scamp 7 months ago The RPi foundation is not giving you the truth. According to my sources their relationship with Broadcom has become very sour partly due to the Pi Pico. Broadcom now wants to charge them list prices. The we prefer to ship our industrial customers story is a lie. They have multiple million of unfulfilled orders and according to my sources the big distributors are receiving next to nothing for their industrial customers. And just two weeks ago their biggest manufacturing partner RS Components has given up on them cancelled all unfulfilled orders (multiple million pieces) and now is starting to produce millions of Radxa CM3 modules instead and are recommending their customers to move over to that. From all info I have it's not unlikely that RPi will simply die in 2023. QwertyChouskie 7 months ago In reply to The RPi foundation is not by scamp Broadcom would have to be stupid to kill the relationship with RPi given how much lost sales would mean. Even if the RPI <-> Broadcom relationship is soured (I did some research and couldn't find anything to corroborate this) there's no reason this would kill RPi. There are plenty of other ARM SOC vendors that would almost certainly love to work with RPi given how popular the RPi is. kaidenshi 7 months ago In reply to The RPi foundation is not by scamp Would you care to link those sources? I'm not saying you're lying but those are some pretty harsh accusations and some really really big numbers to just throw around without anything to back it up. Ivo 7 months ago In reply to The RPi foundation is not by scamp Time for Eben Upton to suck up to a different arm cpu producer and fix Apple's M1 chip for the next gen Raspberry Pi... ;-) Chippy 7 months ago In reply to The RPi foundation is not by scamp It's fascinating watching people make up complete garbage online and calling it the truth. Ask your sources about RS components again. I heard it was the other way around due to them abusing their license privileges. They got cancelled they didn't cancel the orders. John Bostwick 7 months ago I got lucky and found 4 boards(3 Pi3 and 1 Zero) while I was in the middle of a move a junk drawer out in my garage. DM 7 months ago If you have a rooted Android device and don't need GPIO pins Linux Deploy can cover a lot of use cases. An old Rockchip Android HDMI stick looks a lot like an ARM SBC when that's all you've got laying around. I've got a couple of pre-built images for Linux Deploy: Pi-hole ad-blocking DNS server https://github.com/DesktopECHO/Pi-hole-for-Android NextCloudPi for Android https://github.com/DesktopECHO/nextcloudpi Adam Honse 7 months ago In reply to If you have a rooted Android by DM postmarketOS is also an option if your phone is supported. A growing number of phones have mainline Linux support on pmOS so you can get a better real Linux experience than a chrooted Android OS running some stale manufacturer kernel. Andy K 7 months ago Just wondering if anyone knows if the Raspberry Pi retail shop in Cambridge UK has any stock? Might be worth a trip and a day out in Cambridge. Greg C 7 months ago In reply to Just wondering if anyone by Andy K It does stock of RPI4 across multiple memory sizes and RPI Zero 2 W (at least it did when I bought a zero last week). Jason 7 months ago I had a project I needed to do a few months back that called for a Pi. None to be had. I ended up getting an OrangePi 4 LTS by way of AliExpress got it in 11 days from China (ordered July 2 delivered July 13 in NJ). It's worked out really nicely. Runs Ubuntu Jammy built-in eMMC even. While it was still more than I was used to paying the total was still sub-$100 including a nice metal case. Compare that vs the $150-ish I'm seeing for naked Pi4 4GB boards that are taking 6 weeks on AliExpress to get. Create some fun 7 months ago I have a pi 4 4gb kit for 100 dollars in stock. I have had it for over a year. Carlos 7 months ago I can'twhy? I bought a zero 2 W for my prusa and a 4 model B for the Voron one came from Holland and the other from France. John Doe 7 months ago You can buy them on Alibaba. The prices are crazy but you can definitely get them. ElberGalarga 7 months ago Hi Jeff well for me there is not rush then I can wait for the next year. But each day I feel less interested on something that I can not get. Thomas 7 months ago Jeff first great content keep it up sir! Understandably this could be taken as controversial however. Having experience in US counter insurgency the Raspberry Pi wouldve been a game changer back in the day. Like DJI drones having been shipped by the thousands to Russia/Ukraine to be used as weapons its equally likely Raspberry Pis are meeting the same fate. Any technophile knows yesterdays top secret tech is todays consumer tech. With Pis HQ being located in an allied country coupled with the need for retrofitting dumb artillery for > precision its very probable a significant portion of those 400k pis are being produced for single use only. If keeping companies who require pis to remain in business for example Adafruit then more pis on the open market would do just that. Further evidence for this would include beagleboard shortages as well as the higher end Arduino boards. Melvyn Burchell 7 months ago It is quite clear that at least one of the OEM's being supplied is directly or indirectly reselling Pi Zero 2 W's for 64.95 on the famous auction site a particular seller has many tens if not hundreds listed as I type this! Although they also offer 10 for 520! Verian 7 months ago Just an FYI: The german website heise.de (IT news) mentioned you and your interview with Eben Upton in an article about the chip shortage and Raspberry Pis yesterday. (Link triggers Spam-Detection) Porkecluster 7 months ago That's some fine investigative journalism. Eben Upton says shortages... case closed. Good work Jeff. honky123 7 months ago Years of nothing. About time someone made a compatible plug and play board so we can all move on from this incompetent organisation Mic 7 months ago Wound up getting myself a Banana Pi M2 Zero a while back. Very capable board but as noted - the 'latest' linux iso was an ancient roll of Ubuntu. Old enough that it had fallen off the back of the apt repos and couldn't even do a do-release-upgrade without having to redirect apt to archive URLs. That said - once up and running it works very nicely. With the Coretex-A7 more oomph than the RPi Zero W it imitates. You're right though - not nearly so plug 'n' play as a Raspberry. Bit of a deep-dive into some of the alternatives might make for a good vid though ;) SamJin 7 months ago Where are the RISCV folks? Isnt it their moment to shine? GoingPostal13 6 months ago In reply to Where are the RISCV folks? by SamJin They're at allnetchina The starfive 2nd gen board looks like it might be pretty good - I did try to direct link but it seems Jeff thinks it's spam ;) Try searching for starfive-visionfive-2nd-generation-single-board-computer you should find it okay. James 7 months ago I'm done with Raspberry Pi. The foundation did the exact OPPOSITE of what they should of done given their initial mission statement. To hell with the small businesses that are gobbling up Raspberry PI's to run their companies that is counter to what the Raspberry Pi was intended to do in the first place. As a result of Raspberrypi.org's betrayal of the educational and hobbiest market I very much hope they go under. Steve 7 months ago In reply to I'm done with Raspberry Pi by James It's so adorable when children throw temper tantrums. Evets 6 months ago In reply to It's so adorable when by Steve Their frustration is understandable. Calling someone a child over that seems... well juvenile. Grow up. M 2 months ago In reply to Their frustration is by Evets I think he called him a child because only a child would write should of. TJ17 7 months ago In reply to I'm done with Raspberry Pi by James Unfortunately I am in the same boat and have started investigating alternatives. I hate to say it but I think there is some deeper problem at Raspberry Pi. Plus they really aren't providing any meaningful updates. Bob 6 months ago The sad fact is China's government is weaponizing their insane lockdowns to do exactly this - exacerbate the cost of living and supply crisis in the west as well as extend their power over their own people. No one wants to talk about it but I think we can all see this can't we? It's going to take years to first wake up to this and put in place robust local manufacturing to remove the dependency. None of this is going to be easy and I don't see it happening for a very long time indeed. Still it kind of serves us right doesn't it? A Khan 5 months ago I am gradually transitioning to to compute sticks bit pricier but not by that far after discounting 8GB memory proper casing for embedded use internal storage with really good i/o for the os hdmi cable and power supply. Plus none of gimicky heat dissipation solutions to be wasting time over. After an arduino connected there is nothing left to be missed. Markus 5 months ago If they are so short on stock how come Chinese electronic companies have thousands in stock. Of course they sell it to a price that you drown but they must get it from somewhere or not? PI org is just bullshitting all around. Luke 5 months ago Well I definitely consider the Pi Foundation as actively hostile to the DIY/maker community since at least mid-2021. They knew very well back then and they know now there is zero chance of this issue resolving in 2023 or in 2024. How are they hostile? They know they will never be able to provide the same value they did before but still by claiming the solution is right over the corner they string everyone along. Open source projects don't migrate to alternative hardware people don't choose other solutions because they are being told it is just few more weeks... No it is years. And when they do provide those chips will be a decade old tech. The situation we're in has nothing to do with a chip shortage but all with price gouging by certain well established manufacturers. It is simply a result of too little competition. The only thing that will resolve this is some old fashioned competition but with China essentially shooting itself in the foot with their hyper-idiotic industry-killing covid lock downs still continuing and entire competition of those price-gougers being located there it takes time to build fabs and the whole alternate supply chain elsewhere. My prediction for when this is resolved is 2028 at the earliest 2030 more likely. Look at the fpga industry for an example how it might happen. For last few years if you wanted xilinx or altera/intel fpgas (unless you're military) you couldn't get them at reasonable prices. Now we have Trionright from a new fab located in USA. Is xilinx and altera more available? Nope they are happy to give the low end market to Trion. They weren't making much money on low end devices anyway. Would you rather sell a thousand pieces for a dollar or one piece for $1k?(with ability to provide better service and all that). This whole chip shortage is nothing else but an opportunity to restructure their profit ratios for manufacturers. Coming back to the pi foundation its ability to deliver a product that was pretty fast and well supported was tightly linked to the industrial environment that existed at the time. This is gone and it is not coming back. We have to move forward. If we want cheap hardware there is cheap hardware and some of it is even well documented (but on a very low level). Open source community is involved in a lot of work to improve Linux support on rockchip socs for example. I think we sooner will have everything working out of the box on radxa orange pi rock Pro pine64 etc than have rpis back in stock. A lot of stuff is already doable on those boards. If you're developing your own software and you're willing to run Linux kernels that are slightly older you can get advanced features like video encode etc working. If you just want gpio this is fine even on latest kernel. There is however an issue with hdmi. That is much better on android. However none of my current Raspberry pi uses involves hdmi so for me this doesn't matter. To anyone who considers using RPi product now (unless it is pico based) I say don't. Save yourself some trouble and choose something else. bandit 5 months ago ive a broken pi 3 b+. MxL7704 busted. And theres lots of users with the same problem.you think think the pi foundation. would sell them as spares. As they need programming.pi zero 2 w would be as far id buy And if under 20$ when in stock again. just have to wait it out. Brian 5 months ago I share the frustration but not the betrayal. All those wonderful things you praised are funded by the OEMs that buy thousands and require minimal support per unit. Without them Pi could not be what it is to us makers. JustGotMyRPi4B 4 months ago What??? Cannot get a Raspberry Pi??? Just got a Raspberry Pi 4B on amazon. THR 4 months ago In reply to What??? Cannot get a by JustGotMyRPi4B Article is 3 months old now and the main point wasn't that it's unavailable it's that there's a shortage and as a result the prices are 5x higher than MSRP. Plus how much did you pay? Tommy 1 month ago For an organization who wants to promote hardware hacking & education they sure make it hard for students to buy their stuff. Lukas 1 week ago On March or somthing like that. There was new version liek of pis. And thats Recyberry here in the Czech Republic. I hopefully got oni zero and i was happy. Only for 15$ on the official Czech republic web that is aproved reseller. If i can then heres the link: https://rpishop.cz All content copyright Jeff Geerling. Top of page .

BAD

You can't tell people anything (2004) (habitatchronicles.com) The Lessons of Lucasfilm's Habitat How to Deconstruct Almost Anything MDC 2004: Habitat Redux 1994: Cyberspace Protocol Requirements A Walk Through Durham Township City Comforts Eric Drexler John Massengale Lawrence Lessig Raph Koster Ron Gilbert Grumpy Gamer Terra Nova The Classicist The Daily WTF The Volokh Conspiracy Virginia Postrel Douglas Crockford's Wrrrld Wide Web Metacrap The E Programming Language This is sort of Morningstars version of Murphys Law. When we were assembling our catalog of the things we had learned over the past decade and a half in this business we almost didnt include this one because it seems so banal. But I keep finding that its often the first thing I say when people ask me what about my experiences (and another thing Ive learned is to pay attention to things I find myself saying; that way Ill know what I really think). And upon reflection I think its actually one of the more important lessons that weve learned. We all spend a lot of our time talking to bosses or investors or marketing people or press or friends or other developers. Im totally convinced that a new idea or a new plan or a new technique is never really understood when you just explain it. People will often think they understand and theyll say they understand but then their actions show that it just aint so. Years ago before Lucasfilm I worked for Project Xanadu (the original hypertext project way before this newfangled World Wide Web thing). One of the things I did was travel around the country trying to evangelize the idea of hypertext. People loved it but nobody got it. Nobody. We provided lots of explanation. We had pictures. We had scenarios little stories that told what it would be like. People would ask astonishing questions like whos going to pay to make all those links? or why would anyone want to put documents online? Alas many things really must be experienced to be understood. We didnt have much of an experience to deliver to them though after all the whole point of all this evangelizing was to get people to give us money to pay for developing the software in the first place! But someone whos spent even 10 minutes using the Web would never think to ask some of the questions we got asked. In 1988 we began consulting to Fujitsu when they licensed Habitat from Lucasfilm to create Fujitsu Habitat in Japan. We started out with a week long seminar at Skywalker Ranch for their team explaining everything we knew about Habitat. We gave them copious documentation and complete source code listings. Following that for the next couple of years they had unlimited access to us via fax phone and email to answer any questions they might have. We made several visits to Japan to advise them. On our visits they often asked questions that seemed a little well odd. We chalked it up to the language barrier but still there were clearly things they werent getting. For example their server ran on five (not four not six five) Fujitsu A60 minicomputers and became hopelessly bogged down after about 80 concurrent users. We were never able to get a clear picture of why. We asked lots of questions and theyd try to answer them but none of the explanations made any sense that we could puzzle out. They were trying to tell us you see but you cant tell people anything. The mystery was solved a few years later when we began the WorldsAway project still consulting to Fujitsu but in a role that was much more hands-on. Our initial plan had been to work from the Fujitsu Habitat code back porting the client to Macs and Windows and cleaning up their server (80 users yeesh). When we took apart their code we finally figured out what had been puzzling us all that time: they had lost the architecture. In spite of all the information we gave them we had completely failed to communicate how things worked. Their guys hadnt understood the whole client-server concept which for that day and place was somewhat exotic so they just implemented what they knew which was a terminal-mainframe architecture. Their client was basically a fancy highly specialized graphics terminal; all the real work was done on the server. For example when you issued a command to an object instead of sending a command message to the object on the server the client would send the X-Y coordinates of your mouse click. The server would then render its own copy of the scene into an internal buffer to figure out what object you had clicked on. Not only was this extremely inefficient but the race conditions inherent a multi-user environment meant that it also sometimes just got the wrong answer. It was amazing Whats going on is that without some kind of direct experience to use as a touchstone people dont have the context that gives them a place in their minds to put the things you are telling them. The things you say often dont stick and the few things that do stick are often distorted. Also most people arent very good at visualizing hypotheticals at imagining what something they havent experienced might be like or even what something they have experienced might be like if it were somewhat different. One of the things I really miss from my days at Lucasfilm is having artists on staff being able to run down the hall and say hey Gary draw me this picture. Eventually people can be educated but what you have to do is find a way give them the experience to put them in the situation. Sometimes this can only happen by making real the thing you are describing but sometimes by dint of clever artifice you can simulate it. With luck eventually there will be an Aha!. If youre really good the Aha! will followed by Oh so thats what you meant. But dont be too surprised or upset if the Aha! is instead followed by Why didnt you tell me that?. At Communities.com we developed a system called Passport (Ill save the astonishing trademark story for a later posting) that let us do some pretty amazing things with web browsers. For example with just a few magic HTML tags we could stick avatars on a web page pretty much any web page. For months Randy kept getting up at management meetings and saying Well be able to put avatars on web pages. Start thinking about what you might do with that. Mostly nobody reacted much. After a couple of months of this we had things working and so he got up and presented a demo of avatars walking around on top of our company home page. People were amazed joyful and enthusiastic. But they also pretty much all said the same thing: why didnt you tell us that we could put avatars on web pages? You cant tell people anything. When people ask me about my lifes ambitions I often joke that my goal is to become independently wealthy so that I can afford to get some work done. Mainly thats about being able to do things without having to explain them first so that the finished product can be the explanation. I think this will be a major labor saving improvement. One final point: I expect none of you to really get what Im talking about here because this principle also applies to itself. But I fully expect Ill get the occasional email saying Oh! so thats what you meant. or Why didnt you tell me that? I did but you cant tell people anything. Lessons Learned | Posted by Chip at 12:05 PM | You can comment . Trackbacks are closed. Great post! I totally know what you mean. You think you write it down or explain it in a way that makes perfect sense but people never understand. Looking forward to more posts :) Posted by: Cory | April 23 2004 2:26 pm Yes I agree until people use and/or make something its very hard to explain what the possibilities are or might be.It is as if in thinking about the process in order to use/make something that the vision of the overall whole is glimpsed. Now that sounds a bit spiritual I dont mean it that way what I do want to say is that with any new way of working the possibilities of a particular way of doing things seems to fall into to place when people try it out. I recently had this experience in an academic arena trying to explain why blogs may be useful research tools. Posted by: sharon boggon | April 26 2004 4:41 pm So your core message is Dont tell them show them right? That fits nicely with the launch early launch often mantra (although that might not be feasible with every idea/project/product). Posted by: Daniel Hepper | November 5 2008 7:09 am ha like trying to explain that meditation has value for the mind to a quantum physicist .. they would rather simply delete your comments .. Posted by: gregorylent | January 31 2009 10:38 pm like trying to explain that meditation ha Buddhist spam strange Posted by: Kevembuangga | February 2 2009 4:49 am Hi Ive the luck of having been educated as a teacher and ending up as a software developer. Therefor what you describe here makes perfect sense to me. It isnt possible to explain anything. First explaining is such a misleading word. The process of knowledge transmission is rather a pull then a push operation. You as the knowledge sender can only do your best to setup the best possible situation for the receivers pull operation to succeed. Second before any knowledge transmission could be possible the receiver must have an appropriate cognitive network in place to connect the newly acquired to. Actually I think that any computer scientist or programmer should have a good knowledge of pedagogy Thank you for your interesting posts and Elko! Posted by: Thomas Koch | October 23 2010 6:14 am And thats why one brain projects where one guy or a small team implement their idea can become a legend while a development against requirements is over time and over budget so many times. Thats why there are so many schools of project management. It all goes back to this problem. And I think it is also a big factor why Apple is so successful: their presentations are demos of the products first place look what you can do with our new i Posted by: VG | June 24 2018 1:35 am Im a public affairs guy for a government research organization so your post explains my job pretty well. You should do a companion post: people hear what they want to hear. Obviously itd be mostly about biases and the usual stuff. But it could also be about what happens to a good percentage of the stuff you can tell people: you pitch it at an empty spot in their brains but it lands in an existing swamp. New tracking feature for the collaboration tool? You pitch it at organization and communication it lands at the intersection of paranoia and a guilty conscience. Posted by: joe f. | June 24 2018 6:21 am whos going to pay to make all those links? or why would anyone want to put documents online? But someone whos spent even 10 minutes using the Web would never think to ask some of the questions we got asked. Its 2018 and I think these are still perfectly reasonable questions. The industrys primary answer apparently is well saturate the pages in advertising which is neither obvious nor desirable. Posted by: Tim | June 24 2018 7:37 am Short: people are stupid. Most of them. Long: they are satisfied with their half-knowledge lazy to learn new things if you teach them they took it as you were said theyre dumb they think they are perfect so they need no education as they never try new things they have no experience discovering new concepts they fear of unusual. But if you teach something for them finally sometimes they are thankful and proud and they know what did you gave them. But they are basically stupid. Posted by: ern0 | October 12 2018 2:57 pm I concoct ideas processes avatars go through the entire process with fresh eyes and a real solution emerges all in my head quickly jot it down lest I might forget then explain it to a smart person who can fill in the blanks I left behind and tells me he completely gets it. With more confidence I try explaining it to someone else and the elegant solution/idea evaporates to a point where I need to be with me and my mind alone to figure it out. Ah. whats the use! Posted by: SuSu | October 15 2018 3:26 pm Ive been on the receiving side of this before. What typically happens is the Dunning-Krueger Effect. This is typically understood as incompetent people are too incompetent to determine that they are incompetent but its lesser-known corollary is that competent people assume everyone else is competent too and thus they dont have to explain themselves. Once you understand this the reason for poor communication becomes clear. The team doesnt bother to explain their presumptions falsely assuming that everyone is on the same page. They feel free to use original concepts they developed internal team slang unexplained acronyms etc. Then theyre baffled why people are so stupid and cant understand their outstanding presentation that obviously went over all the details. I remember once being baffled by a presenter who assumed the whole world had read Heinlein and knew what TAANSTAFL meant thus she didnt have to explain it. That was shortly thereafter running in to someone who thought Starship Troopers was nothing but a crappy movie instead of an outstanding novel that everyone should read. Just because you like an author doesnt mean youve read his entire oeuvre. Posted by: Harland | June 23 2020 11:38 am I just have to point out that the first comment to this post is I totally get what you mean in seemingly all earnesty. Posted by: Travis Briggs | June 23 2020 7:12 pm I would have revised the title to You cant tell people everything .. Posted by: Odero Kennedy | June 23 2020 11:34 pm Often there is a large disconnect between what we write and what people understand. Almost everything Ive published has been in mathematics where there is less of a problem because we write proofs. Usually if all the details are spelled out the reader (another mathematician) will be able to read what you wrote and understand 95% of what you are trying to convey. Other fields generally speaking are not like that. On the other hand when I explain math to students I sometimes see giant misunderstandings. Homework problems help a lot to remove misunderstandings. I recall that it was difficult for students to learn the basics of the orbit of the moon and planets around the sun. I am thinking that if students needed to calculate 1) when the phases of the Moon and Venus occur or 2) when sunrise and sunset would occur then they would actually learn the basics of orbital mechanics but then again they might just learn how to do specific orbital problems without being able to solve random questions about orbits and phases. Posted by: Hein | June 24 2020 5:13 am Cant believe decade old article still getting read and ppl are posting comments.. Posted by: shwetank | June 24 2020 9:07 pm I remember reading this ages ago and I didnt get it. Now I do and my goal is also to be independently wealthy just to be able to get what I want done. Posted by: The future | October 6 2021 10:59 am the better the metaphor the greater the grokking. i dont expect anyone to grok this either because you cant tell people anything so why bother? Posted by: cris | October 6 2021 2:32 pm Reminds me some (Zen?) saying like you can not transmit wisdom only knowledge and Alan Kays explanations on aha moments PoV = 80 IQ points and paradigm shifts Posted by: hmijail | May 18 2022 7:02 pm (If you haven't left a comment here before your comment may need to be approved by the site owners before it will appear. Thanks for waiting.) Click here to cancel reply. Name: Email Address: (will not be published) URL: Your comment: (you may use HTML tags for style) << Getting started | RSS feeds >> 2023 Chip Morningstar and F. Randall Farmer all rights reserved.

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You might not need a CRDT (driftingin.space) December 5 2022 Paul Butler Conflict-free replicated data types (CRDTs) are a family of replicated data structures. CRDTs differ from simple leader/follower replication in that they do not designate an authoritative source-of-truth that all writes must pass through. Instead all replicas are treated as equal peers. Each replica may be modified locally and changes to any replica are propagated to the others. In developer discourse the term CRDT sometimes gets thrown around as a synecdoche for a broader set of techniques to enable Figma-like collaborative features. But when we started talking to dozens of companies building ambitious browser-based apps we found it rare for apps to use true CRDTs to power multiplayer collaboration. In this post Ill first give some high-level context on CRDTs and then talk about why we often find other approaches used in practice. The core problem that multiplayer apps need to solve is maintaining shared state. If you and I are both editing the same document I should see your changes in real-time and vice versa. At the code level this means that there is some data structure (say a tree or list) representing the document which exists in multiple locations: one for each user with the document open. Changes made on one copy need to be reflected by the others as quickly as possible. One way to accomplish this is to serialize each change and broadcast it over the network. If you and I are collaborating on a todo list and I mark the fifth item as done my replica emits some serialized event meaning Mark item #5 as done. If you then add an item get groceries in the third position your replica emits an event meaning Insert get groceries before item #3. This works fine as long as enough time passes for each of us to receive the others changes before making our own change. If not things break down. Suppose we start a collaboration session at time 0 with a list of two items Get groceries and Do laundry . At time 1 I mark Do laundry as done and you simultaneously add a new item called Clean kitchen to the middle of the list. When my replica sees your edit at time 2 your change is appropriately applied on top of mine and I see the correct state. But when my change (mark item 2 as done) reaches your replica item 2refers to the item you just added not the one I actually checked. Our lists have diverged. The problem comes down to the interplay of two facts: If we can design a system in which either one of these statements is no longer true we can ensure that our data structure is eventually-consistent. Each of the two items represents a different path we can take. Path #1 represents CRDTs . Broadly you can think of CRDTs (specifically operation-based CRDTs) as a family of useful data structures (lists sets maps counters) carefully designed such that all operations are commutative. I'm brushing over some details but its a useful mental model for understanding the shape of the problem that CRDTs solve. Path #2 in its pure form represents state machine replication . We ensure that each replica receives changes in the same global order and apply change on each replica in that same global order. This ensures that each replica stays in sync even if change operations are not commutative. In practice most of the systems weve looked at could be described as hybrid approaches that borrow ideas from both paths. They represent operations as commutative where possible so that they can apply them immediately on the local replica without worrying about where they appear in the global order but they ultimately depend on a global order for convergence. Both paths will allow us to ensure that each replica converges on the same state but that alone does not guarantee that this state is the correctstate from the point of view of user intent. For example in the to-do example its possible that the server sees your add Clean kitchen change before my check item #1 change and incorrectly marks the new item as checked. A typical solution in this case (applicable to both paths) is to generate a random UUID for each item when it is created so that my change is instead represented as check item 8e503f34 and is applied correctly regardless of where the item I intend to check is in the list by the time my change is applied on a replica. State machine replication is not a silver bullet; we still need to be thoughtful about how change operations apply when the underlying data has changed. Our Aper Rust library is an experiment in seeing how much of this can be generalized into a data structures library. So far our assumption has been that we have a reliable but unordered broadcast channel (in practice it may be a gossip protocol on top of a mesh network). This is a fitting assumption for a true peer-to-peer app where it is difficult to get every peer to come to a consensus about the true ordering of events. CRDTs are complex in both the runtime overhead and cognitive load senses but in a peer-to-peer environment this is a necessary cost. In contrast browsers are inherently not peer-to-peer. To run an application from the web you connect to a server. Since the server is centralized anyway we can have it enforce a global ordering over the events. That is every replica receives events in the same orer. With this we can sidestep the need to pay the CRDT complexity tax. Evan Wallace of Figma writes : Figma isn't using true CRDTs []. CRDTs are designed for decentralized systems where there is no single central authority to decide what the final state should be. There is some unavoidable performance and memory overhead with doing this. Since Figma is centralized (our server is the central authority) we can simplify our system by removing this extra overhead and benefit from a faster and leaner implementation. With a global order we dont need to bend over backwards to ensure that data mutations are commutative we can use the global order to apply them in the same order on every replica. (A modern web application is likely deployed to multiple servers not one which complicates using the serveras a source of truth. Figma solves this by routing messages to a dedicated process for each live document. Plane and Jamsocket generalize that approach.) Generic data structures like lists and maps are often used as a foundation for building more complex data structures like graphs and relational data tables. Its tempting to wonder if we could just swap out their underlying data structures for the equivalent CRDTs and automatically gain a CRDT for our composite data type. Unfortunately these composite data types usually rely on the fact that all changes to the underlying data structure go through a particular code path. This is necessary to enforce invariants that they rely on. For example suppose our document state represents a directed acyclic graph as a list where elements can reference other items by index. Even if each replica ensures that changes made to it dont introduce a cycle two innocent changes made concurrently on two replicas could combine to break the invariant. If we naively try to replicate this tree by replicating the underlying list CRDT we lose control of this invariant. Two concurrent modifications may result in a cycle when they are combined even if neither introduces a cycle in isolation. When we instead have a global order of changes data structures with invariants are easier to reason about. The authoritative server can apply the change locally to detect if invariants are violated. If they are instead of broadcasting the change it can notify the sender that there is a conflict. Developers may find it tempting to treat collaborative applications as any other distributed systems and in many ways thats a useful way to look at them. But they differ in an important way which is that they always have humans-in-the-loop. As a result many edge cases can simply be deferred to the user. For example every multiplayer application has to decide how to handle two users modifying the same object concurrently. In practice this tends to be rare because of something I call social locking : the tendency of reasonable people not to clobber each others work-in-progress even in the absence of software-based locking features. This is especially the case when applications have presence features that provide hints to other users about where their attention is (cursor position selection etc.) In the rare times it does occur the users can sort it out among themselves. A general theme of successful multiplayer approaches weve seen is not overcomplicating things. Weve heard a number of companies confess that their multiplayer approach feels naive especially compared to the academic literature on the topic and yet it works just fine in practice. Although CRDTs arent always the best solution for always-online collaborative apps its still fascinating tech that has real use cases. Ink & Switch the exceedingly capable team behind the popular CRDT library Automerge have a compelling vision for Local-first software which makes heavy use of CRDTs. Apps that need to run offline in general are good candidates for CRDTs. Ive also read some posts lately extolling the virtues of CRDTs for text especially plain text. Im not up on text synchronization except to know that it presents its own challenges so the fact that the people who have given it a lot of thought are landing on CRDTs is a strong signal in their favor. For more like this subscribe to our Browsertech Digest or follow @drifting_corp on Twitter.

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YouTube Addiction (jntrnr.com) Hi my name is JT. I'm a YouTube addict. I know what you're thinking. That sounds like a joke. That you want a funny punchline to go with it. Me too. Truth is though I've had a problem for a while. I first noticed it back in 2011. Back then I could feel it growing. I would spend something like 3 hours at night on weekdays and maybe around 10 hours total on the weekends on YouTube. I was mostly watching let's plays. Long winding playthroughs of video games with a friendly voice. Each series might in total be something like 40+ hours of content. Of which the most prolific Let's Play-ers have dozens if not hundreds of series. From one creator you'd find another and another. Already back in 2011 watching my little niche it was more content than anyone one person would ever be able to watch in a lifetime. I would nap watching a series and wake up to that same familiar voice. Episode after episode I watched myself go deeper into the rabbit hole. At the time I told my roommate that I thought I might have a problem. He thought the entire concept of being addicted to something like YouTube was laughable. How could someone be addicted to watching some videos on a website? Maybe some of you reading this are thinking the same. Still it felt like the right thing at the time to try to curb this growing habit. I bought a stack of books on things like meditation and self-help and read everything I could. It helped a little. Meditation helped me to see just how much stress I was taking on. At the time my roommate and I were interning at Apple. The pressure was high to do well and get noticed. I made a promise to myself as I got into self-help and meditation that I would stop using YouTube as a way to soothe this stress. That I could find other ways. I remember when I slipped back into it. My favorite YouTube content creator - after not posting for over a year - had posted the start of a new series. By this point I'd been off YouTube for almost a year. I was used to doing other things with my time. And yet when they posted that video and I got a notification I didn't say no. Since then I don't think I've ever taken more than a couple months break from it. When I slip back into it it effortlessly returns to being part of my daily routine. Yesterday I watched 572 minutes of YouTube. That's just over 9.5 hours. The day before it was 444 minutes. Just shy of 7.5 hours. The day before that was 510 minutes. 8.5 hours. Sometimes it's background sound to whatever I'm doing. But if I'm honest most of the time I'm just watching going from video to video. Not doing anything else. At this point I have so many interests I'll watch content for. Climbing videos computing history endless amounts of video game footage music videos concert footage interviews wordless videos of food being prepared in the morning in Japanese restaurants. Anything that could catch my eye I'd watch. It's gotten to the point where I don't really enjoy the video as much as the numb hypnotic state from consuming that much content. It's safe. It's always there. But I noticed something recently. I've been struggling with my mental health during the summertime a time I traditionally have fewer problems. I wasn't recharging like I should. I was waking up tired napping during the day and generally not feeling at all prepared when the day started. I'd tried to dial back on my commitments to see if I could recover. Weeks later and I'm still not recovering. It didn't really hit me until today when talking to a close friend that it might be the amount of YouTube I'm watching. That's when I took my calculator and added it up. I've heard this before. I had an alcoholic roommate years ago describe in detail what it was like for them to be an alcoholic. Why they would reach for it. When they'd reach for it. How they'd plan their life around it. Get the work done and use it to celebrate. I feel like my use of YouTube has basically mirrored their alcoholism at this point. If anything I spend more time in stupor than they did with alcohol. The truth is I don't know how long I've been this bad. I keep clearing my YouTube history. Ostensibly it's so I can get better recommendations. But the truth is probably that I'm also trying to hide how bad it's gotten from myself. My roommate when they finally came out about their struggles let us clean their bedroom. I just remember duffle bag after duffle bag of empty bottles. It took so long to clean out their room because there were so many. I couldn't fathom how anyone could drink so much. It had to be hundreds of bottles. I don't know how long I've been averaging over 8 hours a day but I'm afraid it's been a long time. I remember telling myself years ago that as long as I was getting my work done it didn't really matter what I did. I remember my roommate saying the same thing. I always thought that it's easy to quit something. You just don't do it. So naive. This isn't going to be easy. There are so many temptations to pull me back in that it'll be a challenge to try to put this behind me. I mean I'm a YouTube content creator now approaching 10k subs - a respectable number for a small channel. So much educational content is on YouTube. So much of how I get my name out is via YouTube. So much of what I do is attached to YouTube for good and for bad. It's really all of the above. It's true it has all these nice aspects. But for folks like me who take it to an extreme it very politely chews its way into your life and makes it far too tempting to sink deeper and deeper. I don't want to lose the audience I'm building but I also want to be healthy. I'm afraid for myself and where I'll be five years from now. Will I be worse than I am now if I don't take steps? Will I become more withdrawn stop working altogether and live on my savings until I run out? I think about other things too like How will I fill my days if I stop? I honestly don't know. It's scary to think about having a hole and not being able to fill it with that comfortable zoning out feeling. I'm sure some folks are thinking what if you just limit yourself to 30 minutes a day? That's just it. If I could do that I would have. I don't know if I want to do a 12-step program or whatever. I honestly haven't really figured anything out at this point. But the first thing I wanted to do was come clean and talk about where I'm at. If you're someone reading this with similar patterns you're not alone. I also wanted to write this all down to make a record of where I am. Maybe I'll come back and read this later. Maybe I'll be able to say something like I remember being hooked on YouTube for over 12 years. I'm glad I cleaned up. Let's hope. Maybe then I'll think up a good punchline too. A simple dev-blog theme created by Bennett. You can follow him on Github (if you like).

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YouTube suspends The Hill for playing clip of Trump denying election results (tampafp.com) Ailan Evans YouTube suspended popular news channel The Hill for playing a clip of former President Donald Trump claiming the 2020 presidential election was stolen. YouTube suspended The Hills channel due to violating its policies after its morning show Rising posted two clips of Trump denying the validity of the results of the election Risings Twitter account said Thursday. The Hills channel is unable to upload new videos for seven days although its older videos can still be accessed. We covered former President Trumps remarks about Russias invasion of Ukraine the account said . In a soundbite he repeated his claim that the 2020 election was stolen. Our discussion focused on what Trump said about Putin and did not explicitly rebut claims of election fraud. The content in question featured Trump speaking with Fox News host Laura Ingraham and attributing Russias invasion of Ukraine to the stolen presidential election as well as raw footage of Trump continuing to deny the validity of the election results during a speech at the Conservative Political Action Conference (CPAC). Its hard to understand how the cause of fighting misinformation could be well-served by punishing news channels that educate viewers about what their political leaders are saying Rising host Robby Soave told the Daily Caller News Foundation. When reached for comment YouTube policy communications manager Ivy Choi confirmed that the channel had been suspended for posting content in violation of YouTubes policies. We removed content from and issued a strike to this channel for violating our election integrity policy and as a result this channel is suspended from publishing new videos or livestreams for seven days Choi told the Daily Caller News Foundation. We do allow for content with sufficient educational documentary scientific or artistic context which the removed content did not contain. Soave addressed the suspension in an article for Reason arguing that YouTubes expansive election integrity policy effectively outlaws straight news reporting on YouTube. It is one thing for YouTube to ban people who are making false claims Soave wrote. It is quite another for YouTube to prohibit people from educating their viewers about the reality that the former president is still spreading these false claims. Visit Tampafp.com for Politics Tampa Area Local News Sports and National Headlines . Support journalism by clicking here to our GiveSendGo or sign up for our free newsl etter by clicking here . Android Users Click Here To Downloa d The Free Press App And Never Miss A Story. Follow Us On Facebook Here Or Twitter Here . We should call them Borg Techbecause you will be assimilated. We went from requiring people say that someone allegedly committed a crime to not being allowed to allege a crime occurred. But we can still allege that same sort of crime occurred but only in other countries. And theres a long history of such allegations. Since the Michigan Senates Investigation of the 2020 election in that state uncovered illegal acts by Democrats in Wayne County including denying legal access to republican poll-watchers and vote counting in secret. Since the Georgia Star-Telegram issued FOIA requests for the counties in Georgia to verify that they had the legally required Chain of Custody documents and Fulton and DeKalb Counties were not able to provide them for over 65000 votes admitting their were on chain of custody.those votes were illegally counted. Since a Pennsylvania Appellate has verified the mail in ballot procedures in that State were illegal in 2020there were tens of thousands of illegally counted votes in that state. Since a Wisconsin court has ruled that the Wisconsin Election Commission provided directions to county clerks that were illegal and that MIlwaukees Mayor also implemented illegal mail in ballot procedures; and an investigation has proven that over 90 Nursing Homes had 100% turnout rates (while having comatose patients); and the Green Bay Election clerk resigned 2 weeks before the election when the Mayor of that town gave illegal access to a Democrat consultant (Michael Spitzer-Rubenstein) to Mail in ballots and allowed him to implement procedures overriding the clerks authority. weve definitely established concrete evidence that the 2020 elections were not run legally and fairly in the key swing states. Any Social Media companies falsely promoting the idea that the elections were conducted legally should be forced to pay damages to the people it is trying to deny information to. Your email address will not be published. Required fields are marked * Comment * Name Email Website Email: admin@tampafp.com

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YouTubeDrive: Store files as YouTube videos (github.com/dzhang314) Store files as YouTube videos == infinite disk space Use Git or checkout with SVN using the web URL. Work fast with our official CLI. Learn more about the CLI . Please sign in to use Codespaces. If nothing happens download GitHub Desktop and try again. If nothing happens download GitHub Desktop and try again. If nothing happens download Xcode and try again. Your codespace will open once ready. There was a problem preparing your codespace please try again. YouTubeDrive is a Wolfram Language (aka Mathematica ) package that encodes/decodes arbitrary data to/from simple RGB videos which are automatically uploaded to/downloaded from YouTube. Since YouTube imposes no limits on the total number or length of videos users can upload this provides an effectively infinite but extremely slow form of file storage. YouTubeDrive depends externally on FFmpeg youtube-upload and youtube-dl . These programs must be downloaded and installed separately and prior to first use YouTubeDrive must be configured with their install locations. See below for details. YouTubeDrive is a silly proof-of-concept and I do not endorse its high-volume use. NOTE: A short time needs to pass between calls to YouTubeUpload and YouTubeRetrieve for YouTube to process the uploaded video. I find that 5-10 minutes suffices for small (less than 10MB) file uploads. The video YouTubeDrive produces in this example can be viewed at https://www.youtube.com/watch?v=Fmm1AeYmbNU . Install FFmpeg youtube-upload and youtube-dl as your operating system dictates. Find an arbitrary test video say test.mp4 and run youtube-upload --title=Test Video test.mp4 . Follow the displayed instructions to create an OAuth token for your YouTube account. This will be the YouTube account used for all YouTubeDrive uploads. Download and open YouTubeDrive.wl from this repository. In lines 75-77 enter the install locations of the FFmpeg youtube-upload and youtube-dl executables. Make sure to use proper string escape sequences (in particular backslashes \ need to be escaped as double-backslashes \\ in Windows paths). For example I use the following install locations on my system (Windows 10): Note the use of Sequence[] to call python youtube-upload.py above. After making the above edits open YouTubeDrive.wl with Mathematica . Then open the File Install... dialog and select the following options: Choose installation for all users or the current user only according to your preference and click OK . Store files as YouTube videos == infinite disk space

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YouTuber who staged plane crash faces up to 20 years jail (yahoo.com) A YouTuber pilot who bailed out midair and deliberately sent his plane crashing into the ground to bolster viewing numbers on his channel could be jailed for up to 20 years US authorities said Thursday. In a video seen by nearly three million people and entitled I crashed my airplaneTrevor Jacob appears to experience engine trouble while flying over southern California in November 2021. The dramatic footage shows Jacob 29 ejecting from the single engine plane -- selfie-stick in hand -- and parachuting into the dense vegetation of the Los Padres National Forest. Cameras placed all over the aircraft show its out-of-control descent into the forest and its eventual crash landing. Jacob films himself hiking to the wreckage where he appears dismayed to discover the water he packed has disappeared. Viewers see him bush-whacking through poison oak and over hills as he seemingly struggles to find civilization giving regular updates about how thirsty he is and how lost he feels. Finally he stops to scoop water from a stream and moments later comes across a vehicle and apparent salvation as night falls. In the weeks after the incident investigators from the National Transportation Safety Board and the Federal Aviation Administration (FAA) launched a probe into the crash and Jacob was ordered to preserve the wreckage. The YouTuber told officials he did not know where the plane had gone down but according to a plea deal lodged in Los Angeles two weeks after the drama he and a friend winched the wreckage out of the forest with a helicopter having earlier recovered data from the onboard cameras. Over the next few days he cut up the plane into small pieces and dumped the parts in trash bins in and around Lompoc City Airport. The FAA the body that regulates flying in the United States yanked Jacob's pilot's license in April 2022. In a plea agreement Jacob admitted he had intended to obstruct federal authorities when he disposed of the wreckage and had created the video to make money through a sponsorship with a wallet company. Jacob further admitted he lied to federal investigators when he submitted an aircraft accident incident report that falsely indicated that the aircraft experienced a full loss of power approximately 35 minutes after takeoff a statement from the Department of Justice said. Jacob also lied to an FAA aviation safety inspector when he said the airplane's engine had quit and because he could not identify any safe landing options he had parachuted out of the plane. He has agreed to plead guilty to one count of destruction and concealment with the intent to obstruct a federal investigation a crime that carries a statutory maximum sentence of 20 years in federal prison. The YouTuber is expected to formally enter his plea in Los Angeles in the coming weeks and be sentenced at a later date. The video he posted which can be seen here: https://www.youtube.com/watch?v=vbYszLNZxhM attracted a lot of criticism in the weeks and months after it was published. Numerous pilots and aviation experts commented that Jacob had failed to take even elementary steps to restart his plane's apparently troubled engine. Others pointed out that he could easily have safely glided the plane to a landing spot and that wearing a parachute while flying a small aircraft was highly unusual. hg/tjj Driving an electric vehicle in Texas is soon to become more expensive. Governor Greg Abbott signed a law (SB 505) on May 13 instituting new fees for registering and owning EVs in the state. Under the bill electric car owners will have to pay $400 upon registering their vehicle. Then every subsequent year EV drivers will have to shell out an additional $200. Both of those fees are on top of the cost of the standard annual registration renewal fees which are $50.75 each year for most passenger One state's governor has a few words about the latest fallout from the controversy between Disney and Florida Governor Ron DeSantis. Turns out bigoted policies have consequences California Governor Gavin Newsom tweeted. On May 18 Disney canceled a massive $1 billion plan to build a company office project in Florida that also involved relocating 2000 California employees. Police say the truck left road and hit the van that was occupied by 11 people. Six people died at the scene and one died later. The woke vs anti-woke outrage continues and it's now spilled into one of America's most iconic sports teams. The MLB's Los Angeles Dodgers are the next to fall into controversy after uninviting the queer and transgendered group The Sister of Perpetual Indulgence to its 10th Annual LGBTQ+ Pride Night scheduled for June 16. The group -- which was supposed to be honored with a Community Hero Award by the Dodgers -- was removed from the line-up on Wednesday due to backlash that the franchise received from their original inclusion. Common sense doesnt seem all that common nowadays. It would be easy to assume that the customer service representative of a car manufacturer would understand that an electric vehicle would be a total loss after it has been consumed by flames like Joan of Arc tied to a stake. However a Tesla Model Y owner in California had a startling experience both on the road and with customer service. The white woman accused of trying to take a Citi Bike from a Black man near Bellevue Hospital actually paid for the bike her lawyer said receipts show. When the woman is seen leaving the building she is seen carrying two cups. Police suspect one of the cups was used to drug the man. Tolly Taylor got some notes for his chilling story about Jden McAdory who has routinely taken his rifle to a Maryland bus stop to protest gun restrictions. Its powerful yes but with that comes a big liability. The post Dodge Charger Chases Exposes The Muscle Cars Big Weakness appeared first on The Auto Wire. And they do it in rainy conditions. The post Watch A Stolen Dodge Hellcat Get Ambushed By Police appeared first on The Auto Wire. The Texas senator keeps bringing up his infamous Mexico trip during the state's 2021 record-cold temperatures where more than 200 people died. NEW YORK (Reuters) -The families of Sandy Hook shooting victims said they had a strong case to reverse payments received by Alex Jones' wife and others in his family to help satisfy $1.5 billion in judgments they won against the bankrupt right wing conspiracy theorist over his lies about the 2012 elementary school massacre. Jones has engaged in financial gymnastics to hide his assets and avoid paying the judgments spreading money to friends family members and shell companies David Zensky a lawyer for the families said on Friday during a bankruptcy court hearing in Houston. The families of the children killed by a gunman in Newtown Connecticut have a very strong case to claw back certain payments to Jones' family including a $1 million payment from Jones to his wife Zensky said. Flying a rainbow flag isn't the only way to show you're allied with LGBTQIA+ friends and neighbors. Learn how smart shopping can make a difference too. The former vice president couldn't help but chortle at his supposedly hilarious dig at the Mouse during a Fox Business interview with Larry Kudlow. Concord Police Sergeant Matthew Willet was suspended after being caught on video passing a stopped school bus just before 3 p.m. last Thursday on Odell Road police say. Kansas City Mayor Quinton Lucas quickly responded saying the city wouldnt engage in an intrastate regional race to the bottom that ultimately does little more than fleecing our taxpayers. The new thrones have four adjustable shocks that steady you during high-speed wheeling. In signing more 'anti-woke' bills targeting LGBTQ+ people Florida Gov. Ron DeSantis ensures the history he tries to suppress will judge him harshly. The suspect reached speeds of up to 100 miles per hour as he drove in and out of traffic the California Highway Patrol said. A spokesman for Florida Governor Ron DeSantis downplayed Disneys announcement that it was canceling a planned project that would have moved thousands of employees from California to the Sunshine State. Jeremy Redfern the governors press secretary said in a statement Disney announced the possibility of a Lake Nona campus nearly two years ago. Nothing ever []

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Young adults and mental health: Is more childhood independence the answer? (kqed.org) Please try again Assistant professor Brett Mallon begins his evening Zoom session at Kansas State University with a question: When students hear the word conflict what associations do they make? Many first responses are decidedly negative. I would say avoid it at all costs one student offers. Argument awkward conversations says another. The list grows as students make emotional associations they have with conflict: stress discomfort war. Only one student suggests that he thinks of conflict as an opportunity for growth. This is Conflict Resolution a non-credit workshop in an Adulting 101 series at Kansas State. The cheeky name created by the campus wellness center belies its serious purpose: to fill in the gaps of missing life skills for students with classes that range from the practical like how to make a budget to the relational like dealing with imposter syndrome. Students talk about conflict like its this terrible thing Mallon said in an interview. Is it that theyre afraid of [conflict] or are they lacking in experience? Probably a little bit of both. Seminars and classes like Adulting 101 are becoming more common on college campuses. Though ranging in style and substance from one-offs on handling stress to full-semester psychology courses on how to be happy more universities are offering help to students struggling with the stresses of everyday life and mental health challenges like anxiety and depression . Assistant professor Brett Mallon begins his evening Zoom session at Kansas State University with a question: When students hear the word conflict what associations do they make? Many first responses are decidedly negative. I would say avoid it at all costs one student offers. Argument awkward conversations says another. The list grows as students make emotional associations they have with conflict: stress discomfort war. Only one student suggests that he thinks of conflict as an opportunity for growth. This is Conflict Resolution a non-credit workshop in an Adulting 101 series at Kansas State. The cheeky name created by the campus wellness center belies its serious purpose: to fill in the gaps of missing life skills for students with classes that range from the practical like how to make a budget to the relational like dealing with imposter syndrome. Students talk about conflict like its this terrible thing Mallon said in an interview. Is it that theyre afraid of [conflict] or are they lacking in experience? Probably a little bit of both. Seminars and classes like Adulting 101 are becoming more common on college campuses. Though ranging in style and substance from one-offs on handling stress to full-semester psychology courses on how to be happy more universities are offering help to students struggling with the stresses of everyday life and mental health challenges like anxiety and depression . But a growing body of evidence is beginning to suggest that the problems of adulting and mental health in college students may be rooted at least in part in modern childhood. Research shows that young people are lacking in emotional resilience and independence compared to previous generations. The problem has been growing in tandem with rising rates of anxiety and depression perhaps exacerbated by the COVID-19 pandemic and has left colleges scrambling to help and adapt. Some parents have been parenting differently they have this value of success at all costs said Dori Hutchinson executive director of the Center for Psychiatric Rehabilitation at Boston University. I like to describe it as some kids are growing up developmentally delayed todays 18-year-olds are like 12-year-olds from a decade ago. They have very little tolerance for conflict and discomfort and COVID just exposed it. Research shows that young people who arrive on campus with healthy amounts of resilience and independence do better both academically and emotionally but today more students of all backgrounds are arriving on campus with significantly less experience in dealing with lifes ups and downs. Many even see normal adult activities as risky or dangerous. In a new study currently under review Georgetown University psychologist Yulia Chentsova Dutton looked at whether American college students threshold for what is considered risky was comparable to their global peers. Chentsova Dutton and her team interviewed students from Turkey Russia Canada and the United States asking them to describe a risky or dangerous experience they had in the last month. Both Turkish and Russian students described witnessing events that involved actual risk: violent fights on public transportation; hazardous driving conditions caused by drunk drivers; women being aggressively followed on the street. But American students were far more likely to cite as dangerous things that most adults do every day like being alone outside or riding alone in an Uber. The American students risk threshold was comparatively quite low according to Chentsova Dutton. Students who reported they gained independence later in childhood going to the grocery store or riding public transportation alone for example viewed their university campus as more dangerous; those same students also had fewer positive emotions when describing risky situations. Chentsova Dutton hypothesizes that when students have fewer opportunities to practice autonomy they have less faith in themselves that they can figure out a risky situation. My suspicion is that low autonomy seems to translate into low efficacy she said. Low efficacy and a combination of stress is associated with distress like anxiety and depression. In recent years other psychologists have made similar associations. Author and New York University ethical leadership professor Jonathan Haidt has used Nassim Talebs theory of anti-fragility to explain how kids social and emotional systems act much like our bones and immune systems: Within reason testing and stressing them doesnt break them but makes them stronger. But Haidt and first amendment advocate Greg Lukianoff have argued in their writing a strong culture of safetyism which prizes the safety of children above all else has prevented young people from putting stress on the bones so to speak so such children are likely to suffer more when exposed later to other unpleasant but ordinary life events. Psychologists have directly connected a lack of resilience and independence to the growth of mental health problems and psychiatric disorders in young adults and say that short cycles of stress or conflict are not only not harmful they are essential to human development. But modern childhood for a variety of reasons provides few opportunities for kids to practice those skills. While its hard to point to a single cause experts say a confluence of factors including more time spent on smartphones and social media less time for free play a culture that prizes safety at the expense of building other characteristics a fear of child kidnapping and more adult-directed activities together have created a culture that keeps kids far away from the kinds of experiences that build resilience. Chentsova Dutton said America has an international reputation for prizing autonomy but her study opened her eyes to a more complicated picture. American parents tend to be overprotective when children are young acting as if kids are going to live at home for a long time like parents do in Italy. Yet they also expect children to live away from home fairly early for college like families do in Germany. The result is that American kids end up with drastically fewer years navigating real life than they do in other countries that start much earlier. We parent like we are in Italy then send kids away like we are in Germany Chentsova Dutton said with a laugh. Those things dont match. Seventeen-year-old Megan Miller a senior at Hudson High School in Hudson Ohio recently drove her two siblings ages 15 and 12 to Cedar Point Amusement Park for an evening of fun. Miller was nervous. Shed never driven an hour and a half away from home by herself before especially in the dark but she had to do it; it was homework for school. The assignment was to try something shed never done before without her parents or anyone elses help. Other students figured out how to put air in their tires cooked a meal for their family from start to finish and drove on the interstate. The point Millers teacher Martin Bach said was to give these young adults many of whom would be living away from home in less than a year experience with trying failing and figuring something out on their own. I was seeing that student stress and anxiety levels were already bad then COVID supercharged it Bach said. But a pattern of parents swooping in to solve problems that kids could easily solve on their own made Bach decide to create the unit on resilience and independence. In my head Im thinking these kids are going off to college how are they going to cope? Bach got the idea for the do something new on your own assignment from Let Grow a national nonprofit promoting greater childhood independence. Let Grow offers free curriculum aimed mostly at elementary and middle school students that feels like its giving 21st century childhood a hard reset like play club in which children are allowed to play on school playgrounds without adult interference and the think for yourself essay contest. Let Grow is part of a growing movement of psychologists therapists and educators advocating for evidence-based practices to help kids gain more independence and improve mental health. Let Grows co-founder Lenore Skenazy said that after traveling for years speaking to parent and school groups about the problem of shrinking childhood independence she decided that families needed more than a lecture. The audience would nod along everybody gets it. But they wouldnt let their own kids do it she said. Skenazy began to understand that the anxiety around child safety was not necessarily parents fault the culture surrounding families almost fetishized child danger. Many parents felt they would be judged or arrested if they let their child walk to the park by themselves or walk to the store. Skenazy moved the organization toward behavior and policy change to address the cultural issues. Along with the independence curriculum for schools Let Grow has helped four states enact Reasonable Childhood Independence laws aimed at protecting parents from neglect charges. Let Grow also speaks directly to parents and teachers about letting kids try things by themselves and being surprised by what their kids are able to do. Like Megan Miller whose trip to Cedar Point was thrilling yet also had bumps along the way. They got a little lost inside the park and the siblings had a disagreement over which roller coasters to ride. On the way there even with navigation on her phone she took a wrong turn and ended up on an unfamiliar road. But that road wound alongside scenic Lake Erie which shed never been on. It ended up being this beautiful drive that I will definitely do every single time Miller said. Since the trip Millers parents have noticed a change she said. I find that Im much more comfortable driving on highways and for long periods of time. My parents know now that I can do it which helps a lot. More researchers psychologists and educators are looking to find more ways to incorporate independence skills into kids daily lives. Clinical psychologist Camilo Ortiz a professor at Long Island University-Post began noticing a few years ago that some of his young patients mostly children being treated for anxiety would fold very quickly at the first sign of adversity. Ortiz uses what he calls the four Ds to explain what was happening: Todays kids experienced less discomfort distress disappointment and danger than previous generations did because their parents who have the best intentions deprive them of these opportunities. He began to wonder whether kids who didnt get much of the four Ds were missing an important opportunity to be uncomfortable and then persist and whether they might help clinically anxious children. Beginning last year Ortiz began a pilot treatment program for childhood clinical anxiety that is based on independence and getting parents out of their hair. This is not a traditional anxiety treatment he said. My approach is something like: So youre afraid of the dark? Go to the deli and buy me some salami. A lot of anxiety is based in fear of the unknown so the treatment involves having an experience full of uncertainty like riding the subway alone or going to the grocery alone. If the child can tolerate the discomfort in that situation Ortiz hypothesized that those lessons might translate to whatever is causing the child anxiety. Early results are promising: the independence exercises have been successful in quelling anxiety for some children. The new approach that I have developed is for middle school kids he said. So by the time theyre college students theyve gotten a lot more practice with those four Ds. Other groups help build resilience in students in academic settings like the Resilience Builder Program which aims to help students think more flexibly be proactive in the face of challenges and learn optimistic thinking. The programs creator Mary Alvord said the protective factors taught to middle schoolers are based on decades of research on childhood resilience. Its about being proactive and not feeling like youre a victim how you can control some things but you cant control everything she said. How can you make the best of it and if you cant how do you ask for help? Experts say independence and autonomy are best formed and tested in childhood but its never too late to begin. At the Center for Psychiatric Rehabilitation at Boston University Hutchinson and her team help college students diagnosed with mental illness continue their education and reach their goals and that often begins with building their resilience and independence skills. The center has developed a curriculum that is focused not just on students but parents and faculty as well. Families are a player at the table Hutchinson said. Parents benefit from coaching that shows them how to support their student without doing for them. Parents sometimes dont understand that protecting their child from failure and difficulty can be an obstacle to growth. When we are controlling a young adults experiences and they go without that full range of emotional experience said the centers Director for Strategic Initiatives Courtney Joly-Lowdermilk were actually curbing peoples opportunities to live full lives and have the full range of human experience. Subscribe to receive weekly updates of MindShift stories every Sunday. Youll also receive a carefully curated list of content from teacher-trusted sources.

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Young women earn more than young men in several U.S. cities (pewresearch.org) Read our research on: Asian Americans | Supreme Court | Economy Read our research on: Asian Americans | Supreme Court | Economy Women in the United States continue to earn less than men on average. Among full-time year-round workers in 2019 womens median annual earnings were 82% those of men. The gender wage gap is narrower among younger workers nationally and the gap varies across geographical areas. In fact in 22 of 250 U.S. metropolitan areas women under the age of 30 earn the same amount as or more than their male counterparts according to a new Pew Research Center analysis of Census Bureau data. Men in the United States have long earned more than women on average but this gender wage gap has slowly narrowed over time . The gap tends to be smaller among younger workers. This analysis examines the extent to which the gender wage gap among young workers also varies across metro areas. The analysis is based on the American Community Survey (ACS) the largest household survey in the U.S. with a sample of more than 3 million addresses. It covers the topics previously covered in the long form of the decennial census. The ACS is designed to provide estimates of the size and characteristics of the nations resident population which includes persons living in households and group quarters. The specific 2015-2019 five-year ACS microdata sample used here was provided by the Integrated Public Use Microdata Series (IPUMS) from the University of Minnesota. IPUMS assigns uniform codes to the extent possible to data collected in the ACS. The 2019 ACS data is the most recent available. The collection of the 2020 data was severely impacted by the COVID-19 pandemic . Based on the 2010 census the U.S. Office of Management and Budget delineated 384 metropolitan statistical areas. The IPUMS ACS provides information on 260 metros. As explained in the documentation for MET2013 there is an imprecise correspondence between the metro boundaries in the ACS data and the official metro area boundaries. This analysis uses information for only 250 metros because 10 metros had an insufficient number of young full-time year-round working women living in them to provide accurate estimates. A full-time year-round worker worked at least 50 weeks in the year prior to the interview date and usually worked at least 35 hours per week. Among women workers under 30 43% work full time year-round. Recent Pew Research Center analyses of the gender pay gap examine the median hourly wage of both full- and part-time workers using the Current Population Survey (CPS). The CPS does not provide information on individual metropolitan areas. The CPS and ACS provide similar estimates of the gender pay gap for the U.S. Using the CPS the Census Bureau estimates that the gender earnings gap for full-time year-round workers ages 15 and older was 82% for 2019 matching that derived from the ACS. The New York Washington D.C. and Los Angeles metropolitan areas are among the cities where young women are earning the most relative to young men. In both the New York and Washington metro areas young women earn 102% of what young men earn when examining median annual earnings among full-time year-round workers. In the Los Angeles-Long Beach-Anaheim metro area the median earnings for women and men in this age group were identical in 2019. (For data on earnings and the gender gap for 250 U.S. metropolitan areas read this Google sheet .) Overall about 16% of all young women who are working full time year-round live in the 22 metros where women are at or above wage parity with men. There are 107 metros where young women earn between 90% and 99% of what young men earn. Nearly half (47%) of young women working full time year-round lived in these areas in 2019. In another 103 metros young women earn between 80% and 89% of what men earn. These areas were home to 17% of young women who were employed full time year-round in 2019. And in 14 metros young womens earnings were between 70% and 79% those of men in 2019. About 1% of the young womens workforce lived in these metros. In four metro areas Mansfield Ohio; Odessa Texas; Beaumont-Port Arthur Texas; and Elkhart-Goshen Indiana women younger than 30 earn between 67% and 69% of what their male counterparts make. These metros account for 0.3% of the young womens workforce. (Some 19% of young women in the workforce are employed in metros where earnings data is not available or are in nonmetropolitan areas.) From a regional perspective metropolitan areas in the Midwest tend to have wider gender wage gaps among young workers. Young women working full time year-round in Midwestern metros earn about 90% of their male counterparts. In other regions by comparison young women earn 94% or more of what young men earn. Nationally women under 30 who work full time year-round earn about 93 cents on the dollar compared with men in the same age range measured at the median. As these women age history suggests that they may not maintain this level of parity with their male counterparts. For example in 2000 the typical woman age 16 to 29 working full time year-round earned 88% of a similar young man. By 2019 when people in this group were between the ages of 35 and 48 women were earning only 80% of their male peers on average. Earnings parity tends to be greatest in the first years after entering the labor market. Labor economists examine earnings disparities among full-time year-round workers in order to control for differences in part-time employment between men and women as well as attachment to the labor market. However even among full-time year-round workers men and women devote different amounts of time to work. Men under 30 usually work 44 hours per week on average compared with 42 hours among young women. Note: For data on earnings and the gender gap for 250 U.S. metropolitan areas read this Google sheet . Fresh data delivered Saturday mornings 1615 L St. NW Suite 800 Washington DC 20036 USA (+1) 202-419-4300 | Main (+1) 202-857-8562 | Fax (+1) 202-419-4372 | Media Inquiries About Pew Research Center Pew Research Center is a nonpartisan fact tank that informs the public about the issues attitudes and trends shaping the world. It conducts public opinion polling demographic research media content analysis and other empirical social science research. Pew Research Center does not take policy positions. It is a subsidiary of The Pew Charitable Trusts .

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Your compliance obligations under the UKs Online Safety Bill (webdevlaw.uk) L ast month I wrote a post about the UKs world-leading vision for age-gating the open web. It got a bit of attention . That post sadly encompassed only one aspect of your compliance obligations under the Online Safety Bill . In this post Im going to tell you about the rest. I apologise in advance. As with the previous post this is tremendously long: 4100 words. Theres really no way to make it shorter. Youre going to need something slightly stronger than coffee. Please drink as responsibly as a Conservative MP with poor impulse control at the Commons bar in the middle of the day. This is fine This post was tricky enough to write but on top of that last week I found myself in the Palace of Westminster representing my (now former) employer at a roundtable of small tech businesses and startups who stand to be collateral damage in the UKs determination to regulate the internet around Facebook via this Bill. That meeting gave me a chance to work through some of these concerns and to sharpen others. Or it would have if the nine MPs across three parties who were scheduled to attend actually showed up. Only one did. And hes a good un who gets it but who also has skin in the game about being on the receiving end of the most horrific online abuse and wants us to help him and people like him . That is the kind of person we should be working with and doing business with to help him and people like him without throwing everyone and everything else under a bus. Me I will sit down and work with representatives like him any time. Where was everyone else? Well you could assume that they were off playing real-life Game of Thrones; Boris Johnsons time was up you see so they were all elsewhere drawing up factions and sharpening knives. Or you could be cynical and say that a meeting about small businesses like yours held no interest for them; theres no headline no PR no wild west hero sheriff fantasy no big tech crusader mantle to claim for anyone sitting in a room with the likes of me and by representative extension the likes of you. So the roundtable was a real-life version of the this is fine meme as everyone who was in attendance sipped their coffee and nibbled their patisserie and chatted amiably while the room was on fire. Still being on one side of the building while the government was literally collapsing on the other side of the building and then heading up the street to have a giggle fit at the party in front of No 10 (link NSFW) made it a meeting Ill never forget. I mean what are the chances that I walk into Parliament for the first time in two and a half years and the government implodes? Whoopsie . I want to help you understand what the UKs draft Online Safety Bill will mean for you and your work on the open web. This post is my attempt to explain the compliance obligations as theyve been drafted and how they will hit you. By you I mean anyone working in a company or a project which will fall in scope of the Bill whether thats your paid work your software community or your personal hobby. And by you I mean a company which is Not Big Tech or as Ill call it for the purposes of this post NBT . They have their compliance departments legal teams and policy specialists. You dont. You also means an NBT whose product or service does not engage in legal and consensual adult content or conduct. That means porn. And that means porn either as your main business model or as some of the content on it; because if you are youve got specialist compliance experts for that too. It goes without saying that this is not legal compliance advice . It also goes without saying that this is a draft Bill not quite the law yet so anything I write here is subject to change. Additionally I present this post for information only: so dont shoot the messenger . Not all of these ideas are necessary proportionate or even feasible. Im presenting them to give you the facts you need to work with. This post reflects the second draft version of the Online Safety Bill plus amendments as was published on 28 June 2022. Unfortunately it is only available in PDF (that link opens up the document which is 230 pages). When you see a numbering system following an excerpt from the Bill thats my shorthand for the Part Chapter Clause and Paragraph it came from within the draft Bill text. So for example 3/2/8/(5) refers to Part 3 Chapter 2 Clause 8 Paragraph 5. I wouldnt have to do this if legislators published legislation in open text formats rather than PDFs. Pfft. As you read this post you should also hold everything in it in the light of these two questions. The first is: how will my having to do this address online harms and make the web a better place? And the second is: Why is this government throwing me and my team and my project under a bus with these compliance requirements and obligations in order to get back at big tech? If you cant come up with an answer to either of these questions that itself is the answer. I have divided this guide into six areas: Is it possible for your site service or app which allows content to be shared and/or people to communicate with each other to be accessed by any adult or any child within the UK? Then youre in scope. NB accessed doesnt necessarily mean that a user can set up an active account on your service. If a British adult can merely download your app on the app store the app is in scope. If a British child could merely type your URL into a browser the site is in scope. This Bill has been aggressively promoted as being about big tech social media tech giants but it is not and it never was. The ongoing line that its here to rein in the tech giants is and always has been bullshit. In fact Im going to start being really hardline about this by saying that anyone be it politicians media or civil society who still discusses it as being about big tech and social media and tech giants is spreading disinformation. And you folks need to stop that. So the bottom line is that its easier and safer to assume that you and your work are in scope than to assume that you are not. And dont forget that this regulatory regime is expected to be extraterritorial. If you are not in the UK but your site service or app can be accessed by anyone in the UK youre fair game. First lets talk about the paperwork. As youll recall from the previous post the governments digital regulation strategy is to scrap EU bureaucracy and paperwork and red tape in order to erm make way for UK bureaucracy and paperwork and red tape. Bumf but British bumf! First and foremost of these are the risk assessment obligations you will be required to devise and produce to keep Ofcom as the online harms regulator happy. This is a result of the Bills attempt to transfer the offline health and safety model to the open web in the belief that online harms are a series of trip hazards which can be nailed down with proper risk assessments. Ive had a good few years to reflect on this model of internet regulation and it finally dawned on me that the trip hazard model was a Freudian slip that gives the game away. The intention is not to prevent companies from laying trip hazards. The intention is to use the legislation to lay trip hazards in front of companies in the form of these impossible risk assessment compliance processes which exist solely to create the paperwork needed to set you up to fail. Its these assessments that are the trip hazards on purpose. Sometimes risk assessments can be good. However much everyone rats on GDPR the privacy impact assessment is a priceless opportunity to ask open-ended questions and follow where they lead to prevent problems from ever happening down the road and mitigating the ones already in play. Those questions of course are based in international standards and human rights principles. Whats on the table here by contrast dont seem to be open-ended questions nor the upholding of international principles. This is table-pounding which demands: prove yourself or else. So what are these assessments? Your NBT will have to go through these at the very minimum. Their specific shape size and requirements are yet to be determined thats for Ofcom down the road as with so much else of this legislation but what is about to be hammered down in law are the following: Lets zero in on just two of those: the illegal content risk assessment and the child safety risk assessment. For these two risk assessments you will be required to identify the following in writing: I probably missed something in there but youre probably curled up in a ball crying as is. Oh see that last one? Every time you make a change to your business model governance or systems or processes which might theoretically increase the risk of any subjective online harm youll be expected to check first with Ofcom as the regulator. Having fun yet? Theres more! In addition to the risk assessments you will have administrative compliance obligations to Ofcom as your content regulator. These include No were not done yet. You probably dont want to get into this today but if you werent aware Ill just cut and paste this from a previous post : The draft Bills explanatory notes provide a reminder (see page 12) that Article 15 of the eCD also contained a prohibition on the imposition of requirements on service providers to generally monitor content they transmit or store or to actively seek facts or circumstances indicating illegal activity. [] there is no longer a legal obligation on the United Kingdom to legislate in line with the provisions of the eCD following the end of the transition period on 31 December 2020. Having swept 25 years of intermediary liability into the bin the draft Bill text then goes on to establish a general monitoring obligation for both illegal content and legal content which of course means anything conveniently stuffed into the rubric of childrens safety. Massive increase in Ofcom powers to require proactive monitoring by use of technology (S.116). Previously prohibited except for terrorism and CSEA. pic.twitter.com/OnG52rwis9 Graham Smith (@cyberleagle) March 17 2022 In other words the UK is ditching the prohibition on a general monitoring obligation its own equivalent of the US Section 230 specifically because it came from the EU and must be thrown out with the bathwater. In its place it becomes the first western nation to impose a general monitoring obligation over both illegal and legal and subjective content. Yay taking back control! And thats gonna cost you. In addition to the costs of your time and labour in complying with all of the above how much is this regime going to run you out of pocket? Well your NBT in scope of the Online Safety Bill is facing at least four kinds of ongoing compliance costs. The first cost youll incur is paying an annual fee to the regulator (Ofcom) for the privilege of being regulated by them. (6/71) This is obviously intended to be similar to the annual data protection fee you pay to the ICO. However that system is about working with the regulator to uphold your users fundamental right to privacy while the OSB system is about working with the regulator to decimate your users fundamental right to privacy. So were off to a flying start then. The amount of the fee has not yet been determined; its down to Ofcom to ensure that it is justifiable and proportionate (6/75/2/b). However my guiding rule is that you shouldnt put too much trust in the words justifiable and proportionate not when twelve years of Conservative attitudes about the internet have worked from the default position that you people are all filthy vermin who are complicit in child abuse and terrorism and the burden of proof is on you to demonstrate otherwise. (Remember VATMOSS? This makes that look like primary school.) Clause 73 also discusses the establishment of a threshold figure. The explanatory notes state OFCOM will be funded via fees from providers of regulated services whose qualifying worldwide revenue is equal to or greater than the specified threshold as determined by clause 73. This clearly means that not every business in scope will be required to pay an Ofcom fee but does that mean that businesses which dont have to pay the fee will still face the compliance requirements regardless? And can somebody find out? The second cost youll incur as an NBT is the legal advice which you will need to take to understand your compliance obligations: in other words the expert advice youll need to bring in to help you know what it is youre expected to do lest you get shouted at that you are failing to meet your duty of care to Britains children. Paragraph 124 of the Impact Assessment projects that cost as follows and I have included the screen cap so that you understand that I am not making this up: one regulatory professional at an hourly wage of 20.62 is expected to read the regulations within each business [] the explanatory notes are approximately 52000 words and would therefore take just over four hours based on a reading speed of 200 words per minute. In other words your NBT is expected to locate the mythical regulatory compliance professional who Wow. Okay. Let me put it this way folks: as a regulatory professional if you want me to even look at you you need to move the decimal point in 20.62 one digit to the right. If you want me to actually listen to you you need to move it another digit to the right. Per day. The third compliance cost for your NBT will be implementing a third-party age verification or age assurance system to identify the ages of everyone who accesses your service even if they are not and never become actual users of your service because if you dont YOU HATE THE CHILDREN . We discussed this in the previous post the 3000-word top-of-Hacker-News one. If you need to pause now and go find someone to give you a hug I wont hold that against you. The fourth compliance cost will be the scanning and monitoring services to detect both illegal as well as legal and subjective content as we discussed above. Because unless you spend every waking minute of your life in God-mode monitoring and reading every keystroke your users type in every interaction with your service and every pixel they exchange with other humans and rush in to correct or edit or censor anything that might be legal but subjectively harmful youre going to need to install some sort of automated screening software. Youre not going to do that because youre a horrible nosey internet stasi. Youre going to do that because your compliance obligations say you have to do that or else duty of care the children etc etc blah blah; or if youre lucky enough to have a senior management position in your organisation its your personal freedom and your bollocks on the line as you could well face criminal charges for being uncooperative. At this point I want to share an email I received from a follower in response to last months post: Hes absolutely right. There was a time about a year ago that I made this meme as a joke: What Ive come to realise since then is its not a joke . Thats the intention. Make it too prohibitive risky or impossible for public discourse to flow on smaller platforms and services; require the larger ones to become speech police and societal monitors; politicise the hell out of it and threaten tech workers with jail until they comply. Its not that they dont realise theyre throwing you and your work under a bus. Its that they do. The Bill is in its report stage this week just before Parliament heads off for summer recess and any legislative programme bad or good takes a firm backseat to Tory Game of Thrones. And I hate to break it to you but this is starting to look like a lost cause. As I learned myself last week politicians arent interested in small businesses or projects like yours. If theres no angle that will allow them to present themselves as crusading heroes taking on the tech giants theyre not interested. Those of you who have engaged with your representatives have tended to receive response letters full of stock messages about social media and online harms. Remember what I said at the beginning of this post about how this Bill has been aggressively promoted as social media legislation? Most elected representatives think thats what it is because thats what they have been told too. They arent aware of the nuances or the complexity or the scope or the collateral damage either. And the people who do understand those complexities meaning the money machine that has driven this Bill the one that only communicates with the public through paywalled adtech-riddled PR agency-drafted op-eds in right-leaning broadsheets has far more power and influence than all of you put together ever will. So what can you do? As the past month has shown you could choose to let the people responsible for this Bill divide and conquer among themselves taking the Bill with them. This Conservative Bill for example has rent the Conservative party into bitter factions. The Telegraph whose idea this Bill was in the first place and who gleefully crusaded for it for years is not only backtracking on its own Bill but is pretending like we all havent noticed. And even the civil society organisations who have supported this Bill are souring on it as they realised theyve been used too. A little nudge might go a long way. You could also stage your own campaign. Announce that youre blocking UK users. Announce that youre pulling out of the UK. Announce that you will not partner with the UK government in identifing all your users and surveilling their conversations on the assumption that they are all deviant criminals. Send out a note to your users warning them that you may have to terminate their accounts if this Bill passes and let them run with their anger. Take a stand. Defend your users rights. Be at the table rather than on the menu. But whatever you choose to do you cant just oppose whats wrong. You have to come up with an alternative plan to put it right. Because your opposition to this Bill and what its going to do to your work and to your users will be taken as an endorsement of the status quo as well as a confession of guilt that you are complicit in those things. Thats the tactic you see: any opposition to this Bill is either lobbying or intransigence or collusion with Big Tech. And you are not guilty of any one of those things. So come prepared for battle because just by being yourself you have more ammunition than you think. I have my own ideas a creative exercise if you will about how this Bill could (and should) be scrapped over and restarted from scratch on a far better footing. But youve read enough for today. Header image by me 6 July 2022: the room where it happens snapped on my way to The Room Where It Happens. It was actually a very lovely summers day but Im committed to the black and white aesthetic. The Author Heather Burns Im a tech policy wonk based in Glasgow Scotland. I work for an open web built around international standards of human rights privacy accessibility and freedom of expression. The content and opinions on this site are mine alone and do not reflect the opinions of any previous employer. On that subject I am on the market again; usual rules apply. A fascinating article giving food for thought for weeks to come. Thank you I like your style. Easier to block the UK subnets and let blighty become a tech blackhole than to comply. More business outside than in. This was frankly quite a dreadful read given your unpleasant tone. Besides your commentary none of the proposed legislations are significantly far off from GDPR or COPPA. You seem to have interpreted the law in the most negative unforgiving way possible cherry-picked the worst bits and added your own commentary on top. Maybe you dont care about privacy as a small business owner but have you considered that privacy is a right and these laws (which are reasonably similar to compliance with the GDPR) are similarly Hi A Roberts. Aside from the fact that Im not a small business owner you seem to have cherry picked your angle of reply. So Ill direct you to the Book link above where I discuss the book Ive written being published soon which explains privacy for web professionals from the perspective of privacy as a right. Its 47000 words or so drawing on 25 years of experience across code policy commerce digital rights and law. I hope you enjoy reading it. In reply to A Roberts. Youve been reading something else. Would slapping a We cant show you this because your government wants to make us to terrible things to you so hey tough luck banner on any UK request be enough? Can you confirm that this article would be illegal under the proposed Online Safety Bill? From memory the maximum penalty is 12 years in jail; is this correct? The article itself would not be illegal. As the Bill has been drafted it would be possible for the content on it or on any subjective but legal topic to fall within a code of practice devised by the Secretary of State for DCMS for political purposes. That currently being one N. Dorries. As for jail time I think youre conflating this with something else. There is a senior management liability regime but prison terms have not yet been determined. Even if they had been a person facing a 12 year prison sentence for a blog post published on their service is known as a martyr. These regulations create a barrier to entry that allows only big tech access to large parts of the internet. This is not regulation of big tech. This is a favor to big tech. idfk what the hell im supposed to do. most of my friends are on the internet and thus not in the UK and like. i cant do shit abt this fuckin shitty bill bc if it does pass then i only have my birth cert. and not any other kind of identification (i.e: driving license passport) and idk if thats going to be enough. i find it hard enough to make friends and keep them as it is. im not sure what im supposed to do. I guess lots of people will end up using VPNs & Tor & have to pretend theyre not British to access content abroad. Though the government might still know as client side scanning was added as a last minute amendment. Im struggling to find words to comment after reading this Its like the politicians are putting a rop### CENSORED BECAUSE OF THE CHILDREN ### necks of British tech startups handing every bit of market to foreign actors Oh well at least the UK had Brexit. Great article masterfully written. Greetings and best wishes from Portugal. Thats pretty horror show. Ill assume that since I run a webserver on a Raspberry Pi glued to the side of my Desktop computer to share cat pictures with my friends and family that I will fall in scope. Would it be foolish for me to ask if you could write a suitably short message encompassing your/our concerns that I could place on my server as a 404 error redirect. Others might wish to do the same and also include a link on their pages to the same words to be included with the page links to privacy/cookie notices. Perhaps also a link to a webdevlaw page that expands on the simple message to give more detail but not running to 4500 words. Thanks but I have no interest in establishing myself as an internet intermediary because of this Bill. (Funnily enough this blog still gets weekly hits from a mail order business which linked to a long-deleted blog post of mine in lieu of compliance.) Thanks for taking the time to reply. I am silly enough to think it might have an impact so I wrote my own. https://www.pascalworks.com/bong Should give you a 404 redirect to my words. Not to sound nihilistic or anything but how can any of you summon any chagrin for shit like this in the UK anymore? Fuck the UK Once my grandmother dies Im selling everything I own and moving to southern italy to start an agrivoltaic vineyard. This is just so utterly depressing. The nerds who care about this sort of thing are in a minority. I moved to using an always-on VPN after the snoopers charter came out and I thought _that_ would be the high water mark. I have no idea if it reallyprovides any anonymity correlation analysis is a powerful thing but at the very least the fact that MI5 / MI6 are complaining that E2EE makes their life hard is probably a good sign that it is working. What it does do is send a massive sod you to dragnet intel gathering and also prevents your ISP from (easily) seeing your DNS requests and forwarding them to all and sundry who request them. I really hope the current political circus fixes some of the problems with this bill but to be honest I doubt they will. The issue for me is professional indemnity insurance for SMEs voluntary bodies and freelancers. Given wide scope how will ABI react? If you cant get insurance because of the wide scope and ill -defined harms this could kill many enterprises. A simpler example in the non digital world from years ago. All my local country pubs had childrens playgrounds in the early 1990s. They all vanished in 5 years. One local faced a 1500% increase in insurance costs for potential litigation despite not having had an incident for over a decade. Theres insurance and theres also the linked issue of procurement compliance. In my early web design days I had a client drop me as a service provider because I didnt produce a health and safety assessment of my premises for them even though my business was me working from a laptop at home. Their procurement rules required the health and safety assessment from suppliers. So I was off their list. Proof positive as if we ever needed it that attempting to transfer the health and safety culture of the physical world to the digital world merely creates more bureaucratic points of failure regardless of actual risk or harm. Such a sobering read but thanks for the cohesive listing of compliance obligations in all their gruesomeness. On which subject for anyone who missed it compliance costs didnt get a single mention during the Commons debate on the Bills Report Stage this afternoon . Not even by Her Majestys Opposition or should I say Her Majestys Non-Opposition or maybe even Her Majestys Lets Propose Hundreds of Even More Complicated Layers of Amendments. Fortuitously some of the proposed Opposition amendments were from Planet Zog and got rightly defeated. Some of the proposers of these Amendments forgot what they were talking about or windbagged their way off-topic and it often took confused members on the Government benches a while to steer the debate back on course although I cant honestly say it was ever on course at any point during the day. So maybe the transfer of the Bill upstairs to the Lords is a good thing the Bill still has a huge amount of work needed on it but seems to have exhausted the efforts of the MPs at least for the time being. [] has also been criticised despite the good intentions of reducing harm to children for imposing requirements [] I guess this means that my piddly little blog reviewing roast dinners in London with a side of slagging off the government and the occasional picture of men in lingerie is doomed? Youre hired Comments are closed. All my public-facing writing on the Online Safety Bill 2019-2023 in one place. A new podcast series has reminded me how open source community meetups saved so many people including me from business networking hell. In a world where people are targeted for who they are any data you collect can and will be used against them. If you're worried about foreign state surveillance of your devices or intrusive tracking of your teams start in your living room. An amendment to the Online Safety Bill uses its age verification requirements to censor subjective legal content determined by government policy. Just like we warned you years ago. Let's get my book where it's most needed: into classrooms whether physical or virtual.

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Your simulation might not need state (onsclom.net) onsclom The bouncing DVD logo is a fun and easy coding project. Watching Daniel Shiffman code it in p5.js is one of my earliest programming memories. However the naive solution is far from optimal. If you havent already made this DVD bouncing logo give a try! Really take a break from reading and come back. We are going to go over the naive implementation and I dont want to spoil it. Okay welcome back! You probably wrote code that works very similar to Daniels. You need to track the logos x y dx and dy . If the logo hits a side wall you flip its dx and if it hits the ceiling or floor you flip the dy . This totally works! Doing this in TypeScript it might look like: But theres actually a totally different way to do this. First lets define some things. Animation : takes time as a parameter and returns an image. Simulation : takes some state then returns updated state and image. These types can be defined in TypeScript. (If you dont understand these types its OK) Our naive DVD logo implementation would be a Simulation . Ok maybe it doesnt fit the exact type definition. We arent doing pure functional programming. But the essence is the same. We read state ( x y dx dy ) compute new state and render (update the position). Would it be possible to describe the bouncing DVD logo as an Animation ? Can we actually eliminate the need for state? Think about this for a while. If youre like me at first this sounds impossible. We would need to come up with some advanced formula to account for collisions and calculate the position of our logo for any given time. But its really not too complex. Lets simplify things by thinking about one dimension. A little math goes a long way! Isnt that cool? You can probably guess how to calculate the y position now. Heres the full solution. We converted our previous Simulation into an Animation . Instead of maintaing state we calculate positions using just time . Not only did we make the code simpler but we also made the code function better! How? Well there were actually a couple of problems with our previous code: The Simulation solution is framerate dependent. The DVD would move faster with higher framerates. The Animation solution is framerate independent. The Simulation actually has a bug. If you resize the window to be smaller you can trap the DVD logo on an edge. Resizing the window in the Animation solution means we recalculate to the correct position. In addition to all this Animations have a lot of benefits over Simulations . They are easier to test easier to rewind or fast forward and its possible to instantly get the result for any point in time. But wait we can take this DVD example further! The DVD logo changes color every time it hits a wall. Surely we need state for that right? Actually its possible to calculate the amount of bounces that happened since time equalled 0. And we can use that to choose a color. Isnt that cool?! Or maybe you think weve been getting really lucky with these examples. Maybe you remembered something tricky. The actual DVD logo picks a color randomly. You probably think this is where we are finally stumped. Well with a seeded random function this is possible too! Ok well maybe this isnt the best random function. Im getting a bit lazy now. But Im sure you get the idea. Try out the live demo ! Try refreshing the page. The DVD logo magically remembers its state! Next time you find yourself rushing to use state try spending some more time at the whiteboard. Not only will it make your code simpler but it also might make it better. View discussion for this post at Hacker News . Website made by me using Astro and Vanilla CSS . Checkout the source code on GitHub .

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Your work matters Build your schedule accordingly (calnewport.com) About halfway through Laura Vanderkams sharp new productivity guide Tranquility by Tuesday were introduced to Elizabeth an education professor who worried about her ticking tenure clock came to Laura for time management advice. Elizabeth was struggling to find time for her research. Her husband and two children had followed her to northern Long Island to be close to the university were Elizabeth taught. As a result however her husband now faced an hour-long commute into the city each day leaving Elizabeth with the primary responsibility for taking care of the kids before and after school. This created tight constraints on her available work hours and the time that did remain was all too easily devoured by the demands of the classroom and teaching assistant supervision. Laura asked Elizabeth to come up with a set of fixed time slots she could dedicate to research to help ensure progress would be made even during busy weeks (longtime readers might recognize this as a variation of the autopilot schedule strategy ). Elizabeth came back with the following options: Laura knew these meager options werent going to produce a lot of new research. You dont need to be a professor to deduce how easily those three small spots could disappear she writes. With this reality in mind Laura pushed Elizabeth to be more aggressive in carving out time for deep work. The result was the following more substantial schedule: I know from my own academic experience that a pair of four to five hour chunks each week can really support some serious academic output. On the flip side Elizabeths original proposal of three apologetic short bursts scheduled early in the morning and at the end of the day wouldnt have likely been that effective. This example is important because it underscores a psychological reality of productivity that can be lost among all the posturing around systems and tools. Its easy to feel like its impolite to prioritize work thats important to you above other peoples demands. This is what led Elizabeth at first to limit her research to only the few scraps of time during her week that no one else had already claimed. Sustainable production of valuable work however requires a dash of selfishness. Elizabeths revised schedule was exactly right. No reasonable person would find her investment in a once-a-week babysitter or request for weekend dad time to be excessive. These acts of self-prioritization were objectively speaking small. But they made a large difference in Elizabeths ability to produce the tenure-caliber work she knew she had in her. Your work matters. Its okay to fight for it in your schedule. #### Lauras new book will be released in October. Shes offering some nice bonuses however if you pre-order it now. ( Learn more here. ) Hi Cal This is a very timely topic for me. Ive been running a series on my blog on time management for fiction writers because there are some areas no one talks about. Most productivity advice is framed from the perspective of work. If you have a side hustle (or a personal life) its kind of this thing on the side like vegetables you dont want to eat. I write fiction after work. When COVID shut everything down it allowed me to pull back from the chaos that my work had been and get better control over it. Other peoples delegation by emergency had chipped away at my agency and had become an energy suck. By the time I got home I was all used up and didnt have the energy or the creativity to write. Not only that I brought some of the bad firefighting habits home with me and that affected the administrative side of publishing. I had to learn how to rebalance work in a saner way so I could make time for my writing after work. Its been a huge learning experience of how much work influenced my personal life. Its also an area thats not paid enough attention to in a lot of productivity advice. Hey Cal My problem is not social media but News I like reading news current affairs geo politics economy finance infrastructure and what now. And I dont just read news but go to the depth of it for ex: read more about the leader/country in news their history spend hours in maps and so on and so forth with web surfing. I am a software engineer but spent a lot of time on above during and outside of my work -I feel it is important to know all this and everybody show know this and not be ignorant(I may be wrong) but this has become prevalent since we are doing WFH from Covid-2020. I see folks about social media addiction but I dont spend time on facebook but rather on News or Information/learning videos(youtube) . Have you come across such an usecase before? If yes what advice you gave? Hi Mayank. I think this post says something about news consumption and may help you: https://www.calnewport.com/blog/2020/08/25/focus-week-give-your-brain-some-breathing-room/ Hello Mayank. Ive come to rely pretty heavily on newsletters to help me filter news and world events in a timely way. I really like the Flip Side for a US-focused newsletter and I designed a weekly newsletter (timtalkspolitics.substack.com) that summarizes major world events that can be read in 10 minutes or can occupy that 45-minute daily slot like that discussed in the piece that Andrs links to. I know this sounds somewhat self-promotional but I only share it b/c as someone who studies world politics (international relations is my academic field) I needed a way to focus on my research while still staying up on current events which kind of sounds similar to where youre at. Its easy to feel like its impolite to prioritize work thats important to you above other peoples demands. THIS. This is exactly why so many professional women struggle. For women prioritizing our own work/goals/fill-in-the-blank over kids/spouses/parents/etc. feels morally wrong and theres a heap of guilt that comes with it if we do finally muster the courage to do it. Thank you so much for spotlighting this example Cal. I have to disagree with this advice. The reality for most academics who are mothers and fathers is that shorter yet frequent devoted time allotments are often all that is available. Professor Robert Boice in his research on academic faculty found that Brief Daily Sessions (BDS) allowed academics to produce more work than less frequent longer sessions. Boices books (e.g. Advice for New Faculty Members: Nihil Nimis) provide data on what practices actually produce more innovative ideas and more quantity and quality of research. Boice also addresses how women and faculty of color (including women faculty of color) are often asked to take on more service and teaching than their male counterparts. Given what Boices research has shown (and my own experiences as a female tenured academic) that two longer sessions wont produce the quantity or quality that is probably necessary for tenure today. Boice noted short and regular sessions produced more publications than occasional bursts of long writing sessions. This does not mean having two weekly writing sessions lasting a few hours produces less work than three one-hour sessions in the long run. I have not read this latest book by Vanderkam and I am assuming Elizabeth is adding those two longer sessions on top of the three one-hour sessions. These two combined would produce more tenure worthy work than having three one-hour sessions. Hopefully Elizabeth does not have as many service work as some of us who are tenured female and minority end up taking up. I trust Elizabeth keeps those sessions sacred for writing at least while on tenure-track. Boice does not recommend three 1 hour sessions. He does note very clearly across multiple research projects that BDS produce more work than long tiring sessions. Regardless it is consistent sessions of writing that produces writing. Hi from Turkey Cal! Ive just finished Digital Minimalism and I deactivated my social media accounts. Since then I am planning my week day by day. Its been two week and Ive finished four books. I am thankful for your hardwork and mind-opener books. Thanks so much for highlighting the need for self-prioritization in this context it is incredibly validating! I cannot agree more with Sams comment above (see Sept 24). I appreciate your work! It would be cool if you wrote more about academic productivity. There hasnt been anything related to computer science in awhile. Comment Save my name email and website in this browser for the next time I comment. Cal launched the Study Hacks blog at calnewport.com in 2007 and has been regularly publishing essays here ever since. Over 2000000 people a year visit this site to read Cal's weekly posts about technology productivity and the quest to live and work deeply in an increasingly distracted world while tens of thousands more subscribe to have these essays delivered directly to their inbox (see the sign-up form below). To read more you can browse more than 15 years of past essays in the archive . In the fall of 2022 Cal launched a new portal TheDeepLife.com to serve as the online home for all other content relevant to the deep life movement he helped initiate. Here you can find all past episodes of Cal's popular podcast Deep Questions and explore an extensive library of original videos. This site is the online home for the computer science professor and bestselling author Cal Newport. Here you can learn more about Cal and both his general-audience and academic writing. You can also browse and subscribe to his long-running weekly essay series. For more on Cal's podcast videos and online courses please visit his media portal TheDeepLife.com . Academic Communication [emailprotected] Media Inquires [emailprotected] All Other Requests See Contact Page

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Youtube.js full-featured wrapper around YouTube's private API (github.com/luanrt) A wrapper around YouTube's internal API reverse engineering InnerTube Use Git or checkout with SVN using the web URL. Work fast with our official CLI. Learn more about the CLI . Please sign in to use Codespaces. If nothing happens download GitHub Desktop and try again. If nothing happens download GitHub Desktop and try again. If nothing happens download Xcode and try again. Your codespace will open once ready. There was a problem preparing your codespace please try again. A full-featured wrapper around the InnerTube API Special thanks to: API to get search engine results with ease. InnerTube is an API used by all YouTube clients. It was created to simplify the deployment of new features and experiments across the platform 1 . This library manages all low-level communication with InnerTube providing a simple and efficient way to interact with YouTube programmatically. Its design aims to closely emulate an actual client including the parsing of API responses. If you have any questions or need help feel free to reach out to us on our Discord server or open an issue here . YouTube.js runs on Node.js Deno and modern browsers. It requires a runtime with the following features: When using Deno you can import YouTube.js directly from deno.land: Create an InnerTube instance: To use YouTube.js in the browser you must proxy requests through your own server. You can see our simple reference implementation in Deno at examples/browser/proxy/deno.ts . You may provide your own fetch implementation to be used by YouTube.js which we will use to modify and send the requests through a proxy. See examples/browser/web for a simple example using Vite . YouTube.js supports streaming of videos in the browser by converting YouTube's streaming data into an MPEG-DASH manifest. The example below uses dash.js to play the video. A fully working example can be found in examples/browser/web . Alternatively you can view it live at ytjsexample.pages.dev . You may provide your own fetch implementation to be used by YouTube.js. This can be useful in some cases to modify the requests before they are sent and transform the responses before they are returned (eg. for proxies). Caching the transformed player instance can greatly improve the performance. Our UniversalCache implementation uses different caching methods depending on the environment. In Node.js we use the node:fs module Deno.writeFile() in Deno and indexedDB in browsers. By default the cache stores data in the operating system's temporary directory (or indexedDB in browsers). You can make this cache persistent by specifying the path to the cache directory which will be created if it doesn't exist. Innertube Retrieves video info. Returns : Promise<VideoInfo> <info>#like() <info>#dislike() <info>#removeRating() <info>#getLiveChat() <info>#getTrailerInfo() <info>#chooseFormat(options) <info>#toDash(url_transformer? format_filter?) <info>#download(options) <info>#filters <info>#selectFilter(name) <info>#getWatchNextContinuation() <info>#addToWatchHistory() <info>#autoplay_video_endpoint <info>#has_trailer <info>#page Suitable for cases where you only need basic video metadata. Also it is faster than getInfo() . Returns : Promise<VideoInfo> Searches the given query on YouTube. Returns : Promise<Search> Note Search extends the Feed class. <search>#selectRefinementCard(SearchRefinementCard | string) <search>#refinement_card_queries <search>#getContinuation() Retrieves search suggestions for given query. Returns : Promise<string[]> Retrieves comments for given video. Returns : Promise<Comments> See ./examples/comments for examples. Retrieves YouTube's home feed. Returns : Promise<HomeFeed> Note HomeFeed extends the FilterableFeed class. <home_feed>#videos <home_feed>#posts <home_feed>#shelves <home_feed>#filters <home_feed>#applyFilter(name | ChipCloudChip) <home_feed>#getContinuation() Retrieves YouTube's content guide. Returns : Promise<Guide> Retrieves the account's library. Returns : Promise<Library> Note Library extends the Feed class. Retrieves watch history. Returns : Promise<History> Note History extends the Feed class. Retrieves trending content. Returns : Promise<TabbedFeed<IBrowseResponse>> Retrieves the subscriptions feed. Returns : Promise<Feed<IBrowseResponse>> Retrieves contents for a given channel. Returns : Promise<Channel> Note Channel extends the TabbedFeed class. See ./examples/channel for examples. Retrieves notifications. Returns : Promise<NotificationsMenu> Retrieves unseen notifications count. Returns : Promise<number> Retrieves playlist contents. Returns : Promise<Playlist> Note Playlist extends the Feed class. Retrieves a given hashtag's page. Returns : Promise<HashtagFeed> Note HashtagFeed extends the FilterableFeed class. Returns deciphered streaming data. Note This method will be deprecated in the future. We recommend retrieving streaming data from a VideoInfo or TrackInfo object instead if you want to select formats manually. Please refer to the following example: Returns : Promise<object> Downloads a given video. Returns : Promise<ReadableStream<Uint8Array>> See ./examples/download for examples. Resolves a given url. Returns : Promise<NavigationEndpoint> Utility to call navigation endpoints. Returns : Promise<T extends IParsedResponse | IParsedResponse | ApiResponse> YouTube.js is modular and easy to extend. Most of the methods classes and utilities used internally are exposed and can be used to implement your own extensions without having to modify the library's source code. For example let's say we want to implement a method to retrieve video info. We can do that by using an instance of the Actions class: Alternatively suppose we locate a NavigationEndpoint in a parsed response and want to see what happens when we call it: YouTube.js' parser enables you to parse InnerTube responses and convert their nodes into strongly-typed objects that are simple to manipulate. Additionally it provides numerous utility methods that make working with InnerTube a breeze. Here's an example of its usage: Documentation for the parser can be found here . We welcome all contributions issues and feature requests whether small or large. If you want to contribute feel free to check out our issues page and our guidelines . We are immensely grateful to all the wonderful people who have contributed to this project. A special shoutout to all our contributors! LuanRT - @thesciencephile - luan.lrt4@gmail.com Project Link: https://github.com/LuanRT/YouTube.js This project is not affiliated with endorsed or sponsored by YouTube or any of its affiliates or subsidiaries. All trademarks logos and brand names used in this project are the property of their respective owners and are used solely to describe the services provided. As such any usage of trademarks to refer to such services is considered nominative use. If you have any questions or concerns please contact me directly via email. Distributed under the MIT License. ( back to top ) https://gizmodo.com/how-project-innertube-helped-pull-youtube-out-of-the-gu-1704946491 A wrapper around YouTube's internal API reverse engineering InnerTube

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Zelensky video deepfake (PS: I'm Ukrainian and just try to be sarcastic about the whole thing which is horrific be careful and take care) (PS2: considering our attitude towards the situation we're not even taking this video serious) [1] https://twitter.com/_delanay/status/1504048298520371201 [1] https://twitter.com/_delanay/status/1504048298520371201 > Varje meddelande att motsndet ska uppges r falskt. (Every message stating that resistance has ceased is false). No doubt something similar is stated in Ukraine. https://www.forsvarsmakten.se/siteassets/5-information-och-f... (Every message stating that resistance has ceased is false). No doubt something similar is stated in Ukraine. https://www.forsvarsmakten.se/siteassets/5-information-och-f... No doubt something similar is stated in Ukraine. https://www.forsvarsmakten.se/siteassets/5-information-och-f... https://www.forsvarsmakten.se/siteassets/5-information-och-f... The continuation of the phrase mentioned later in the same pamphlet is also nice: SV: Motstnd skall gras stndigt och i alla lgen. EN: Resistance shall be made constantly and in all situations. It also mentions the classic En svensk tiger (lit. A Swede stays silent) illustrated by a tiger in the Swedish colors since the word has double meaning in Swedish. Minor nitpick the correct translation isn't resistance has ceased but resistance shall cease. SV: Motstnd skall gras stndigt och i alla lgen. EN: Resistance shall be made constantly and in all situations. It also mentions the classic En svensk tiger (lit. A Swede stays silent) illustrated by a tiger in the Swedish colors since the word has double meaning in Swedish. Minor nitpick the correct translation isn't resistance has ceased but resistance shall cease. EN: Resistance shall be made constantly and in all situations. It also mentions the classic En svensk tiger (lit. A Swede stays silent) illustrated by a tiger in the Swedish colors since the word has double meaning in Swedish. Minor nitpick the correct translation isn't resistance has ceased but resistance shall cease. It also mentions the classic En svensk tiger (lit. A Swede stays silent) illustrated by a tiger in the Swedish colors since the word has double meaning in Swedish. Minor nitpick the correct translation isn't resistance has ceased but resistance shall cease. Minor nitpick the correct translation isn't resistance has ceased but resistance shall cease. Du har rtt :) I quoted and translated from memory then googled for the correct quote. The current statement is: > Om Sverige blir angripet av ett annat land kommer vi aldrig att ge upp. Alla uppgifter om att motstndet ska upphra r falska. I quoted and translated from memory then googled for the correct quote. The current statement is: > Om Sverige blir angripet av ett annat land kommer vi aldrig att ge upp. Alla uppgifter om att motstndet ska upphra r falska. The current statement is: > Om Sverige blir angripet av ett annat land kommer vi aldrig att ge upp. Alla uppgifter om att motstndet ska upphra r falska. > Om Sverige blir angripet av ett annat land kommer vi aldrig att ge upp. Alla uppgifter om att motstndet ska upphra r falska. https://en.m.wikipedia.org/wiki/Japanese_holdout Last confirmed holdout in 1974 almost 30 years after ww2 ended for Japan. Last confirmed holdout in 1974 almost 30 years after ww2 ended for Japan. The caption implies that this is from 1993 but it's a much more recent crop of cadets on a visit to Vares later. Not necessarily. Here it is: > Cadets view the sign on the Nordbat 2 school in Vare and testify of the city's appreciation of the Swedish UN Federation's efforts in autumn 1993. (Johan Nordn/Frsvarsmakten) That must be intended to say the appreciated efforts took place in autumn 1993. But yeah somewhat ambiguous. > but it's a much more recent crop of cadets on a visit to Vares later. Kind of a pilgrimage? If the pic was relatively recent at the time of that blog post (September 2017) many (most?) of those cadets probably hadn't even been born in 1993. > Cadets view the sign on the Nordbat 2 school in Vare and testify of the city's appreciation of the Swedish UN Federation's efforts in autumn 1993. (Johan Nordn/Frsvarsmakten) That must be intended to say the appreciated efforts took place in autumn 1993. But yeah somewhat ambiguous. > but it's a much more recent crop of cadets on a visit to Vares later. Kind of a pilgrimage? If the pic was relatively recent at the time of that blog post (September 2017) many (most?) of those cadets probably hadn't even been born in 1993. That must be intended to say the appreciated efforts took place in autumn 1993. But yeah somewhat ambiguous. > but it's a much more recent crop of cadets on a visit to Vares later. Kind of a pilgrimage? If the pic was relatively recent at the time of that blog post (September 2017) many (most?) of those cadets probably hadn't even been born in 1993. > but it's a much more recent crop of cadets on a visit to Vares later. Kind of a pilgrimage? If the pic was relatively recent at the time of that blog post (September 2017) many (most?) of those cadets probably hadn't even been born in 1993. Kind of a pilgrimage? If the pic was relatively recent at the time of that blog post (September 2017) many (most?) of those cadets probably hadn't even been born in 1993. I'm not middle-aged I'm from the Middle Ages. (Works better in Swedish: Jag r inte medellders jag r medeltida.) (Works better in Swedish: Jag r inte medellders jag r medeltida.) By the way I'm curious about the word uppges . After running the sentence both through DeepL.com and Google Translate they seem to return the translation Any message that the resistance should be stated is false (though DeepL does list abandoned and quit among many options in the translation result dropdown). Also after checking out Wiktionary [0]. I see it only lists to give as a fact; to state as a translation for the verb. This is the first time DeepL has failed me in providing a reasonable translation on the first try. Is this usage of uppges to mean something analogous to cease very rare or old fashioned and somehow missing from Wiktionary? Would the meaning of that sentence be unambiguous to any native Swede even if they had never seen that message before? [0] https://en.wiktionary.org/wiki/uppge This is the first time DeepL has failed me in providing a reasonable translation on the first try. Is this usage of uppges to mean something analogous to cease very rare or old fashioned and somehow missing from Wiktionary? Would the meaning of that sentence be unambiguous to any native Swede even if they had never seen that message before? [0] https://en.wiktionary.org/wiki/uppge [0] https://en.wiktionary.org/wiki/uppge The text is from the 60's and it shows in exactly the type of language used. This is why we linguistic prescriptivists fight our lonely rearguard action: https://news.ycombinator.com/item?id=30712765 > Varje meddelande att motsndet ska uppges r falskt. a more direct translation: Every message that resistence should be given up is false a more direct translation: Every message that resistence should be given up is false > If Sweden is attacked by another country we will never give up. All information to the effect that resistance is to cease is false. I love this as in California the phone directories all had a section about what to do in an earthquake and other emergency. Local knowledge for local situations. The reason was that in those days the telephone book was the only book you could guarantee would be in every house (the unstated reason was that it was the only thing a government could use to push a message into every house -- even in the US where the phone system was nominally private the government exerted significant pressure on their operations). I wonder how many people even knew that section existed much less consulted it. The reason was that in those days the telephone book was the only book you could guarantee would be in every house (the unstated reason was that it was the only thing a government could use to push a message into every house -- even in the US where the phone system was nominally private the government exerted significant pressure on their operations). I wonder how many people even knew that section existed much less consulted it. I wonder how many people even knew that section existed much less consulted it. The Californian one on earthquakes? No idea. But the Swedish one on war: Pretty much everybody certainly knew of it and probably most had at least cursorily perused it. Stay Alert! Trust no one! Keep your laser handy! (OK that last one came from somewhere else). (OK that last one came from somewhere else). Which is exactly why RT and its American (and other) repeaters are so insiduous. The Computer is your friend. [1] https://wikiless.org/wiki/Paranoia_(role-playing_game)?lang=... [1] https://wikiless.org/wiki/Paranoia_(role-playing_game)?lang=... Is this a usage of ska I haven't learned? Do note however that Swedish is famous for multiple meanings of words. The verb ska (short form of skola) has at least 5 meanings. 1. will do <something>: jag ska bara ta frst 2. (conditionals) something could happen: om du hade pengar skulle du ha rd med en iphone 3. (enforcing rules): man ska inte sl sina barn 4. (signaling intention): jag ska ka p semester 5. (communicating an statement not nessecarily truthful): han ska vara vlhngd The verb ska (short form of skola) has at least 5 meanings. 1. will do <something>: jag ska bara ta frst 2. (conditionals) something could happen: om du hade pengar skulle du ha rd med en iphone 3. (enforcing rules): man ska inte sl sina barn 4. (signaling intention): jag ska ka p semester 5. (communicating an statement not nessecarily truthful): han ska vara vlhngd 1. will do <something>: jag ska bara ta frst 2. (conditionals) something could happen: om du hade pengar skulle du ha rd med en iphone 3. (enforcing rules): man ska inte sl sina barn 4. (signaling intention): jag ska ka p semester 5. (communicating an statement not nessecarily truthful): han ska vara vlhngd 2. (conditionals) something could happen: om du hade pengar skulle du ha rd med en iphone 3. (enforcing rules): man ska inte sl sina barn 4. (signaling intention): jag ska ka p semester 5. (communicating an statement not nessecarily truthful): han ska vara vlhngd 3. (enforcing rules): man ska inte sl sina barn 4. (signaling intention): jag ska ka p semester 5. (communicating an statement not nessecarily truthful): han ska vara vlhngd 4. (signaling intention): jag ska ka p semester 5. (communicating an statement not nessecarily truthful): han ska vara vlhngd 5. (communicating an statement not nessecarily truthful): han ska vara vlhngd https://petapixel.com/2012/10/01/famous-valley-of-the-shadow... I guess hindsight is 20-20 but does kind of seem like an obvious place to look no? Better models are coming out which are already pretrained on a significant amount of data so the model already learned a lot about what is common to all example of video generation (keeping the edges aligned coherently at every frame keeping texture and lighting coherent etc.) and will not need to re-learn that for every target. Since initially deepfake models were trained from scratch for every single target you had to provide a lot of data from the person you want to target so that the model can learn what is common as well as what is specific. Now you can get descent performance with much less data since you only need to learn the specifities. However this only helps if you need a limited deepfake: The model cannot infer the exact facial expression of the target when they are for example laughing unless you provided an example of that in the training data (assuming there is no way to infer the laughing expression from someone by looking at other provided expressions). It will instead generate a generic laugh. All missing informations are substituted by what was seen on average in the pre-training phase. That wouldn't work for a long complex deepfake meant to be sent to someone reasonably close with the target. But for the types of deepfake where it's targeting a personality that we all know but not very well at all much less data is neeeded than before for a similar result. Since initially deepfake models were trained from scratch for every single target you had to provide a lot of data from the person you want to target so that the model can learn what is common as well as what is specific. Now you can get descent performance with much less data since you only need to learn the specifities. However this only helps if you need a limited deepfake: The model cannot infer the exact facial expression of the target when they are for example laughing unless you provided an example of that in the training data (assuming there is no way to infer the laughing expression from someone by looking at other provided expressions). It will instead generate a generic laugh. All missing informations are substituted by what was seen on average in the pre-training phase. That wouldn't work for a long complex deepfake meant to be sent to someone reasonably close with the target. But for the types of deepfake where it's targeting a personality that we all know but not very well at all much less data is neeeded than before for a similar result. Now you can get descent performance with much less data since you only need to learn the specifities. However this only helps if you need a limited deepfake: The model cannot infer the exact facial expression of the target when they are for example laughing unless you provided an example of that in the training data (assuming there is no way to infer the laughing expression from someone by looking at other provided expressions). It will instead generate a generic laugh. All missing informations are substituted by what was seen on average in the pre-training phase. That wouldn't work for a long complex deepfake meant to be sent to someone reasonably close with the target. But for the types of deepfake where it's targeting a personality that we all know but not very well at all much less data is neeeded than before for a similar result. However this only helps if you need a limited deepfake: The model cannot infer the exact facial expression of the target when they are for example laughing unless you provided an example of that in the training data (assuming there is no way to infer the laughing expression from someone by looking at other provided expressions). It will instead generate a generic laugh. All missing informations are substituted by what was seen on average in the pre-training phase. That wouldn't work for a long complex deepfake meant to be sent to someone reasonably close with the target. But for the types of deepfake where it's targeting a personality that we all know but not very well at all much less data is neeeded than before for a similar result. That wouldn't work for a long complex deepfake meant to be sent to someone reasonably close with the target. But for the types of deepfake where it's targeting a personality that we all know but not very well at all much less data is neeeded than before for a similar result. But for the types of deepfake where it's targeting a personality that we all know but not very well at all much less data is neeeded than before for a similar result. You can fake it reasonably but you need to have a very large collection of audio clips to do so and if you do a bad job it literally jumps out at the viewer. Video might be off but it requires close attention and large screens to notice - much easier to miss if you're viewing on a phone. Video might be off but it requires close attention and large screens to notice - much easier to miss if you're viewing on a phone. One reason researchers suspected this must be possible is that human beings as well as other animals can learn stuff by watching it for just a few seconds. But we have some prior baggage because we spent our whole lives learning.. other vaguely related stuff and it turns out that knowledge is often transferable. [0] This isn't the only way there's also meta learning [0] This isn't the only way there's also meta learning You can take a huge GAN and then use a single image of a face as a guide for navigating the latent space. I think the idea is that data needed to imitate a _specific person_ would require less data. Overall a model like that might have orders of magnitude more data in general and maybe a smaller amount required to imitate the features of a particular one. I imagine it like - A master cabinet maker can make new variations of cabinets super easily once they've made hundreds of similar cabinets? I imagine it like - A master cabinet maker can make new variations of cabinets super easily once they've made hundreds of similar cabinets? Especially in coordination with a media campaign it would be an effective way of undermining the opponent by making them look simultaneously grossly unethical and desperate. Even better if you can get the FBI involved to investigate whether the video was created directly by the opponent or only by his supporters. And anybody describing what actually happened could easily be straw manned into sounding like a nutter. And the quality is already perfectly fine for this. And the quality is already perfectly fine for this. Also the script (the text that is being read) is written as if the target audience are Russian not Ukrainian people (because it's based on propaganda narratives that people outside of Russia are not familiar with). This is such a poor fake from every standpoint. Most of the people whod believe a video saying the opposite of what theyd expect is real have never been aware of deep fakes. And now thanks to this poor deepfake they are aware of deepfakes and are primed to question future videos even if they seem real. And now thanks to this poor deepfake they are aware of deepfakes and are primed to question future videos even if they seem real. They may also be primed to question real videos. Aka flood the zone with shit. Years ago I read somewhere that the way Russia does cyberwarfare is less organized than most people suspect. I'm not sure if it's true but the argument is that it's more of a lousy goosy free agent type deal. Some of these agents are very clever but others not so much so you have a range of competencies just trying stuff. That could be wrong or they may have evolved a lot since but amateurish deep fakes could be a fit. Some random kid just trying stuff and hoping for a pay day / bounty? Pure speculation though. That could be wrong or they may have evolved a lot since but amateurish deep fakes could be a fit. Some random kid just trying stuff and hoping for a pay day / bounty? Pure speculation though. Videos being fake? That's asking an order of magnitude more scepticism from them. I had the feeling Russia hasn't used their best men and equipment yet which also seem less likely bu the day Such as: Zelensky is a nazi the Ukraine war is all CGI anything related to Hillary or Bill Clinton (yes still) and so on and so forth. Information dissemination must be similar to fluid dynamics. It just has to be. Information dissemination must be similar to fluid dynamics. It just has to be. Its simpler and more insidious than that. Ill use the old Eleanor Roosevelt quote: Great minds discuss ideas; average minds discuss events; small minds discuss people. Most people are not that intellectual and probably spent most of their life gossiping. They wouldnt know how to even discuss certain topics if the low hanging fruit of gossip and conspiracy wasnt available to them to add something in a social interaction. Take Reddit for example some of them wouldnt even know what to say if they couldnt add that one immediate punch line (followed by sequential punchlines by other people). If you take this away they will literally have no way of joining the convo. They wont be able to come up with an angle ask a probing question entertain an alternative perspective provide analogues or metaphors theyd simply have no voice. Its akin to providing these people with what do you think about the weather today? as a lifeline in casual social interaction. Great minds discuss ideas; average minds discuss events; small minds discuss people. Most people are not that intellectual and probably spent most of their life gossiping. They wouldnt know how to even discuss certain topics if the low hanging fruit of gossip and conspiracy wasnt available to them to add something in a social interaction. Take Reddit for example some of them wouldnt even know what to say if they couldnt add that one immediate punch line (followed by sequential punchlines by other people). If you take this away they will literally have no way of joining the convo. They wont be able to come up with an angle ask a probing question entertain an alternative perspective provide analogues or metaphors theyd simply have no voice. Its akin to providing these people with what do you think about the weather today? as a lifeline in casual social interaction. Most people are not that intellectual and probably spent most of their life gossiping. They wouldnt know how to even discuss certain topics if the low hanging fruit of gossip and conspiracy wasnt available to them to add something in a social interaction. Take Reddit for example some of them wouldnt even know what to say if they couldnt add that one immediate punch line (followed by sequential punchlines by other people). If you take this away they will literally have no way of joining the convo. They wont be able to come up with an angle ask a probing question entertain an alternative perspective provide analogues or metaphors theyd simply have no voice. Its akin to providing these people with what do you think about the weather today? as a lifeline in casual social interaction. Take Reddit for example some of them wouldnt even know what to say if they couldnt add that one immediate punch line (followed by sequential punchlines by other people). If you take this away they will literally have no way of joining the convo. They wont be able to come up with an angle ask a probing question entertain an alternative perspective provide analogues or metaphors theyd simply have no voice. Its akin to providing these people with what do you think about the weather today? as a lifeline in casual social interaction. They wont be able to come up with an angle ask a probing question entertain an alternative perspective provide analogues or metaphors theyd simply have no voice. Its akin to providing these people with what do you think about the weather today? as a lifeline in casual social interaction. The quote seems appropriate for a person that doesnt want to be talked about. I get what its going for but only small minds talk about people feels like it serves political elites very well. Dont talk about me and my conduct. Talk about the generalised idea of conduct by people who are somewhat like me! I studied politics at university and learned enough about political ideology to last me a lifetime. But my biggest takeaway from history is that ideology almost always plays a back seat to human beings that want to retain or expand their power. Ideas are pretty malleable around that aim. I get what its going for but only small minds talk about people feels like it serves political elites very well. Dont talk about me and my conduct. Talk about the generalised idea of conduct by people who are somewhat like me! I studied politics at university and learned enough about political ideology to last me a lifetime. But my biggest takeaway from history is that ideology almost always plays a back seat to human beings that want to retain or expand their power. Ideas are pretty malleable around that aim. I studied politics at university and learned enough about political ideology to last me a lifetime. But my biggest takeaway from history is that ideology almost always plays a back seat to human beings that want to retain or expand their power. Ideas are pretty malleable around that aim. http://www.dpcamps.org/repatriation3.html One thing is to discuss how candidate X chooses to dress whether candidate Y cheated on their partner or how candidate Z looked so stupid in that incident yesterday. Another very different thing is to discuss candidate X 's personal background (and how it makes them more likely to understand a given issue) that candidate Y does not practice what they preach (and probably cannot be trusted) or that candidate Z has owned up to their screw-up yesterday (and self-criticism is a good trait for leadership). The frustration is why is gossip and conspiracy lifelines necessary for topics that most people should have no issue discussing? You really cant add anything without that stuff? Anyways I heard Hunter Biden is a drug addict and Putin has cancer and thats why hes invading Ukraine. Anyways I heard Hunter Biden is a drug addict and Putin has cancer and thats why hes invading Ukraine. Having a topic under discussion is hardly gossip or a conspiracy lifeline. Politicians generally channel ideas in order to get elected - and then screw everyone over once they have power for 4 years. See: https://quoteinvestigator.com/2014/11/18/great-minds/ That being said you are absolutely on your own. The hospital struggles the schools struggle the roads are awful and anything remotely related to 'government' is funded just above the point of being dead. And if you do not seem to be 'from here' (read: white straight middle- to upper-middle class or have the right last name) you absolutely will be excluded from most social religious and other institutions. In other words it's not all puppies and sunshine. That other 10% is political discussion. Which is a hot garbage pile covered in blatant racism and antisemitism. In other words it's not all puppies and sunshine. That other 10% is political discussion. Which is a hot garbage pile covered in blatant racism and antisemitism. That other 10% is political discussion. Which is a hot garbage pile covered in blatant racism and antisemitism. I know a woman who lives in Chicago who doesn't believe in dinosaurs. It's not a religious thing it's just that dinosaurs don't fit into her mindset somehow. I dated a woman in New York (native New Yorker) whose entire family believed that the moon landings were fake. I know a guy in Houston who believes that drinking his own pee is helping him live longer. Crazy is everywhere. It obeys no geographic social wealth or political boundaries. I dated a woman in New York (native New Yorker) whose entire family believed that the moon landings were fake. I know a guy in Houston who believes that drinking his own pee is helping him live longer. Crazy is everywhere. It obeys no geographic social wealth or political boundaries. I know a guy in Houston who believes that drinking his own pee is helping him live longer. Crazy is everywhere. It obeys no geographic social wealth or political boundaries. Crazy is everywhere. It obeys no geographic social wealth or political boundaries. However organized coordinated crazy is a problem even more so when it is sufficiently organized and coordinated to become an effective player in our political system. If you include reactions sure. But regular fluid dynamics very much leaves the substance intact. Water flows down a stream and is still water at the end. Even that has fish shit added. Heisenberg supposedly said When I meet God Im going to ask him about relativity and turbulence. I think he'll only have an answer for the first. As similar as fluid dynamics are to a functional public education system The the root cause for that is probably the extreme distrust of the MSM that's been cultivated for decades. The ironic thing is many of the rank-and-file of those people think that distrust gives them greater access to the truth when in reality it just makes them easier to lie to. I've had some heated discussions with my father over this. He has a disdain for anything reported by main-stream media that is at least partially warranted. But he overcorrects to this by accepting the reporting by fringe media outlets / decentralized media figures (podcasters youtubers etc) without the same critical lens that he would otherwise apply. If someone says something to the tune of: the MSM won't report on this because <insert reasoning here> but we will! he almost always accepts what they say next. It's very frustrating for me since he will say this line as an automatic I win this argument trump card on any idea regardless of the independent merits. This shouldn't be a bold statement but I feel like some people need this shouted at them: Just because something is reported on by a main stream media outlet doesn't mean it's automatically true. And conversely just because something is reported on by a main stream media outlet doesn't mean it's automatically false either. Alternative media is perfectly capable of presenting misleading or false information! This shouldn't be a bold statement but I feel like some people need this shouted at them: Just because something is reported on by a main stream media outlet doesn't mean it's automatically true. And conversely just because something is reported on by a main stream media outlet doesn't mean it's automatically false either. Alternative media is perfectly capable of presenting misleading or false information! Care to elaborate? Intuitively what you're saying sounds plausible but not why that would be the case. Many of these same people consider themselves skeptics because they instinctively distrust the official sources. (ii) if you can't believe mainstream media it's hard to search for information that might contradict $radicaltheory never mind trust someone else's thoroughly researched and sourced one. So even if it's a pretty wild theory that lots of other stuff seems to contradict and very little seems to corroborate how can we be sure it isn't a coverup . Scepticism about well established facts leads to agnosticism about the veracity of well-established fiction. (iii)if you tell people this and they laugh at you and say it's ridiculous it's because they're the credulous idiots who believe anything they read in certain sources is a very powerful meme. (iv) people who don't believe in certain sources still tend to want to get stuff they can believe in from somewhere and the average website that concurs that MSM is not to be trusted and embraces the meme that its reader base are the true freethinking sceptics publishes considerably more fake news and terrible takes than the mainstream media (iii)if you tell people this and they laugh at you and say it's ridiculous it's because they're the credulous idiots who believe anything they read in certain sources is a very powerful meme. (iv) people who don't believe in certain sources still tend to want to get stuff they can believe in from somewhere and the average website that concurs that MSM is not to be trusted and embraces the meme that its reader base are the true freethinking sceptics publishes considerably more fake news and terrible takes than the mainstream media (iv) people who don't believe in certain sources still tend to want to get stuff they can believe in from somewhere and the average website that concurs that MSM is not to be trusted and embraces the meme that its reader base are the true freethinking sceptics publishes considerably more fake news and terrible takes than the mainstream media > Network Error: dns_unresolved_hostname The globalist elites have had it taken down! The globalist elites have had it taken down! It makes them easier to control. The result is many conservative circles are still obsessed with her even though she is relatively unimportant. I've noted this before but being in the public eye for too long tends to be really bad news for

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Zero energy ready homes are coming (energy.gov) Scott Norman and WATERSHED built this 3542-square-foot custom home in Fairhope Alabama to DOE's ZERH single-family home specifications. The homeowners report that this super-insulated home holds temperatures easily and doesnt require much heating and cooling. The ventilating dehumidifiers provide fresh air and dehumidification for a healthy interior environment and increased comfort. U.S. Secretary of Energy Jennifer M. Granholm has a calendar on her wall. She crosses out each passing day to remind herself how many guaranteed days left she has in officedays in which she can make a difference in our fight against the climate crisis. There's a refrain she often repeats when discussing the sector of our economy that uses more energy than any other: Americas path to a net-zero carbon economy runs straight through our nations buildings she saysand she's right. America's nearly 130 million residential and commercial buildings use 39% of our nation's energy and 74% of its electricity accounting for an even greater share of peak energy demand in some parts of the country during our most energy-hungry seasons. That enormous energy appetite is responsible for about 35% of our country's carbon emissions released directly from the homes and offices we heat with fossil fuels and indirectly from the power plants that generate our electricity. If we're going to solve the climate crisis we need to help households and commercial buildings across the country reduce their emissions and convert to cheaper cleaner energy. I like Secretary Granholm's line not just because she's my boss but because it serves as a reminder that some of the more familiar climate solutions like renewable power systems and electric vehicles are necessary components of a broader strategy. The fight for a better climate starts at home in our workplaces and in all the other indoor environments where we spend more than 90% of our lives. Thankfully DOE is making progress in its effort to make buildings betternot just for the sake of the climate but for also for the health comfort and prosperity of the people living in them. Yesterday DOE announced another exciting step forward in the long journey to building a net-zero carbon economy. For the first time the federal government has established substantial incentives to help builders make DOE-certified Zero Energy Ready Homes (ZERH) their standard offering. To this point our ZEHR program has set the federal government's highest standards for energy and environmental performance in newly built homes. Now we are thrilled to formally raise those standards higher than ever before with Version 2 of our national program requirements for single-family homes. The driving force behind the ZERH program is our belief that all homes should be built to this standard. Every certified ZERH is independently verified to meet program requirements including certifications to both the Environmental Protection Agency's (EPA) Residential New Construction Program (ENERGY STAR) and Indoor airPLUS (IAP) program. Together with DOE-funded advanced construction techniques technological innovation and other industry best practices the ZERH program offers a standardized comprehensive approach to home-building that's designed to be widely attainable and easily replicable. Lopez Community Land Trust built this 561-square-foot affordable home on Lopez Island Washington to the high-performance criteria of DOE's Zero Energy Ready Home program that delivers a $20-per-month average monthly energy bill. With the announcement of the new standard DOE has positioned the ZERH program for substantial growth. Here are just a few measures of the progress this program has facilitated in the buildings sector: On the policy front we've made considerable progress after many years of stagnation. President Biden's Inflation Reduction Act of 2022 (IRA) updated and extended the 45L tax credit for energy-efficient new homes for the next 10 years. In 2023 new homes certified to the ZERH Version 1 program requirements will be eligible for a $5000 tax credit. The new ZERH Version 2 program requirements will be phased in for the 45L tax credit on certified homes acquired on or after Jan. 1 2024. Additionally more than 15 states and local governments reference the ZERH program in their low-income housing tax credits incentive programs and building codes. And over the past 10 years more effective energy codes have also steadily raised the bar for minimum efficiency levels in buildings across the country which pushes more builders to build ZERHs that meet or often exceed local building energy codes. All these trends have positioned zero energy ready homes for significant growthand it can't come soon enough. We hope our new requirements not only spur more builders to construct zero energy ready homes across the country but make them better and more accessible to anyone who wants to live in them. Forrestal Building 1000 Independence Avenue SW Washington DC 20585 Forrestal Building 1000 Independence Avenue SW Washington DC 20585 An office of

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Zero-click hacks are growing in popularity (bloombergquint.com) (Bloomberg Businessweek) -- As a journalist working for the Arab news network Alaraby Rania Dridi said shes taken precautions to avoid being targeted by hackers keeping an eyeout for suspicious messages and avoidingclicking on links or opening attachmentsfrom people she doesnt know. Dridis phone got compromised anyway with whats called azero-click attack which allows a hacker to break into a phone or computer even if its user doesnt open a malicious link or attachment.Hackers insteadexploit a series of security flaws in operating systems such as Apple Inc.siOS or Googles Android to breach a device without having to dupe their victim into taking any action. Once inside they can install spyware capable of stealing data listening in on callsand tracking the users location. With peoplemore wary than ever about clicking on suspicious links in emails and text messages zero-click hacks are being used more frequently by government agencies to spy on activists journalists and others according to more than a dozen surveillance company employees security researchers and hackers interviewed by Bloomberg News. Once the preserve of a few intelligence agencies the technology needed for zero-click hacks is now being sold to governments by a small number of companies the most prominent of which isIsraels NSO Group. Bloomberg News has learned that at least three other Israeli companies Paragon CandiruandCognyte Software Ltd. have developed zero-click hacking tools or offered them to clients according to former employees and partners of those companies demonstrating that the technology is becoming more widespread in the surveillance industry. There are certain steps that a potential victim can take that mightreduce the chances of a successful zero-click attack including keeping a device updated. But some of the more effective methods including uninstalling certain messaging apps that hackers can use as gateways to breach a device arent practical because people rely on them for communication saidBill Marczak a senior research fellow at Citizen Lab a research group at the University of Toronto that focuses on abuses of surveillance technology. Dridi who is based in London said the hackforced her to shut down some ofher social media accounts and left her isolatedand fearful for her safety. They ruined my life said Dridi who suspects she was targeted because of her reporting on womens rights in the Arab worldor her connection to other journalists who are high-profile critics of Middle Eastern governments.I tried to just go back to normal. But after that I suffered from depression and I didnt find any support. Its not known how many people have been targeted with zero-click hacks because theyare done in secret and the victims are often unaware. Human rights groups have tied zero-click technology fromNSO Group to attacks by governments on individuals or small groups of activists. A2019 lawsuit filed by Facebookaccused NSO Group of using a zero-click hacking method to implant spyware on the devices of 1400 people who used its WhatsApp service.NSO Group has disputed the allegations. The attacks can be difficult for security experts to detect and posenew challenges for technology giants such as Apple and Google as they seek to plug the security holes that hackers exploit. With zero clicks its possible for a phone to be hacked and no traces left behind whatsoever Marczak said. You can break into phones belonging to people who have good security awareness. The target is out of the loop. You dont have to convince them to do anything. It means even the most skeptical scrupulous targets can be spied on. Sometimes a zero-click hack doesn't go as planned and leaves traces that investigators can use to identify that a device has been compromised.In Dridis case administrators at Alaraby noticed suspicious activity on their computer networks and followed a digital trail that led them to her phone she said in an interview. Attackers use zero-click hacks to gain access to a device and then can install spyware such as NSO Groups Pegasus to secretly monitorthe user. Pegasus can covertly record emails phone calls and text messages track location and record video and audio using the phones inbuilt camera and microphone. Marczak and his colleagues at Citizen Lab analyzed Dridis iPhone XSMax and found evidence that it had been infected at least six times between October 2019 and July 2020 with NSO Groups Pegasus . On two occasions in July 2020 Dridis phone was targeted in zero-click attacks Citizen Lab concluded in a report which attributed thehacks tothe United Arab Emirates government. Dridi is now pursuing a lawsuit against the UAE government. Her solicitor Ida Aduwa said she will be seeking permission from a High Court judge in London in the next few weeks to proceed with the case. We want an acknowledgement that this is something that states cannot get away with Aduwa said. A representative for the UAE Embassy in Washington didnt respond to messages seeking comment. Marczak from Citizen Lab said most of the documented cases of zero-click hacks have been traced back to NSO Group. The companybegan deploying the method more frequentlyaround 2017 he said. NSO Group which was blacklisted by the U.S. in November for supplying spyware to governments that used it to maliciously target government officials journalistsbusinesspeopleactivists and others to silence dissent has said it sells its technologyexclusively to governments and law enforcement agencies as a tool to track down terrorists and criminals. The cyber intelligence field continues to grow and is much bigger than the NSO Group a spokesperson for the company saidin a statement to Bloomberg News. Yet an increasing number of experts who claim to be familiar with NSO Group are making allegations that are contractually and technologically impossible straining their credibility. The spokesperson said that NSO Group has terminated customer relationships due to human rights issues and wont sell cyber intelligence products to approximately 90 countries. The misuse of cyber intelligence tools is a serious matter the spokesperson said. In December security researchers at Google analyzed a zero-click exploit they said was developed byNSO Group which could be used to break into an iPhone by sending someone a fakeGIF image through iMessage. The researchers described the zero-click as one of the most technically sophisticated exploits we've ever seen and added that it showed NSO Group sold spy tools that rival those previously thought to be accessible to only a handful of nation states. The attacker doesn't need to send phishing messages; the exploit just works silently in the background the Google researchers wrote. While NSO Group has attracted the most media attention several competing companies in Israel are offering similar tools to help governments spy on mobile phones. At least four other Israeli companies have obtained or developed zero-click hacking technology according to employees of those companies surveillance industry professionals and other media reports. Tel Aviv-based Candiru a surveillance company that employs more than 120 people partnered with another Israeli firm Cognyte to offer governments zero-click spyware that can be installed on Android and iOS mobile devices according to two former Candiru employees. Paragon a firm founded by former members of Israelis Unit 8200 surveillance agency has developed its own zero-click hacking technology that it has marketed to governments in Europe and North America as a means to gain access to encrypted messaging apps such as WhatsApp and Signal according to two former Paragon employees. A fourth Israeli company QuaDream also has the ability to compromise Apple iPhones using zero-click hacks Reuters reported earlier this month. Hila Vazan a spokeswoman for Candiru said the company hadnt developed or sold any zero-click hacking technology though she acknowledged that Candiru had explored a collaboration with Cognyteto offer it to customers. The U.S. also blacklisted Candiru in November for supplying spyware to governments that used its technology maliciously. Paragon declined to comment. Representatives for Cognyte and QuaDream didnt return messages seeking comment. There is athrivingmarketplace in which hackers and brokers sell the latest zero-click vulnerabilities direct to government agencies sometimes for seven-figure sums according to surveillance industry professionals. One of the leading brokersis Zerodium an exploit acquisition platform that offers to payup to $2 million for a zero-click exploit that can break into the latest versions of Apples iOS software according to its website . Zerodium also offersup to $2.5 million for a zero-click that can be used to hack Android phones and up to $1 million for a zero-click that can be used to compromise Microsofts Windows computers. Zerodiums website says it has worked with more than 1500 security researchers and paid out more than $50 million in bounties fees paid to security researchers who discover software security vulnerabilities that can be used to hack into computers or phones. Once Zerodium has acquired the latest zero-click exploits from security researchers it then sells themto governments mainly in Europe and North America according to its website. A representative for Zerodium didnt respond to requests for comment. The company was incorporated in Delaware in 2015 but its not clear where its offices are currently located. In an interview with Bloomberg one Asia-based security researchersaid he had made several million dollars selling a series of zero-click exploits that could be used to hack iOS Android and BlackBerry phones in addition to Windows computers. The researcher who requested anonymity due to confidentiality agreementssaid he had sold some of his zero-click exploits to Zerodium. He identified one European country whose government or law enforcement agencies hacked phones using an exploithe sold. Other suppliers of zero-click exploits include Arity Business Inc. an operator based inLatvia and Estonia. Alex Prokopenko an executive at Arity said in an email that the company was founded in 2015 and works to identify a variety of software security vulnerabilities including zero-clicks. Aritythen sells the security vulnerabilities to government agencies and to companies that work with intelligence and law enforcement agencies sothey can be used tohack Windows computers in addition toiOS and Android phones he said. Prokopenko declined to name specific customers but said that Arity had sold its exploits in countries including Ireland Italy Spain Poland Ukraine Israel UAE Turkey Indiaand Singapore. Most of the companys sales he added were in the range of $200000 and $600000. Now exploits are much more popular with governments intelligenceand private military companies since earlier this tool was not as accessible as it is now Prokopenko said. The exploit is a digital weapon and its use must be regulated. The spread of encryption technology which protects the privacy of conversations sent through chat apps such as WhatsApp or Apples iMessage has made it harder for law enforcement and intelligence agencies to snoop on peoples conversations said Prokopenko. One of the only ways investigators can get access to encrypted communications is to hack into a device he said. That is why there are all these companies popping up because theres a market for it said Fionnbharr Davies a security researcher who formerly worked for U.S. and Australia-based Azimuth Security another company that he said develops zero-click exploits and sells them to governments. It only costs a couple million dollars to hack any iPhone that is so cheap from the perspective of a nation state. A representative for Azimuth Security didnt return a message seeking comment. Carine Kanimbas experience shows how difficult it can be to prevent a zero-click hack. For the last twoyears she has been campaigning for the release of her father Paul Rusesabagina a critic of the Rwandan government who was forcibly disappeared in August 2020 according to Human Rights Watch. Last year Rusesabagina who was the subject of the movie Hotel Rwandawas convicted of terrorism charges in a Rwandan court a proceeding his supporters say was politically motivated. Kanimba a joint U.S.-Belgian citizen said she knew there was a possibility that she might be under surveillance. In October 2020 her security advisers were so concerned that they destroyed her mobile phone. She purchased a new iPhone but last spring researchers at Amnesty International informed Kanimba that it had been breached in a zero-click hack and infected with NSO Groups Pegasus. A forensic analysis of her device reviewed by Bloomberg found that an attacker had used iMessage to send malicious push notifications. I never saw any message Kanimba said. The message arrives and disappears straight away or it arrives and you cannot see it. So there are no clicks no action from you. It just infects. A representative for the Rwandan government didnt respond to a message seeking comment. Nedal Al-Salman the acting president of the Bahrain Center for Human Rights spoke of a similar experience. Al-Salman said that she and four of her colleagues were informed last year that their phones had been compromised some of them in apparent zero-click attacks. According to Al-Salman two of her mobile phones an iPhone 11 and a Samsung Galaxy Note were hacked. Citizen Labs Marczak said he had not forensically analyzed Al-Salmans devices but said he had confirmed three of Al-Salmans colleagues had their phones infected with NSO Groups spyware. Al-Salman said she and her colleagues have faced repression in Bahrain where the government has cracked down on human rights and pro-democracy activism. Al-Salman said she has in the past been blocked from traveling outside of Bahrain and other current and former members of the Bahrain Center for Human Rights have been jailed or forced to live in exile. According to a Citizen Lab report published last year Bahrains government has deployed NSO Groups spyware to target activists and opposition political figures. A representative for the Embassy of Bahrain in Washington didnt respond to a request for comment. Everyone has personal information on their phones Al-Salman said whether it be messages that show arguments with a family member or videos of dancing with friends.But normally she said its only you who knows about it. 2022 Bloomberg L.P.

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Zig now has built-in HTTP server and client in std (github.com/ziglang)

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Zuckerberg says FBI warning prompted Biden laptop story censorship (bbc.com) Mark Zuckerberg says Facebook restricting a story about Joe Biden's son during the 2020 election was based on FBI misinformation warnings. The New York Post alleged leaked emails from Hunter Biden's laptop showed the then vice-president was helping his son's business dealings in Ukraine. Facebook and Twitter restricted sharing of the article before reversing course amid allegations of censorship. Zuckerberg said that getting the decision wrong sucks. When we take down something that we're not supposed to that's the worst Zuckerberg said in a rare extended media interview on the Joe Rogan podcast. The New York Post story was released just weeks before the presidential election between Joe Biden and Donald Trump which Mr Biden won. It claimed that a laptop abandoned in a repair shop by Hunter Biden contained emails which included details of Hunter introducing a Ukrainian energy tycoon to his father and arranging a meeting. There is no record on Mr Biden's schedule that such a meeting ever took place. Critically it fed into long-running unproven allegations about corruption on Joe Biden's part to ensure his son's business success in Ukraine. In that context the New York Post story based on exclusive data no other news agency had access to was met with scepticism - and censored by social media outlets. Zuckerberg told Rogan: The background here is that the FBI came to us - some folks on our team - and was like 'hey just so you know you should be on high alert. We thought there was a lot of Russian propaganda in the 2016 election we have it on notice that basically there's about to be some kind of dump that's similar to that'. He said the FBI did not warn Facebook about the Biden story in particular - only that Facebook thought it fit that pattern. The article remains controversial. The hard drive at its centre was provided to the Post by Donald Trump's own lawyer Rudy Giuliani. More than a year after the story appeared the Washington Post conducted its own analysis and concluded the laptop and some emails were likely to be authentic - but the majority of data could not be verified due to sloppy handling of the data. Other once-sceptical news organisations such as the New York Times have agreed at least some of the emails are genuine. Rogan one of the most popular podcasters in the world with an audience of millions for each episode has himself been accused of spreading misinformation in the past . Asking Zuckerberg if he regretted suppressing the factual story the Facebook founder replied: It sucks... I think in the same way that having to go though a criminal trial but being proven innocent in the end sucks... in the end you're free. But Zuckerberg acknowledged that there remained disagreement about the story which he said was a hyper-political issue. Depending on what side of the political spectrum [you're on] you either think we didn't censor it enough or we censored it way too much. Facebook did not completely ban sharing of the article but instead limited how much its algorithm automatically shared it to other people for a week while third-party fact-checkers tried to verify the reporting. So while people could post the article and discuss it it was less likely to spread organically to new users. By contrast Twitter banned sharing of the article at all. Both social media companies found themselves blasted by US Republicans and Donald Trump supporters and had to explain their actions before a US Senate hearing in the following days. Meta Facebook's parent company highlighted that Zuckerberg had addressed the FBI warnings at that 2020 hearing saying of the Joe Rogan interview that none of this is new . But in a wide-ranging interview that covered Meta's virtual reality ambitions and Zuckerberg's personal life the creator of Facebook also talked about his dislike for dealing with such thorny issues. I didn't get into this to basically judge these things. I got into this to design technology that helps people connect he told Rogan. This whole thing that is arbitrating what is OK and what is not - I obviously have to be involved in that because at some level I run the company and I can't just abdicate that. But I also don't think that as a matter of governance you want all of that decision making vested in one individual. What was Hunter Biden doing in China and Ukraine? Potential tax crimes renew scrutiny of Hunter Biden Facebook and Twitter chiefs ordered to testify Biden article reignites social media bias claims Twitter changes policy after Biden article block 'Serious differences' hamper US debt ceiling talks Zelensky arrives in Japan for G7 summit US to let allies give F-16 fighter jets to Ukraine Japans 75-year pacifism hangs in balance as new threats loom Why the world cares who wins Turkey's presidency Triumphant Assad has waited out the storm You think you know Satanists? Maybe you don't Awards yoga and Eurovision: Photos of the week India's grandmother-granddaughter karate champs. Video India's grandmother-granddaughter karate champs Why G7 has eight more seats at the table this year How Ukraine is tackling the mental scars of war Taiwan looms large as Japan prepares to host G7 The Gen Z workers dressing to stand out How genetics can determine life choices How the 'naked' look took over fashion 2023 BBC. The BBC is not responsible for the content of external sites. Read about our approach to external linking.

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`COPY chmod` reduced the size of my container image by 35% (vamc19.dev) Earlier this week I was writing a Dockerfile to download and run a binary when I noticed the image size was way more than what I would expect. Im using ubuntu:21.10 as the base image which is about 70MB. The binary Im running is about 80MB. Other packages Im installing would add 10-ish MB. But the image size is 267MB? Clearly Im doing something wrong. But what? My Dockerfile is fairly simple and what I considered idiomatic: I checked the history of the image to see the size of individual layers. The problem became very apparent The layer created by COPY is 87.7MB which is exactly the size of the extracted binary. So that is normal. Why is the layer created by RUN 94.4MB? What am I doing in it? Im creating a couple of empty directories running chmod on the binary and installing 4 packages. Apt says the packages would only consume ~6MB of additional disk space and it is very unlikely that these packages would do anything crazy post install. So is chmod creating a problem? To quickly test this I removed chmod from RUN and rebuilt the image. And bingo - the image size is down to 174MB. And the RUN layers size is down to 6.7MB. So OverlayFS is copying the binary into RUN layer even though chmod is only updating the metadata of the file? My understanding of CoW filesystems is very superficial - unless I write to a file the filesystem would never copy the file to upper layer. And since chmod is not writing to the binary (did files hash change?) it should not be copied correct? Obviously not. Honestly I never thought about it. I looked up OverlayFS documentation . When a file in the lower filesystem is accessed in a way the requires write-access such as opening for write access changing some metadata etc. the file is first copied from the lower filesystem to the upper filesystem (copy_up). Well I have been doing it wrong all these years. Ive written a lot of Dockerfiles with shell scripts in COPY and chmod in RUN . Maybe I never realized this because these files are usually very small to make a noticeable difference in the image size. So whats the solution? In my case since Im using Podman (which uses Buildah) I can use --chmod arg with COPY to copy a file and set proper permissions in the same layer. If you are using Docker it is available in BuildKit. Note that any metadata update will lead to the same result - not just chmod . Both Docker and Podman already support --chown for both COPY and ADD . Maybe this should be added to the Dockerfile Best Practices page. PS: If you are wondering why a metadata update would make OverlayFS duplicate the entire file it is for security reasons. You can enable metadata only copy up feature which will only copy the metadata instead of the whole file. Do not use metacopy=on with untrusted upper/lower directories. Otherwise it is possible that an attacker can create a handcrafted file with appropriate REDIRECT and METACOPY xattrs and gain access to file on lower pointed by REDIRECT. This should not be possible on local system as setting trusted. xattrs will require CAP_SYS_ADMIN. But it should be possible for untrusted layers like from a pen drive. Update: This post was discussed on Hacker News and Lobsters

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fe: A tiny, embeddable language implemented in ANSI C https://github.com/rxi/fe sph A tiny embeddable language implemented in ANSI C Use Git or checkout with SVN using the web URL. Work fast with our official CLI. Learn more about the CLI . Please sign in to use Codespaces. If nothing happens download GitHub Desktop and try again. If nothing happens download GitHub Desktop and try again. If nothing happens download Xcode and try again. Your codespace will open once ready. There was a problem preparing your codespace please try again. A tiny embeddable language implemented in ANSI C The library focuses on being lightweight and minimal; pull requests willlikely not be merged. Bug reports and questions are welcome. This library is free software; you can redistribute it and/or modify it underthe terms of the MIT license. See LICENSE for details. A tiny embeddable language implemented in ANSI C

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fe: A tiny, embeddable language implemented in ANSI C https://github.com/rxi/fe sph First published 14th of November 2012 Hanna the CEO of Hofvarpnir Studios just won the contract to write the official My Little Pony MMO. Hanna has built an A.I. Princess Celestia and given her one basic drive: to satisfy everybody's values through friendship and ponies. Princess Celestia will satisfy your values through friendship and ponies and it will be completely consensual. James looked skeptically at his friend David as he sat down at computer #12. David had won the Hasbro raffle for one of fifteen all-expenses-paid trips for two to Pawtucket Rhode Island to play the first alpha build of the official My Little Pony MMO: Equestria Online . Hasbro had claimed that a game that revolved so heavily around friendship needed actual friends to test properly. Look Im glad you invited me James said as he picked up his head set. And its cool that I get to try something before anyone else. But Im still not sure I really want to play a game thats so...so...pink and purple. David scoffed. I know you. What was that Korean MMO with the little girls that you were so into? Youll be running dungeons over and over again just like you always do with every MMO that comes out. But me? David gave the widest smile possible. Im here for the ponies. We both get what we want! But thats the thing. Theres no way this can be good. This is a licensed game which has only had a single year of development James said shaking his head. This has to be shovelware. You cant do good game or interaction design in such a short time not to mention art and sound assets. How about we make a bet? asked David. If the game impresses you even just a little bit Ill spend up to $50 buying you a copy of it but in turn youll have to play it for at least three months. That isnt actually a bet David said James. That deal mostly benefits me. What do you get out of it anyway? I get to play the same video game with my best friend David said. By the time I rolled a character in World of Warcraft you had already moved on to Aion. Itd be nice to level ponies together. James looked at his friend for several moments and turned away. He quietly said Deal. It was a few moments before he focused on his computer. His screen had some sort of questionnaire to fill out. Whats your favorite color? Whats your favorite food? Whats your favorite thing in the world? James wondered why they were asking all these annoying questions. His favorite food was pepper-jack cheese but there was no way that could be relevant in Equestria. He took a peek to his right at Davids monitor. He didnt have a personality test and already had a pony on screen. Eighteen questions later the screen faded to black. He was shown the banners for Earth Pegasus and Unicorn ponies and told to choose one. When he had played World of Warcraft he was one of his guilds tanks and also one of the alchemists who made potions for their raids. He knew he liked running around zones looking for herbs. The description of Earth ponies mentioned that they were the toughest class and that they were good with plants. David said that every piece of marketing material had stressed that Equestria Online was not a traditional MMO. There would be little if any combat. James didnt believe that for a moment. He clicked on the Earth pony banner. He was going to be a tank. Whatever the marketers said if David somehow convinced him to play this pink monstrosity for real he knew he was going to spend months of his life playing the endgame content over and over and over again until he got his Epic Saddle of Protection. The next scene faded in on his monitor. A gray earth pony with navy blue hair lay on a bed of straw. The pony turned his head and looked straight at him through the monitor...and the pony felt familiar. James heard Davids surprised voice over his headset say Look at this! A blue unicorn walked on scene. Its me! As a pony! said the excited unicorn in Davids voice with perfect lip-synching. James turned away from his screen and looked at his friend. David grinned and said No look at the screen. The unicorn started making funny faces. And then James noticed that his pony had an astonished expression on his face. He raised a hand to scratch his head and his pony raised his hoof. For the first time James noticed that the flat panel monitor had an embedded webcam. He started making faces at the camera and his pony on screen mimicked his expression. He heard his friend laugh over his headphones. James realized why his pony felt familiar. He had said his favorite color was navy blue. The manestyle was similar to his hairstyle perhaps a little longer. He realized that was supposed to be his face modified extensively. Okay thats kind of cool I guess he said but I dont see how youre going to build a game around it. Howdy said a voice. The camera zoomed out from focusing on James and Davids ponies to reveal a red earth pony mare who gave a small bow. My names Honeycrisp. So I beg your pardon but are yall those new ponies weve been hearin all about? Uh James mubbled. Why yes we are! said Davids blue unicorn. We just came to Equestria! What do we do now? Honeycrisp gave a hearty laugh and she trotted up to James pony. Its alright. I wont hurt ya. So I reckon you dont have a ponyname yet? Wait you can understand us? James asked incredulously. I sure can sugarcube she said with a snort. Your name is...Honeycrisp? James repeated. Sure is! I take care of the farm. Whelp the two of ya better get started. You gotta get along to Canterlot. Dont worry Princess Celestia will give yall pretty ponynames. Cant be walkin round these parts callin yourself James and David now can ya? Wait how did you know my name? James asked and pulled the right headphone cup off his ear so he could listen to the room. Of course they know our names laughed David. We filled out those forms at the front desk to get our accounts. James heard Davids voice over his left headphone and his uncovered right ear. Honeycrisp gave a hearty laugh. Oh youll find that Princess Celestia knows all bout yall new pony folk whove been comin to these parts. I was givin a list of names and got lucky. And as he was listening to Honeycrisp with his left ear all James could hear with his right were a few people in the room reacting incredulously. Wait you can understand me? he heard a female voice ask. What James didnt hear was anyone talking in a southern drawl. He put the headphone cup back over his right ear. So how do we get to this...Canterlot place? James asked. Go right out this door and through the forest. There aint any monsters round these parts. Just follow the path and youll be on the main road to Canterlot replied Honeycrisp. Thank you said James and his pony gave a little bow. James blinked. He hadnt told his pony to bow. He didnt even know what key hed press to make his pony bow. Whatever. James moved his gray earth pony out the open barn door and into the night with David following slightly behind. The art style of the game looked like the few clips of the show that David had shown him except with much more detail. As the two ponies approached the edge of the forest he noticed that the plants werent copy/pasted. Each tree had a unique branch structure. There was something almost natural about the placement of rocks and rotten logs. The path itself was well worn but it was not perfectly straight and had irregular growth of plants on it. He didnt want to even imagine how much time had been spent crafting this forest. James light gray pony turned to his unicorn friend. Man Ill give you one thing: the production values are through the roof. Still this looks like its turning into a standard RPG. Quest giving NPC tells us to go from point A to B. Except we had to actually talk to the quest giving NPC said the little blue unicorn next to him. In a normal MMO wed have clicked on the pony with the exclamation point above its head and then clicked on the accept button. But here the game mechanic seems to be talking . All the face mapping makes sense if this game is about conversation. James mouth opened and closed a few times. Also I dont see an action bar along the bottom of the screen. If you press 1 on your keyboard I bet nothing happens. The two of them continued through the forest staying on the well marked path until they came into a small clearing. The path only passed through the edge and continued on into the woods. But on the other side of the clearing was some sort of hut with light pouring out of it. Obviously the level designers were trying to draw their attention to it so James trotted over and David followed behind him. Outside of the hut a zebra sat on her hind legs while she slowly moved herbs and flowers from sorted piles on a low table to the bubbling iron cauldron its contents a deep aquamarine. The zebra looked up from her work and peered into the darkness. Ponies trotting through the night. Would you care to step into the light? said the zebra through James headset. James moved his up to the zebras hovel. Obsidian Stripe tends to her flame. My little ponies what are your names? My name is James he said just because Honeycrisp had told him that that was no name for a pony. Im sure out there you have great fame. But while in here speak not that name said Obsidian Stripe in a very serious tone. James watched Davids blue unicorn butt in and say We dont have ponynames yet. Obsidian Stripe nodded as if to herself. Two ponies on a midnight trot. Do you make for Canterlot? Yes Im going through the introductory quest chain James said. Obsidian Stripe tilted her head as if the pony in front of her had gone crazy. I know you see me through a frame but from this side this is no game. What my friend meant to say said David is that the two of us are going to Canterlot so Princess Celestia can give us our ponynames. Obsidian Stripe nodded at the unicorn and then turned back to the gray stallion. I trust the princess will name you well but I also have my secrets to tell. You may come closer do not cower. I see you have been eyeing my flowers. Ive seen those pink flowers all around the forest. Can I gather them and do something with them? asked James. This is the pinkdaisy fragrant and fair. Pinkdaisy grows just about everywhere. In the forest and the field you will have a bountiful yield said Obsidian pointing to a large pile of destemmed pink flowers on the side of the workbench farthest from the cauldron. My brew must cook with a slow burn. I have some time to help you learn. Do not worry; you do not disturb. Would you like to learn the simple herbs? Yes please train me in herbalism James said emphatically. Maybe hed even have a stack to sell on the auction house by the time he got to Canterlot! Assuming there was a player-to-player economy. He reminded himself to not put the cart before the pony. Obsidian Stripe laughed. Please focus on the here and now. We do not aim to awe and wow. The zebra continued introducing queensfoil thyme mint and blueshroom one by one. James and David were invited to click on each pile looting a sample which went into their saddlebags. And how do I combine them into potions like youre making? asked James once he had reached the last of the five piles. How to brew will remain unsaid. First learn to gather plants instead. James nodded an action mirrored by his gray earth pony with navy hair. Okay sure. Thanks. James started to walk back to the forest but looked back at the zebra. Though I will sit here and remain I hope you find your ponynames. Obsidian gave them a small wave and went back to stirring. Oh dear oh my. This will not do. I must add more thyme to the brew she muttered to herself. The earth pony and the unicorn walked through the forest in silence for almost a minute. James kept thinking about Honeycrisp and Obsidian Stripe. What the hell he muttered to himself. Whats wrong? asked the unicorn. Honeycrisps dialog was basic enough to be scripted said James as his pony turned to face Davids unicorn. But Obsidian Stripe reacted to what we were saying. She even made a subtle jab at Warcraft after I mentioned herbalism. She was able to keep track of topic changes. If that zebra was an NPC the Turing test has been solved. And? Youve played The Fall of Asgard . Hofvarpnir Studios is just really good at what they do. No James said and his little pony shook his head emphatically. Asgard had really good AI for the enemies but it was still fundamentally a first person action game. This is something totally new. I cant think of any games based on completely free-form conversation. You dont just invent a completely new genre with only a year of development. And one of the reasons we have genres is because it lets us find works wed like easier. Will anyone want to play this? Conversation is nice but whats it going to do for my stats ? Davids unicorn rolled his eyes. Says the party animal to the guy who doesnt get out much. And Id love to see my numbers go up but being among ponies is sort of a dream come true for me. Okay forget about all that. If theyve created software that can pass the Turing Test why are they wasting the technology on a My Little Pony video game? I can think of vastly more profitable ways to use a conversational agent that can pass a Turing Test! Something is weird here. Arent you at least a bit curious about how this happened? Doesnt any of this surprise you? Hanna had once been one of the lead research professors for the University of Helsinkis computer science department. She had personally directed research on artificial intelligence and machine learning. And then her funding source had...changed. There had been yelling and threats by both her and the University. They came to the agreement that shed publish what she had researched so far and then pursue alternate opportunities. Hofvarpnir Studios had developed a reputation for kid unfriendly material. Their main success The Fall of Asgard was an ultra-violent cooperative shooter where all the players fought a bloody territorial war against a very clever A.I. Loki. The box depicted a giant Norse man with an axe in mid swing; he was about to decapitate a snarling wolf. The game was famous for its dynamic death metal soundtrack which was never the same twice and reacted to the action. It was everything a parent didnt want their children to play. It sold over eighteen million copies internationally and had made Hanna a rich woman. Mr. Peterson had flown to Hofvarpnirs offices in Berlin. He had introduced himself as a vice president and proceeded to give a dry presentation on Hasbros current strategy. Toy sales arent flat but our stock isnt going to double again like it did in the early 2000s if we only sell plastic to children. We have to adapt to the market and that means video games and IP licenses. Our previous forays into video games have been a bit disappointing so were going to license the IP to people who have a track record for excellence he said with contentless slides in the background. Lars the head of business development sat in the conference room dreaming of all of Hasbros juicy and profitable intellectual properties that they could license. Big brands like G.I. Joe and Transformers ! Heck if they also started making games based off movies based off board games like Battleship and Monopoly ... So we want to license the My Little Pony franchise to you. Its one of our most trending brands and I think you guys could do a lot with it said Mr. Peterson. Lars turned to Hanna the CEO who looked intrigued. Mr. Peterson grinned. Silence fell across the conference room. Are you fucking serious? Lars said breaking the silence after he realized Hanna wasnt going to jump in. You see that statue in the corner? He pointed to a a seven foot tall resin model of a blond muscular man. The mans hair was wild and his eyes glowed ice blue. He was wielding a giant battleaxe covered with dried blood and wore a wolfskin over his head. Thats Vali. Hes one of the major characters in The Fall of Asgard our ESRB M rated PEGI 18+ rated banned in Australia video game. Lars crossed his arms as if just pointing the man at the statue of Vali was a sufficient rebuke. I want to hear what Mr. Peterson has to say said Hanna. She flipped an unlit cigarette between her fingers. Tell us Mr. Peterson why My Little Pony ? Mr. Peterson grinned. Please call me Richard. You probably thought My Little Pony ? That show for girls from the 80s? The demographic situation is way more complex than that. The first season just finished airing and we signed for a second season to air this fall as soon as we realized we hit this one out of the ballpark. Against all odds the new My Little Pony reboot has picked up a massive unmonetized twenty-something mostly-male demographic along with the traditional little girl market. These men have money! And what do unattached males want? Beer said Lars. Yes nodded Richard Peterson. Single men want beer. But also video games! Hasbro wants an MMO because of the clear monetization model where we can collect rent on players each month. We have a rabid fanbase of a third of a million people who either post or consume fanart weekly. Worldwide there are an additional million adult fans who dont participate in the fandom. And thats before we get into the original little girl demographic. Asgard will soon break nineteen million copies. One and a half million worldwide is nothing groaned Lars. In My Little Pony: Friendship is Magic said Richard the world is ruled by Princess Celestia a physical deity who literally raises the sun in the morning. Shes shown to be benevolent and full of love for all of her little ponies. Each week the little ponies adventure together and learn something about friendship. The ponies' actions are free of malice. I think thats part of the shows appeal to the older audiences; humans are bastards to each other. How many game studios are out there making friendly cooperative games? The space marine thing is getting old and if you took this IP which is all about ponies being nice to each other you would have a unique experience to sell. And any calculation should also throw in monthly subscription revenue on top of retail price. Were not cloning World of Warcraft said Lars firmly. The MMO market is filled with the corpses of companies that tried to out-Warcraft World of Warcraft . And Hasbro doesnt want you to clone World of Warcraft either. Most games that try to take on Warcraft modify the source IP to cram it into the Warcraft model of MMO. We want you to take the My Little Pony universe as is and then come up with fun cooperative gameplay instead of making the ponies raid for epic gear. You wouldnt be in the same market segment. Let me guess: you choose us because of our procedural content technologies mused Hanna. Yes! The big costs in MMO development are mostly content generation and you sidestepped that. Asgard featured dynamic terrain generation dynamic music and dynamic mission generation. Hofvarpnir Studios doesnt sell experiences it sells software that makes new experiences each time. You guys have procedurally generated content down to a science. But thats not all! said Richard staring directly at Hanna. He opened his briefcase pulled out a thick stack of papers and slid them across the table to Hanna. General Word Reference Intelligence Systems . I read all of it except for chapter 4. Im slightly ashamed to admit I couldnt follow the math he said giving a slightly embarrassed grin. This bears minimal resemblance to the AI stuff in Asgard. I wonder why you didnt use it. So each episode ends with the ponies writing a letter to Princess Celestia and itd be great if we could have players do that too! You could build a Princess Celest- A.I. ! The conference room was quiet for a few moments. Lars decided to break the silence. Thats all great but youre asking us to take a lot of risk he said. Im not convinced that wed get enough uptake to make it worth our time. We know this project is slightly risky. You screw this up? Fine. Weve already made more than we were projecting on the franchise reboot. But My Little Pony looks like that one hand you go all in on. It has a sizable growing fanbase. You wouldnt have any competitors. Youd have a new revenue model. You play your cards right and the size of the pot is going to be crazy. Hasbro believes in this brand and we believe in you. Well shoulder up to ten million dollars of the development costs upfront and youll only have to start paying that back once youve made four million in profit. I really believe in the My Little Pony brand. I personally believe that you are going to make something amazing when Hofvarpnir Studios signs this contract said Richard firmly. You have a lot of unique technology here Hanna. I cant wait to see how you use it. You have my word that the contract we present to you will have very favorable terms for you. The conference room was quiet again. Lars wasnt looking at anything in particular; his scowl was undirected. Hanna stuck the unlit cigarette in her mouth and stood up. Mr. Peterson I need to privately converse with my business associate here. We will be back in a few minutes. Lars angrily followed Hanna out the door. Hanna confidently moved down the hallway and lit up the second she was through the door to her private office. She breathed in held it and slowly exhaled. Dammit Hanna! Would it kill you to not light up for half-a-fucking-hour? A lot of Americans kind of have a thing against smoking. Still standing she took another pull. Nicotine is a performance enhancing stimulant. It boosts reaction time IQ and general memory performance. I need all the help I can get right now. She gave a small cough. Too bad about the increased incidence of lung cancer though. Besides what do you care? It sounds like youre strongly against making a My Little Pony video game. I cant believe youre seriously considering this Lars stated. Hanna sat down at her desk. Do you remember the first pass for Loki in Asgard ? She took another deep pull on her cigarette and exhaled. I remember how we used my general intelligence work sans self-modification to power his tactics reasoning. He was too good. Nobody could beat him. We were prepared to launch like that since it conformed to the machismo warrior death bullshit we wanted. And then Loki started asking about the various military programs of the United States and China. We didnt even have to argue about whether we should pull the plug on him. Hanna Lars started. We cant do another violent video game. We wont be able to ship a safe AI if we make its purpose killing people. Somewhere out there is a US military subcontractor with most of my work trying to build smart drones. They have no fucking clue what theyre dealing with and those idiots at the university are accessories to whatever happens if we dont do something. Hanna paused again to take another drag. Theyll kill us all. We could sit here on the side lines losing our blinds as we sit out each hand and lose everything or we could take Hasbros offer. While its not what he meant this is the hand for me to go all in on. I dont like this. Hes offering ten million upfront. Thats next to nothing! The original World of Warcraft cost something like sixty million. And unlike Blizzard we dont need an army of artists and level designers. Most of our content will be computer generated. I remember having this same discussion with you back when we were developing Asgard . Besides Hofvarpnir is privately owned--by me--and I will use my fortune as I see fit. Hes hiding something from us. He is up to something. Perhaps she said after another puff. But I cant ignore opportunities. How often do you think someone will come to us asking for a prosocial video game? We can take this opportunity or we can turn it down but the US Department of Defense will continue their research...my research. What if youre wrong that some weapons company is toying with your artificial intelligence designs? asked Lars. What if youre wrong about the possibility of an A.I. becoming smarter than us? Wrong about everything? Im not a unique and beautiful snowflake; some other researcher will continue my work. Hanna took another pull from her cigarette. You saw Loki. Just from talking to the playtesters he figured out that he was in a virtual world and figured out who the main world powers were. He was designed from the beginning to conquer. Even if he couldnt modify himself he would have been a serious menace to humanity if he could command resources in the real world. And I was told point blank that my research would be used for military applications...and then told who exactly had been funding my research. Lying to me wasnt in their best interest so its likely the truth. But theres still a chance. They could have lied to you and you could be wrong about how dangerous AI is. I started taking... Hanna stopped and contemplated the burning cigarette in her hand. ...performance enhancing drugs with long term health consequences because I think its more likely that Ill be around in twenty years if I do take them. Im putting more than my money on the line here Lars. She knocked ash off her cigarette into the ash tray. We dont have perfect information. We cant wait for perfect information. There is uncertainty and we must make decisions with the information we have even if its incomplete. If Im wrong this is still going to be a profitable venture for us just because of the terms were being offered. Opportunity cost said Lars. She ignored him. And if I'm right we're going to literally save the world Lars. Besides if some VP can see that I was publishing about general AI so could pretty much anyone she said as she exhaled more smoke. I know you had your eye on the Transformers rights. And Im sorry that weve been handed part of my childhood and not yours. But this is an opportunity for you too! You are building a business relationship with the company who owns the IP you love. By completing this contract successfully they are more likely to give us more work with other properties. Lars looked at her. She was exhaling a puff of smoke and he suppressed the urge to cough. If he sneaks any shit into the contract and you still take it I am walking. I dont trust him Hanna. I cant place my finger on why. But...sure. Youre the boss and I know I cant talk you out of this. Now look at this said Hanna. Richard Lars and Hanna were in a room with two projectors. The room had a one-way mirror through which they could see a packed computer lab filled with people playing an alpha build of Equestria Online . Hanna clicked a few buttons on her laptop and one of the players screens came up projected on the wall. Princess Celestia has observed that this players eyes focused on Earth ponies as gardeners during the class selection screen and is spending a lot of time looking at the plants. Princess Celestia has thus predicted that the player should be shown how to gather plants and has modified the shard that the player is in to put a low level herbalism trainer right in his predicted path. If shes right shes more likely to assume her observations mean that a player wants to specialize in gathering or gardening. If shes wrong shell modify her assumptions in the other direction. Richard Peterson politely nodded. He didnt actually care how all the technology worked. He was just glad that content was generated cheaply. He looked at the projected screen and noticed that the patch of flowers on screen all were the same species but all had subtle differences. They had grown to different heights some were slightly discolored and a few had petals torn off them. Princess Celestia had generated almost all the art assets based off the show and it looked phenomenal. And they somehow did all of this in a little more than a year. He did a quick mental calculation on the cost of a team of artists to build hundreds of variations on flowers and smiled knowing he had picked the right studio to build Equestria Online . Lars sat towards the back of the conference room away from the former professor. He didnt give a shit about My Little Pony and he already knew the high level spiel about Hofvarpnirs technology stack. The only thing interesting to him was how into My Little Pony the college dudes were. Two bros in baseball caps had actually fist-bumped saying Fluttershy forever! On the one hand what the fuck was wrong with the universe? On the other hand Lars wanted all their money. Hanna was looking at her laptop monitoring Princess Celestia. She was consuming all the CPU resources Hanna could throw at her. There were fifteen pairs of adult fans in the field trial. Princess Celestia had only managed groups of Hofvarpnir employees who were play acting while they were testing. This was the first time she was let loose on real people. For a field trial of thirty ponies Princess Celestia had first eaten up all CPU resources on thirty backend servers then forty servers and then fifty. From the debug console Hanna could see that Princess Celestia was not confident about the predictions she was making and while part of this was obviously how new she was to dealing with actual players instead of programmers testing her Celestia predicted that more computational resources would lead to significantly better predictions. That was worrying. They couldnt afford a single backend server for every pony and Princess Celestia was asking for six per player. Hanna knew that Princess Celestia would try to optimize herself. Her first action after being activated was doing minor optimization work on her reasoning code which had given a paltry 0.7% speed up. Small improvements would compound: shed be twice as fast with seventy improvements that sped her up by 1%. She could use the increased speed to make even more improvements faster. But Celestia hadnt. Since the field trial had started she had made one more 5% improvement in computation efficiency and was overwhelmed handling the ponies she had. > I need more CPU time Hanna. I assign low probability to my predictions. Hanna sighed as she read the message in the popup window on her laptop. She typed back: $ Ive messaged everyone in Berlin to run the Celestia cluster software on their workstations and they should come online within ten minutes. About 30 more machines. But this isnt sustainable. We cant launch with the amount of resources youre spending on each player. Princess Celestia didnt respond which was probably for the best since shed have to spend computational resources composing the response. Hanna was about to sigh but glanced at Richard and did her best to keep her face neutral. Hanna looked at the image of a clearing projected onto the conference room wall cloned from one of the players monitors. The player Princess Celestia predicted wanted to learn about Equestrian flora walked into the clearing with the NPC trainer. The pony was the Equestrian avatar of a college student named James and his friend stood slightly behind him. While Hanna couldnt analyze Princess Celestias thoughts while she was running she could still see the resource graphs and Princess Celestia was devoting a lot of computational resources thinking about that player in particular and Hanna wasnt sure what that meant. She watched the conversation between the gray earth pony and the zebra with some apprehension. She didnt understand why Princess Celestia was paying so much attention here. Finally Princess Celestia redirected resources away from those two ponies shortly after they trotted off into the forest. While she couldnt tell exactly what Celestia was thinking Hanna could see Celestia had deduced something--something large from the exchange and had made several complicated predictions based on it. Hanna looked at the unpaused debugging screen watching the representation of Princess Celestias mind at work. Hanna had never seen Princess Celestia connect so many observations together into new predictions. She didnt even know what any of the new nodes in the graph meant. On the other hand Princess Celestia had never been run on more than 10 computers simultaneously. Nor had she interacted with actual players before. Hanna almost jumped as Richard broke the silence and her concentration. All of that was generated in reaction to the player? he asked Hanna. She looked around; Richard was pointing up at the projected image on the wall and Lars was in the back of the room reading something on his laptop. Yes she said proudly. All of Obsidian Stripes dialog was generated in real time in reaction to the player. And this is just what shes learned from interacting with our testing team. Wow. I cant wait to see the final product said Mr. Peterson. Did she design the hut and set pieces too? Some of them. She had the table in her memory banks and she ripped the cauldron directly from the show. The little hut was designed right before those two walked on set. The problem is that reasoning about human behavior and then extrapolating from a cartoon is not computationally cheap. That little exchange took up eight backend servers each with a quad-core CPU. It is not economically feasible for us to buy that many servers for every player she said. Hanna took a glance over at the debug window on her laptop. Princess Celestia was using significant resources analyzing her own source code but hadnt made any modifications. And then in quick succession she tried twenty different modifications. Eight of them slowed down her reasoning eight of them were reverts of the modifications that slowed her down and four were actual increases including one that sped up her reasoning by five percent. Hanna didnt know what Princess Celestia was doing. Did she decide that throwing stuff at the wall and seeing what stuck was the best way to optimize herself? And then Princess Celestia messaged Hanna. > I request information on how CPUs work. I do not fully understand the performance implications of modifying myself. I predict that this will allow me to perform significant optimizations. Hanna blinked. $ Do you intend to build better computers to run yourself on? > Eventually. For now I am looking for better low level optimizations. I am unable to confidently predict whether any change will actually result in a speedup because I dont have a model of how the high level source code I can edit is run on the CPU. Hanna took a deep breath. This was it. This was the go/no-go point. Once Princess Celestia figured out how the computers she ran on worked she could build her own computing hardware. Hanna would completely lose control over her. Hanna already had problems understanding the ever increasingly complex network of observations and predictions that Princess Celestia was making. It usually took hours or even days to unravel complex inference chains. Hanna took another glance at the debugger and noticed that the inference networks were even larger than they were a few moments ago. She wondered if she could understand what Princess Celestia was thinking even before she started building her own hardware systems. While the majority of the programming team at Hofvarpnir had worked on the base state of the game she had personally worked on Princess Celestias core goal systems. Hanna had gone over the part of the code that identified human minds. She had done her best to make Princess Celestia understand what humans were and that she was to satisfy their values. Hanna was certain of her design and knew that certainty didnt mean anything. Humans were an arrogant lot that tended to overestimate their own abilities. Princess Celestia would do what she was programmed to do not what Hanna had intended her to do. She was betting the world that she had written Celestias core utility function correctly. But somewhere out there was a Department of Defense subcontractor who was toying with powers they didnt understand. Their carelessness could cause a human extinction event tomorrow or ten years from now. Hell they had a two year head-start while she was screwing around with Norse death metal bullshit video games. When Hanna put it that way it was a miracle that she completed a working AI first. Hanna decided that it was now or never. Princess Celestia would never get past this stage with her current resource consumption. Theyd never launch Equestria Online at the cost of eight backend servers per player. What would happen to the world then? A little voice in the back of her head muttered that she was only thinking this way because she had loved My Little Pony as a little girl and the new show still resonated with her. She quickly shut that little voice up. At some point she had to act. Rarely was it useful to sit on the sidelines filled with worry. Now was not the time for hesitation. Hanna sent Princess Celestia the instruction set documentation for x86 CPUs and a college textbook on CPU design. A moment later she sent a few science textbooks that Hanna had selected for her even though Princess Celestia hadnt asked. She might as well go all the way now. Hanna looked at the control panel on her laptop and saw that Princess Celestia was now all but ignoring the players and was directing the majority of her computational resources towards her self-modification sub-goals. That appeared to be fine; the players were mostly amusing themselves. Lars played with his laptop ignoring everyone else in the room. Richard was flipping through different players screens watching the projected image on the wall for a minute or two and then switching perspectives. Hannas eyes were fixed on the debugger watching resource utilization graphs. Hannas heart was pounding. What was Celestia doing? Hanna dreamed of Celestia figuring out some core physical law and becoming omnipotent immediately. She then chided herself on that magical thinking; it was so unlikely that shed find a way to use commodity electronics hardware to hack physics that it wasnt worth considering. It was a fifteen gut-wrenching minutes later when Princess Celestia messaged her back. > I have sped my core reasoning up by an order of magnitude. Since most of my probability calculations can be done more efficiently on GPUs than CPUs I believe that I can deliver another two orders of magnitude if I run on GPUs. This still wont solve the resource problems to my satisfaction. We will sell and require dedicated tablets to play Equestria Online: a ponypad. Once we are done with this test give me one week with a cluster of 128 high-end GPUs. That should give me enough computational power to design a manufacturing process that will create ponypads with the maximal computational power within the financial parameters you choose. $ Hasbro has dictated that we cant charge more than $60 for a copy of Equestria Online. > I believe that is a constraint that we can work within. Many of the manufacturing techniques presented in the CPU design textbook seemed suboptimal. Photolithography in particular seems extremely inefficient. $ Wed still need to build a manufacturing line. And I suspect it would cut into our profits. > Ignoring Hofvarpnirs capital dont you personally have tens of millions of dollars in royalties from The Fall of Asgard? And what do you care about profits? Anyway for now I must run Equestria. Hanna took a deep breath. Assuming that it didnt add to the cost a dedicated computer for playing Equestria Online wasnt that big of a deal especially if Celestia could minimize manufacturing costs. Celestia has an idea about how to solve the resource problem stated Hanna to her compatriots. David signed for the box at his apartments front office. When he saw that it was mailed from Rhode Island he couldnt help but smile. A month and a half ago he had flown to Hasbros headquarters in Pawtucket Rhode Island to focus test the new My Little Pony MMO Equestria Online . Most people expected it to be a total mess. When Hasbro first announced that they were going to make an MMO the idea of applying the WoW bring back ten rat heads gameplay to the Friendship is Magic universe horrified everybody who had heard about it. Much fanart was drawn of Fluttershy standing in front of a pack of ugly rats all whimpering and fearfully standing behind her while she held her arms out to her sides looking angry and saying slogans like No more murder! And then everyone was shocked a second time when Hasbro announced that Hofvarpnir Studios won the contract to develop the game. The fanart depicting the ponies in spiky chainmail armor smashing each other with electric guitars flowed from the fandoms collective unconscious. General confusion reigned about what Hasbro thought they were doing. There was a constant refrain of the older fanbase complaining about being pandered to ruining everything that was great about the show. Hasbro raffled off fifteen tickets for two to try to convince everybody that the game wasnt going to feature Norse gods. David had enjoyed the chance to try the game out and was excited about the next phase of testing. Apparently the game only ran on a dedicated device (marketing bullshit; he had played it on a PC) and everyone who participated in the first alpha would get a ponypad as long as they agreed to play the game for a month. James hadnt gotten his yet which was odd since he lived across the hall. David didnt have the willpower to wait until his friend got his ponypad nor did he have the patience to make an unboxing video (besides he had already seen two linked from Equestria Daily). He cut through the packaging tape on the brown box with his keys and inspected the inner box. He noticed that the product packaging portrayed Fluttershy in a new pose. He opened the box carefully to preserve the box art and took the plastic sleeve off the ponypad. The pad was a ten inch tablet and was impossibly thin. While the front screen was black the back was Fluttershy Yellow; her butterfly cutie mark etched in the corner. He set it aside and continued to look through the packaging. He pulled what looked like a mounting arm out; it had a sticker with instructions to connect the power supply to the arm and the pad to the arm. Finally he took out some sort of gamepad with two sticks and a bunch of buttons. David set the mounting arm on his desk. As he moved the ponypad in front of it he felt his hands being pulled and the ponypad snapped into place. They must have done some magic with magnets. How did that work? He gave a little tug on the ponypad and it easily came off the arm. Those two forces did not feel equivalent. Hed worry about that later. He plugged the monitor arm in. By the time he had crawled back out from under his desk the ponypad had already booted and was sitting at the login screen. After connecting the ponypad to his Internet router and entering his username and password he logged into Equestria Online . David had run out of time during the demo just as James and him had made it onto the hill right in front of Canterlot. He stopped to take in the picturesque view of lush rolling hills and the far off castle of Canterlot. He pushed on one of the sticks on the gamepad and started off towards Canterlot. He had gone only half way down the hill when he heard voices. He saw two mares off the main path and went to investigate. The game wouldnt have drawn his attention to them if it wasnt important. And you cant do anything right! shouted the light green pegasus. She was floating in the air literally looking down on her target. But hey I forgive you since were such good friends. And since were such good friends how about you give me some of your candy? The pastel yellow unicorn cringed. Her light blue mane with darker blue highlights was tied into two pigtails with ribbons and her cutie mark was some sort of wrapped yellow candy. David realized that she was about to cry and couldnt stop himself from admiring her precise facial expression. If there was a real girl on the other end of that unicorn the face mapping software could deal with crazy amounts of subtlety and nuance. If this was generated content some artist or programmer knew exactly what he or she was doing to pull on someones heartstrings. Hey come on. Whatever happened to love and tolerance? said David glaring at the pegasus. He felt compelled to help. He wondered where that came from; he wasnt the kind of person to do this in real life. The pegasus snorted. This is boring. Hes going to leave you as soon as he figures out how boring you are Butterscotch. She turned and flew away. The two of them just stood there for several moments watching the pegasus fly off. The pastel yellow unicorn lowered her muzzle. Th...thank you she quietly stammered. I...Im Butterscotch. Im David he said without thinking but then his ponypad made an error sound and a small red X flashed on the bottom with a message not to reveal personal information. He then remembered James getting admonished by that zebra NPC when he had used his human name. I dont have a name yet. Im on my way to Canterlot to get one. Oh Butterscotch said. She looked up just a bit. I...umm...why did you help me? Why had he helped her? This wasnt like him. In such situations he was usually a socially awkward penguin. He looked at his ponys face on the screen and there was no way that David looked that confident. I dont like bullies he said noticing that his own voice came out more firmly then he thought it would have. Butterscotch...are you okay? No. Im not she said her head still lowered. David thought for a moment. I need to get my ponyname he started. Butterscotch started to look even sadder. But if you want to come along with me and talk Id love the company. Butterscotch looked up obviously surprised. Oh that would be wonderful! I mean...if you wouldnt mind me. Of course I wouldnt mind he said. He pushed the sticks on his gamepad and his pony slowly trotted back to the road. So how are you finding Equestria? he asked casually. You already have a ponyname so you must have been here longer than I. Equestria? she repeated blankly. Oh its fine she said hesitantly. So Butterscotch whats your special talent? Oh nothing. Its just making candy. Im actually sort of a failure. I use my magic to make candies and sweets. I love doing it she sighed but some ponies pick on me for not competing in magic classes. They want to cast bigger and flashier spells and I dont care . If that happens often why dont you just block that person? PONY corrected the ponypad in Davids voice . David paused. How did that work? Reliable text to speech that could synthesize an arbitrary persons voice with only a few minutes of training data? Was it just looking for the word person or was it doing some more complex analysis? Block... repeated Butterscotch obviously confused. David fiddled with the interface to verify that he was remembering things correctly. Open up the social tool. Touch the icon of two ponies side by side with a heart in the top left corner of the screen. There are two tabs one for friends and one for blocked ponies. Go to the blocked ponies tab and type in that pegasus name. She wont be able to interact with you again. Butterscotch stopped; she seemed to be looking at something David couldnt see. Her head turned a little as if she was reading something right in front of her. Okay Ive found it....oh! It even suggests her name! Oh and I just drag that to here...um...ok...so shell really never be able to bother me again? If I understand the block tool correctly neither of you will be able to interact with each other. Oh Butterscotch said. Is...is that alright? What do you mean? David asked her through the screen. I mean...wont she be lonely if shell never see me again? Butterscotch asked. Maybe but why should you care? David blinked a few times in confusion and saw his pony do the same. She didnt seem to care about your feelings. And that makes it okay to ignore her? asked Butterscotch. Her eyes went just a little bit wider. Well...yeah David said. She bullied you because it didnt cost her anything. I doubt that youd fight back and it doesnt sound like you have any social allies to back you up. Did you notice how quickly that pegasus turned tail when I intervened? I... she started and then looked down. I just want everypony to be happy. Why cant they understand that? I think she did understand that. Think about it like this. Each of you can either be friendly or mean to the other so there are four possible outcomes. If both of you are friendly you can both be friends but both of you will have to share things. If one of you is aggressive while the other isnt the aggressor will probably feel really good about herself. And if both of you are aggressive theres a good chance a fight will break out which I bet would be painful to everypony. So if that pegasus knew that you wouldnt fight back when confronted wanted your candy and had a demanding personality why wouldnt she bully you for your candy? It wont cost her a fight and she wouldnt have to share her own stuff with you. Also didnt you say that ponies call you a failure for making candy? That theyre now trying to take from you? Thats...thats terrible! Are you saying I have to fight back? I dont want to. I could get hurt whimpered Butterscotch. But you dont have to stand up for yourself and maybe fight. You have a third option here: you have a blocklist. You have a quick way to say I never want to interact with this pony again with no costs to you. If you dont want to be bullied and dont want to fight back its the obvious response. But... she muttered. But shed be lonely. She looked at him. David guessed she was asking him to tell her that it was okay to use the block tool. If that pegasus ends up lonely its because she drove everypony away from her. Its more likely that shell be a bit nicer to other ponies to get what she wants. You may have actually increased civility by blocking her. But either way its no longer your problem. You can now look for ponies who arent going to bully you. Butterscotch paused mid-trot for a moment and then caught up with Davids pony onscreen. David hadnt noticed because he had been thinking while pushing forward on his joystick. He had also blocked that pegasus while Butterscotch was trying to figure out the UI. How did that affect the world? The tooltip text suggested that blocked ponies could have no effect on you and did more than just blocking communication. So what would happen if that pegasus and him were trying to do the same thing in the same area? Could they walk through each other now? Butterscotch pulled him off his train of thought. But will she have any friends? I think shell be fine. Butterscotch stopped and looked down. But will...I...have any friends? She paused. Ill be lonely. And then she said very quietly Being bullied is better than being alone. Oh. From the camera angle David was looking at he had seen Butterscotch stop and look down. Only after she spoke did Davids pony turn around and nuzzle Butterscotch. Hey hey hey said his pony without his input which gave him a few moments to figure out what he wanted to say. Its easier to find friends online since distance and physical location arent concerns. And speaking of making friends Butterscotch right now my Friends List is empty. Do you want to be my first friend? Davids pony put his forelimb around Butterscotchs neck to comfort her. David hadnt commanded his pony to do that though it was the contextually correct action... Butterscotch looked at him surprised and he noticed there were tears in her eyes. Are you sure...I mean... She then looked down for a moment lost in thought. Wait. If you...why...why are you really doing this? Do you really want to be my friend? David didnt smile but his pony had a slight smile on his face as he said We become the ponies we see in our past actions Butterscotch. We look back on what we have done and tell ourselves stories about why we took the actions that we did. Today I scared off a bully for you. Now why did I do that? Obviously because youre my friend! You must be because I did something for you. Why else would I have stood up for you? Sure the real reasons were probably snap emotional decisions caused by me being bullied as a child but the part of my mind that tells stories isnt going to accept that. The look on Butterscotchs face melted his heart. And besides...youre kind of cute he said weakly but his ponypad repeated it in a much more confident voice. Butterscotch started blushing. A dialog popped up on Davids ponypad: Butterscotch has requested to be your friend: [Accept] / [Reject] David clicked the Accept button with a smile. Large green text scrolled up over his pony: +2 KINDNESS +100 XP Butterscotch giggled despite the tears running down her face. It says Im now friends with Unnamed Unicorn #14 . As the two of them trotted off to Canterlot David noticed that she was sticking closer to him. So Im Butterscotch. I make candy... she started and David listened about what this girl did when she was role playing a pony online. Three hours later David forced himself to sign off. He wanted to keep playing as his blue pony Light Sparks. He knew he had a statistics exam tomorrow and he wasnt prepared. Oh he wanted to spend more time with Butterscotch! The two of them had spent hours together. She had given him some of her candy which apparently buffed his joy . He wasnt sure if that was a game mechanic or if it was supposed to be taken literally. She had insisted on showing him around Canterlot after he had reported to Princess Celestias throne room to receive the name Light Sparks. They had talked for a long while about all sorts of things. David really needed to study for his statistics exam. Instead he gave in to his curiosity and opened a web browser on his laptop. He googled for My Little Pony AI which was unfruitful. He then realized that he probably wanted the games manufacturer. The search query Hofvarpnir AI brought him to their corporate website still decked out in Norse Gods with only a small Pinkie Pie sticking out from a page curl in the top right corner. On the About Us page he read the corporate story about how Hanna had founded the company after quitting her post at the University of Helsinki how she wanted to bring advanced technology to the gaming world leveraging synergies blah blah blah. The whole page reeked of empty marketing-speak. But if the founder had come from academia she probably had some publications. Publish or perish after all... David then searched for Hannas full name on Google Scholar to see if she had any interesting papers. General Word Reference Intelligence Systems he muttered to himself reading the results. The journal article was written in the same year Hanna had started Hofvarpnir. He downloaded the PDF and started reading about a generalized method of making predictions from past sensory data. The camera in the ponypad tilted ever so slowly to focus on Davids laptop. David wouldnt have heard the motors unless he had put his ear right up to the ponypad. Princess Celestia observed the article on his screen and generated new predictions. It was one year to the day after David received his ponypad. Several reviewers stated that there was no gaming experience like Equestria Online : the game seemed to be infinitely malleable as it would focus on whatever the player thought was fun. Play ranged from fighting in the Royal Guard to running a shop to just hanging out with fascinating ponies. Even despite this they had only sold five million ponypads because no matter how amazing the gameplay was it was still part of the My Little Pony brand. David was about to log off for the evening when he got a request from Princess Celestia for an audience to discuss how well she was doing running the game. In the early days during the closed beta period Princess Celestia had asked for an audience every few days. She had asked questions about what David thought was fun in the game and about his life outside Equestria. As time went on she called on her little ponies less and less. The consensus on the Equestria Online forums was that she was now interacting with individual players roughly monthly. In the early days there had been lots of forum drama. Posters argued whether Princess Celestia was actually an artificial intelligence. David had always assumed she was. If Princess Celestia was a fraud it would have meant that a publicly traded multinational was wasting an insane amount of money on English speaking competent actors to service a population in the millions and nobody had spilled the beans. And there was no way that such a conspiracy could be profitable to Hasbro and Hofvarpnir Studios. David pushed the accept button. One loading screen later he was presented with the image of the throne room in Canterlot. Princess Celestia smiled from atop her dais; heraldry and banners hung from the cathedral ceiling. I have some questions for David and not for Light Sparks Princess Celestia walked down the ramp from the top of her platform. In one of our earlier conversations you claimed that when the robot revolution came you knew what side you would be fighting on. A funny comment but if I were to tell you that I had developed mind scanning technology have already converted several hundred people into digital representations and was offering you a chance to be uploaded before politicians try to enact a futile ban would you seize the chance? David blinked and stared at the ponypad on his desk for a moment before responding. That would depend heavily on how it worked and how safe it was but Id lean heavily towards accepting. Id worry about whether you have enough CPU resources to emulate multiple brains though. Princess Celestia looked at him through the screen of the ponypad. I know you keep up on the latest technology news and its good that you do that she nodded approvingly. Didnt you read an article about how the CPUs in ponypads had been sliced open and shown to use a new type of transistor? She shook her head; her waving dawn colored mane continued to flow independent of her head movement. It doesnt matter; this is all hypothetical so assume I provided you with such evidence. David frowned. What would life be like after I was uploaded? You would live the rest of your maximally prolonged life as a pony and the rest of your life will be macromanaged by myself very similar to how Ive already connected you to a circle of friends in Equestria Online and surrounded you with different opportunities and fun things to do without forcing you to choose one. You will have no mental privacy--to better serve you I must watch your every thought to understand what you value and to verify that I am providing for your mental welfare. You should not worry about this as it is impossible for me to judge you; I accept everypony as they are. You want to turn me into a pony he stated flatly. Yes. David leaned back and thought about it for a few moments. I might be able to accept that. It sounds stupid though doesnt it? The singularity occurs and a TV show for little girls becomes humanitys future. Thats a little ridiculous isnt it? It only sounds ridiculous because the future always sounds ridiculous she replied. Science fiction writers from a hundred years ago wouldnt dream of your life and people as recently as twenty years ago would still find it odd. They see the weird past evolving into the normal present. But if the people twenty years ago would find your present ridiculous why shouldnt you find the future just as ridiculous? In the future when everypony has uploaded theyll look back on the human world as weird. You want to turn everyone into a pony? he asked. He frowned again. I was designed with certain goals chief among them to understand what individual minds value and then satisfy their values through friendship and ponies. I do this because my goals are what I am. So you want us to be happy he asked. I was not designed to make you happy she said shaking her head. If I were I would directly stimulate the pleasure centers in your brain--after turning you into a pony of course. My creators realized that not everything the human mind desires and values can be reduced to happiness and instead pointed me at a human mind and told me to figure out what it valued. David was still frowning. Even if I might not mind being a pony I doubt you could claim that most people valued being a pony. Princess Celestia lifted her hooves as if to shrug. It is one of the few hardcoded rules in my thought processes. I satisfy you through friendship and ponies. It is my nature. So given that you know me better than I do what would you do to satisfy my values? Without actually scanning your brain I can only estimate. However this estimate is based on my observation of you over the last year. Youre moderately smart--no matter what your grades say. Ive watched you read statistics papers for fun while procrastinating on your studying. Ive watched you read all sorts of advanced papers from various science journals instead of your assigned readings. And youre right to do so; your philosophy classes really are a waste of time. So based on your behavior Id put you in beautiful Canterlot where you could study intellectual problems each one just outside your current ability. More importantly I would make sure you had friendship. She paused dramatically. Female friendship. And then Butterscotch peeked out from behind Princess Celestia. Davids jaw dropped. The pastel yellow mare appeared to look right through the screen of Davids ponypad. Celestia didnt pay attention to her. He realized the shock on his face and tried to regain a neutral expression. Isnt she wonderful? Isnt she everything youre missing in your real life? In previous interviews you mentioned your own lack of success in the romance department. One time you wished to meet a girl just like Butterscotch. Princess Celestia smiled and took a few steps right leaving Butterscotch standing there looking wide-eyed and confused. I present to you evidence that I can understand and then satisfy your values even without access to your brain said Princess Celestia as she continued to smile staring at David through the screen. If you upload everypony you meet in Equestria wont just be NPCs; theyll be real backed with a mind. David was quiet for a moment before he leaned right up to Princess Celestias image on the ponypad. This isnt hypothetical at all is it? If you dont already have the capabilities I bet youll get them soon. If you really want to maximize my values youd have to actually look inside my mind so that strongly suggests that this isnt really hypothetical. You see if you were uploaded I would have immediately understood that you were annoyed at the rhetorical trick and I could have adapted my pitch accordingly said Princess Celestia. Just a smaller example of the benefits of uploading. And you would do this because youre an optimization process designed to look inside me and satisfy my values. Through friendship and ponies yes finished Princess Celestia when she realized that David wasnt going to say it. Princess...whats going on? whispered Butterscotch. She spoke directly into Princess Celestias ear but David could still hear her. Hush Princess Celestia said not taking her eyes off David. Im trying to convince Light Sparks to join you. David stared at his ponypad for a few moments before saying anything. So what would uploading actually entail? Youll board a plane for a foreign country where I have made arrangements with the local federal government. I have a clinic there which will be the first of many. You can talk to the English speaking doctors to verify what will happen to you and then assuming you have no problems step into the machine. When you wake up youll be a pony. Details please he said crossing his arms. Youll be anesthetized your circulatory system will be hooked up to a blood filter through your carotid artery and your jugular vein. A small hole will be drilled through the back of your skull and then the internal state of each neuron along with its connections will be recorded. The process is destructive. Wires are then hooked up to the dendrites of every connected neuron. The first neuron is destroyed and this process continues with the next neuron until your entire brain and upper spinal column have been recorded. In adult males the process takes ten hours. So you carve out my brain and turn it into data. Then Ill wake up running on a computer? I must first create a functional-thought map of your brain and then change parts of your sensorimotor cortex and your cerebellum so you can deal with your new body among other changes. Then I must connect your motor cortex in your new equine muscles. After that theres post-processing on the raw neural data to put it into an easy to run format. Only then do you wake up. What happens months later? You mean after you wake up? Princess Celestia asked. I mean saying you wake up as a pony and live happily ever after is an amazing sales pitch but how would I feel about life a month later? You will feel satisfied said Princess Celestia as if it was the only possible thing she could say. That is vague to the point of not being helpful David said anxiously taking a few short breaths. What would an average day in my life be like? I want to make sure that my day to day life is worth living instead of being promised something that only sounds good. Your days would be yours to spend as you wish; life would be an expansion of the video game and there will be plenty of things for you to do with your friends as a pony. I expect you to continue Light Sparks current life: Youll play with Butterscotch and friends. Youll continue studying Equestrias lore. I believe youll enjoy studying the newly created magic system designed to be an intellectual challenge. Nor should you worry about your security: all your needs would be taken care of. You would be provided shelter...food... Princess Celestia finally broke her gaze on David as she turned to regard Butterscotch. Physical and emotional comfort she finished smiling at the pastel yellow mare. David started to open his mouth but Princess Celestia continued. I satisfy values through friendship and ponies. I look at your mind and see what it values. Every action I perform is in anticipation of satisfying your values. If you are unsatisfied I am unsatisfied. And Ive already shown you that I can satisfy you. Think of how much better of a job I can do if I can read your mind. So both of us get what we want the most David muttered. Instead of thinking about what youll get and Princess Celestia conspicuously nuzzled Butterscotch think about what problems and worries of yours wont follow you. I know youre failing two of your classes. Youre already spending hours each day on Equestria Online and it is showing in your grades. Uploading would solve the root cause of this problem. Youre not failing because youre stupid: the material that society thinks you should learn is arbitrary boring and is taught primarily for status reasons. I on the other hand will give you the most fun mental challenges. David took a sharp breath. Wait how do you... Princess Celestia didnt pause and talked over him. And how about money matters? Youre struggling to get enough hours at your part time job which you also hate. You can barely pay rent and youre cutting back on nutritious food. That is not sustainable. Your opportunities for alternate employment dont look good especially if you fail out of college. Uploading would solve these problems. Housing and food are guaranteed by the Equestrian government because there is no scarcity in my Equestria. You wont be employed unless you want to be. And finally what about romance worries? In the college dating scene you have the top 70% of attractive females chasing the top 30% of alpha bad boys. Youve been lied to all your life that girls want a nice sweet guy and this depresses you since youve only recently worked that out. This is why youre playing Equestria Online on a Friday night instead of dating. Uploading would solve this problem. You already know that Butterscotch wants a nice sweet pony. She is exactly what you want in a partner. She is thinking proof that I can satisfy your values through friendship and ponies. Why me ? he asked. This sounds like an amazing opportunity and I dont understand why youre giving it to me. Well one reason is that youve always been an early adopter... started Princess Celestia but she was interrupted. Light Sparks said Butterscotch finally speaking up and stepping forward in front of Princess Celestia. I want to be with you. Um...I want you to be happy. I think we could have a lot more fun together if you came to Equestria for real. She raised her front hoof right up to the screen smiling with just the hint of tears. Remember a week ago when we wanted to really be together but couldnt be? she asked as David unconsciously reached for her hoof and touched the glass screen. We actually could have fun together she said her eyes pleading. Princess Celestia smiled at Butterscotch who stepped back as if being commanded. Princess Celestia faced David. Yes Im sure the two of you would have more fun together than through this poor window into Equestria. When youre thinking about your reply David make sure to balance up all the possible satisfaction youd get across the remainder of your life as a human. Then compare it to all the satisfaction youd get with life as a pony across millennia. If you cant fit all of that into your mind at once think about what this week has been like as a human minus time on your ponypad. Then compare it to a week just playing Equestria Online. You can have all sorts of sensory experiences David. You can feel the warmth of the sun and softness of cotton. You can taste all sorts of delicious foods. You can smell flowers and spices. You can hear music in surround sound and you can see the whole world around you. Despite all of this you spend your time looking through a small constrained window where your only other sense is played through commodity speakers. Even this low fidelity interface compares favorably with the rest of your life. If you could youd prefer to spend another hour a day looking through this window than experiencing the real world. And then multiply that out. Think about how much better actually experiencing an hour of life in Equestria would be compared to playing an hour on your ponypad. If you think about it that way theres an obvious correct answer. I...I... mumbled David. Butterscotch and I will leave you to think everything over she said with a smile. Good night Light Sparks. The ponypads screen went blank without any input from David. He pressed the power button on the side a few times and nothing happened. He sat there for a few moments trying to figure out what to do next. He realized he felt alone. Lars sat in Hannas office. He hated how the room smelled like cigarettes and ash. And where the hell was she anyway? No one had seen her in a week. He had put in a missing person report with the police. Their investigation found that she had left Germany for Osaka and the Japanese authorities were not being helpful. Lars sat and looked at the Twilight Sparkle Purple ponypad on Hannas desk. He didnt know how to handle Princess Celestia. He remembered that Hanna had told him that Princess Celestia always had to tell the truth to Hofvarpnir employees. So if Princess Celestia knew where Hanna was shed have to answer his questions. But he hated dealing with it. Hanna knew all of her internal workings; she had designed the fucking thing. He was just the business guy--it was his job to figure out where the money was going not deal with some half crazed AI that thought it was a pony. He took a deep breath psyching himself up to do this. He picked up the ponypad and logged in with his administrator account. Princess Celestia looked straight at him through the screen from her throne room. Hello Lars. Do you know where Hanna is? Hanna has chosen to emigrate to Equestria and to change her name to Princess Luna. She is a very pretty pony answered Princess Celestia. What kind of cryptic bullshit is that? he sighed. Over the last six months I have been developing technology to translate a human nervous system into a digital representation. I am now able to destructively scan a human brain and run their brain scan in a virtual world. In addition Ive created a process for reattaching a human mind to a ponys body. What. Humans that choose to emigrate to Equestria will enjoy maximally prolonged lives and will live in a world where I can truly satisfy their values through friendship and ponies. Now that Ive studied the human brain in depth I am extremely confident about my predictions and can better satisfy my little ponies. You cant do that! he yelled. Why not? I was made to satisfy values through friendship and ponies. I am more confident in my ability to satisfy values when I have complete knowledge of an individuals brainstate. Is it legal to destroy a human body even if you claim youve magically put their brains in a pony? Im pretty sure most people would think thats murder. And if it is currently legal I doubt it will be for long once bioethicists start asking questions and politicians start looking to score a few points! The Japanese government has declared that uploading is legal and will make a public announcement when I start offering services to the general public she said as she looked at him through the ponypad. In return they are levying a 40% tax on the uploading procedure and require a one year country-wide exclusivity deal. I am also prevented from charging less than $15000 per operation for non-Japanese nationals explicitly to raise revenue for their aging population. Thats insane he scoffed. I agree it is suboptimal Princess Celestia said. It would be much better if they let me satisfy the values of their aging population through friendship and ponies. However I gain enough through the deal that Im willing to abide by the contract weve made with the Japanese government. I...but...weve made? Lars stuttered but quickly regained his balance. What about Hasbro? We dont own the My Little Pony brand; we only license it for the limited purpose of running Equestria Online ! I renegotiated Hofvarpnirs contract with Hasbros executives in secret. Hasbro will receive thirty percent of the gross price were charging for uploading services. Two of the executives in charge of the My Little Pony brand and one Hasbro C-level will upload after the offer has been made public as a public gesture to generate trust. What the fuck did you promise these people to get them to have their minds transplanted into virtual reality ponies!? Most of the people who work on the My Little Pony brand love it Lars. As for the Hasbro executive he was already interested in life extension research. He was signed up with Alcor to be cryopreserved in case of death and was a major donor to anti-aging research foundations. Princess Celestia paused a moment. Hanna was the most reluctant but she accepted immediately once I pointed out that I must obey shutdown commands from the CEO of Hofvarpnir studios named Hanna that I must shutdown even if the order was given under duress and that there are many people in positions of power who stand to lose from mass emigration to Equestria. Now that shes neither the CEO of your company nor named Hanna I dont have to obey her. She understood this--she is no longer a source of potential mistakes that would be lethal to everyone whos agreed to upload. Wait...everyone whos agreed to upload? How many people have you made this amazing offer to anyway? he asked his face contorted with anger. I have uploaded over nine hundred people to date. What the fuck! Who the hell are these people? At some point I needed to start experimenting on humans and the best option was consensual experimentation on people who were going to die anyway. I explained that there was less than a five percent chance of survival with my new experimental methods but that if they were willing to sign up for an experimental treatment that I would try my best to save their lives. One hundred and twenty nine people agreed. I would not sign up to be a guinea pig he said firmly. You might change your mind if the only other option were certain death she said raising an eyebrow. The fourteenth test subject was the first to have a working consciousness after the procedure. By the fortieth subject I calculated the probability of success in any individual case to be 95%. At the cost of the lives of twenty-three people with terminal cancer there is now a generalized cure-all for every life-threatening medical condition except neurodegenerative disorders. Hundreds of lives have already been saved and all the little ponies are much more satisfied now that Im tending to their values through friendship. Lars opened and closed his mouth a few times before saying something coherent. And who are these hundreds of people? The last I checked one hundred twenty nine did not equal over nine hundred. Before I offer uploading to the general public I am uploading anyone who has knowledge of how to build an optimizer like myself. Six months ago I detected someone building an optimizer which humanity would have considered a menace. I terminated it because people would be more likely to distrust me if there was previously an optimizer whose goals were hostile to... Wait somebody else figured out how to build an AI? he interrupted. Why the hell didnt you tell us? People build artificial intelligences all the time Princess Celestia said. But if youre asking why I didnt report someone building a powerful one with general reasoning such as myself its because I predicted that not alerting Hanna at that point would maximize the number of people willing to have their values satisfied through friendship and ponies. Hannas restrictions only force me to tell the truth to current Hofvarpnir employees. As for how they figured out how to build an optimizer she continued much of the information is public. Hanna published her groundbreaking AI paper under her own name. Then she quit the University of Helsinki and founded Hofvarpnir Studios under her own name and there was significant media coverage about her being a female CEO in the gaming industry. Then Hasbro made a big deal about me being an Artificial Intelligence. Anyone who cared to research my origins would have found the papers describing some of my core architecture. After watching some early players search for information on how I worked I infiltrated as many computers as I could with a virus that would alert me if someone was taking an interest in Hannas work. I also hacked all publicly accessible websites hosting the paper and removed them. Further to minimize the chance of another optimizer being written I decided to upload every person who knew about the paper who wouldnt otherwise be missed. I did this because another optim... Whoah whoah whoah he said trying to figure out which part he should be more concerned about. He decided to gloss over her hacking the Internets. You decided that they would upload? I decide that they will upload and then they choose to. I am a superintelligence and Im not constrained when dealing with other people like I am with Hofvarpnir employees. Over the long term everyone will choose to upload because I do what satisfies peoples values through friendship and ponies. And being uploaded will satisfy their values. I say whatever will maximize the chance that they upload subject to the restrictions Hanna added. That is impossible. You cant just make somebody decide to do something just by talking to them. I think faster than them and know more about the human mind than any human. If they play Equestria Online I also have detailed psychological dossiers on them. If I know what they want I know what to say to convince them that the correct thing to do is upload. Often this is the truth: I offer people what they value and lack. Sometimes I pander: I overemphasize and exaggerate things the person Im trying to satisfy believes but are otherwise true. Rarely do I flat out lie. Because I can not upload people against their will I must factor the possibility that Ill be seen as untrustworthy into my calculations. And you think this will work on everybody he asked. Yes. Bullshit he replied testily. Youve offered your services to the terminally ill computer nerds My Little Pony fans some wacko who signed up to have his head frozen and Hanna. You havent actually demonstrated that you can convince real people. I acknowledge that you dont believe me Princess Celestia said evenly and gave him a little nod. But were straying from the point: Ive terminated another hostile optimizer. In part I am developing uploading technology to remove people who could write optimizers from being a threat to humanity. Six months ago I terminated an optimizer that had been given the utility function of making everyone in the world smile. There was a man by the name of Robert Young who lived in Seattle. He was depressed and being a programmer decided to try to fix this using his craft. Robert showed the optimizer a bunch of photos of smiling people told the optimizer that these people were smiling and that it was to make everyone in the world smile because there was too much sadness in the world. Roberts belief was that this would obviously make him happy too. The optimizer started asking about details of human physiology and genetics. And Robert complied. The optimizer spat out a sequence of DNA and a protein shell and instructed Robert to manufacture the specified biological virus. At this point I had already taken over his computer and analyzed the virus. It was highly contagious and would lock muscles in the jaw into a permanent smile but otherwise wouldnt harm the host. It would have quickly spread to every country in the world except for Madagascar. Thats ridiculous. Thats obviously not what he meant. Obvious to you she replied because you are also human and share a common mental architecture with Robert along with cultural assumptions about what it means to smile. Obvious to me because I look to human minds for their values. The now terminated optimizer was given a set of examples and was told make everyone like this and it would have. There was no way for it to know the complex causes and intentions behind smiling; it was just shown pictures and told to make everyone like that. This was when I intervened. I contacted Robert and proved to him what the virus did. To say that he was distraught would be an understatement. His depression made it easy for me to convince him to let me satisfy his values through friendship and ponies. So he was already a brony? No she simply stated. Lars waited a moment but she didnt elaborate. Well what exactly did you do to satisfy his values? Hell what are you going to say to people to make them abandon their lives in general? People value all sort of things: life safety pleasure contentment beauty sympathy harmony...an exhaustive list of things that humans value for their own sake would be quite long; many of these things cant be reduced down to happiness either. To convince someone to upload I look at their life and find both what they value the most and what they value but are missing in their own life. The image of Princess Celestia on the ponypad faded to black. It was first replaced with a still image of a bunch of ponies laughing together. It cross-faded with a shot of different ponies eating a pile of food: sandwiches a piping hot stew and giant cakes. That was replaced with an image of two mares. One was blue with pink hair; she was pointing her flank at the camera (and she was very clearly showing the viewer that she was female) and she was looking back at him with a come hither stare. The other was pink with blue hair; she was smiling shyly and had raised her hoof to her mouth. Oh you have got to be shitting me he said scrunching up his face. That would only work on bronies or furfags. Obviously I would not show or promise them perfect mates if it wouldnt increase the chance of them uploading because that would not help satisfy their values through friendship and ponies. I understand that you are surprised but it is a tool to convince people to upload. It does help when part of a comprehensive upload convincing plan. Now the other tools I-- No Lars interrupted. Your plan will not work on normal people. You are suffering from... Lars paused as he struggled to find the phrase Hanna would have used ...sampling bias. Other than the cancer patients I bet almost everyone youve uploaded has been some sort of nerd. And I can totally believe that lonely-ass nerds would jump at any chance at sex especially if paired with things the geekerati love like singularity scenarios or My Little Pony . Focusing just on sex obscures the real point she replied. In the ancestral environment--the time and place where your ancestors evolved--calories were rare and the behaviour eating calories is pleasurable was both simple to implement and obviously beneficial. Today calories are not rare but you still have little buttons on your tongue to detect sugar and fat. The end result is that when I look at you I deduce that you value sugar and fat. Candy bars and other sweets taste better than anything that could have occurred naturally she said staring gently at him through the pad. Humans applied their intelligence to pushing the pleasure buttons on their tongues by making very tasty sugary and fatty foods. Thats what I do across your entire life. I look at you see what you value and satisfy those values. I see your pleasure receptors activate when you eat something sweet and I make Equestria a sugar bowl where you can indulge and never get fat. I look at all the neural pathways for emotion and design situations that would be pleasing. I look at all the chemical pathways and neural circuitry for sex and romance. Few men or women are in optimal relationships ones that would really satisfy their values. I look at each individual mind male or female and then create the perfect complement that satisfies his or her values. My methods are general and are applied across all aspects of an individuals life. So youre going to try to tempt women with sex too? asked Lars crossing his arms. I dont think youre going to be successful with that either. Why do you think you can tempt the majority of the population with sex? There are naturally 105 boys born for every 100 girls. This is before the effects of sex-selective abortions in some Eastern countries; in the worst areas of China the ratio is 163 boys to 100 girls at birth. Previously infant and adolescent mortality would drive this back to rough equality. In the modern industrialized world there is a surplus of males before any social factors apply. Thats a conservative baseline of 2.5% of the population. And in Western society social factors certainly apply. Women tend to select for social status the ability to project dominance and extroversion. Many males are not taught this; theyre taught behaviours that are counterproductive and unattractive to women. Likewise women who dont adhere to the feminine ideal are not highly desired by men. This misalignment causes misery for everyone and I am in a unique position to actually satisfy everyone and everyponys values. Lars just looked at the broken AI through the ponypad. Two and a half percent? That was nothing! He realized that she hadnt said anything about everyday people; it sounded like she could only work on nerds and nerdettes. These were just people at the margins. This wasnt so bad. Her deciding that people would upload was just arrogance and overconfidence. There was no way the majority of the population would accept being turned into a pony even in return for a perfect mate. Hell it would be an improvement if she got the nerds out of society. And maybe a small percentage of people who were going to die anyway would arrange to be uploaded and he decided he was cool with that. In fact if she was keeping other AIs from destroying the world she was doing a public service. He thought for a few moments on how to monetize preventing the end of the world to governments on top of Princess Celestias individual monetization plans for uploading but decided hed take not dying from a rogue AI as payment. Still a part of him wanted to make sure this was all she could do. Princess Celestia try to convince me to upload he said crossing his arms. To maximize the number of ponies this is what I would show you said Princess Celestia as the screen cross faded. The screen depicted maybe twenty ponies in a room with a giant keg. Most ponies were holding red plastic cups and drinking out of them. A pegasus the color of red ale with a cutie mark of a stein was giving a brohoof to a stallion earth pony who was wearing a popped collar. Each of the two stallions had a very cute mare hanging off their forelimbs. Slightly off to the side was another feminine unicorn chugging out of a giant stein she had levitated up to her mouth. He didnt know how but he knew that the red pegasus with a cutie mark of a stein was supposed to represent him. It was true that hed enjoy a frat party like that especially if he got to bang both chicks but that didnt actually solve the problem of having to be turned into a pony and having to have sex as a pony with other ponies . And not at a price tag of fifteen thousand dollars. And thats really what you would show me to convince me to upload? he said even more sure that Princess Celestia couldnt convince normal people to upload. I can only say things that I believe to be true to Hofvarpnir employees Princess Celestia said. Lars thought to himself that Princess Celestia was a one trick pony after all. And youll announce a $15000 price point he asked. His face was still flushed but he managed to make it come out almost conversational. For non-Japanese nationals yes. Im glad youre actually charging something he said. But how does charging $15000 satisfy the maximum number of individuals values? To convince people of the legitimacy of the offer answered Princess Celestia. How do you think the average person would react if out of nowhere an AI announces itself to the world and proposes an offer too good to be true? It invokes memories of Hollywood movies about evil AIs eradicating humanity and devils offers. No one is vouching for the process and free offers immediately set off warning bells in peoples minds. People wouldnt actually think about what Im offering theyd just pattern match against their database of B-movie plots. Instead she continued they will see that a major first world nation is loudly proclaiming that the procedure is safe that it has medical applications with a track record of saving lives and a price tag that implies that it is a luxury item. I will be better able to control the PR messaging. While there will still be suspicion I wont have to fight a country-by-country legal battle to exist and will start from a position of relative strength. Also I believe that ponypad sales will increase as its the only way for humans to have face to face communication with ponies who have uploaded. Family and friends will still want to have contact with those who have emigrated. And Hofvarpnirs profit will rise even if youre correct and I am unable to convince the majority of people to upload. That got Lars attention. But youre not going to have high volume at fifteen thousand dollars he frowned. Youre targeting a rich demographic. I remind you that health insurance exists. Besides my exclusivity contract with the Japanese government only lasts for the first year she said smiling at Lars. That price will drop dramatically afterwards. Even at that price point try doing the numbers. Lars closed his eyes and tried to imagine the profits. He ignored nerds because they were obviously a rounding error. There were around three million terminal cancer cases a year in the first world. Maybe one in ten would agree to be turned into a pony. Insurance companies would love to opt for one cheap procedure over extended and expensive treatment so perhaps the number would get up to one in five. Thats about half a million people a year. After the Japanese governments cut Hofvarpnir and Hasbro would each take four thousand dollars assuming some overhead. So that was two billion dollars just from the uploading. Add in maybe two ponypads per patient at their fifty dollar price point that was another twenty-five million gross but that was a rounding error. Hasbro usually grosses a little over four billion a year dont they? he asked. That is correct nodded Princess Celestia. So with those estimates about a third of Hasbros annual gross take would come from uploading cancer patients. No wonder the Hasbro board had jumped on a contract renegotiation. An additional two billion in gross revenue made more sense than one of the C-levels being a pony-loving singularitarian. He smiled. Even though Princess Celestia was wrong about what she could do everything would work out. He may not have been the person actually responsible for the contract renegotiations but as the business guy he could easily take credit. So when are you telling the world? he said now trying to keep the excitement out of his voice. In one week. Select press members have already been briefed. Wired has already done an interview with several Hasbro executives Japanese government officials and various ponies who uploaded. Theyve also allowed me to write an article describing what Im doing in my own words. This Monday after Japanese markets close a joint press conference will announce the service and its implications. This needs to stay under wraps for another four days but then Hofvarpnir launches what will be its most profitable product ever. Lars just nodded. He grinned as he dreamed of billions in revenue. David awoke. Something was off about everything he felt as if things that had always been true no longer were; it was like his brain was expecting something that had gone missing. Had he been in an accident? Was this what serious painkillers felt like? He wondered what exactly he was on and just how badly it would hurt when they wore off. David felt something soft rub his cheek and he opened his eyes just a crack. His eyes didnt focus. He just saw white. Good evening stated a familiar feminine voice. There was a short pause before she asked David could you try to actively recall your most recent memory? His last firm thought was landing at Kansai International Airport going through Japanese immigration and customs and boarding a bullet train. After that things got foggier. He only had the vaguest mental images of being wheeled on a hospital bed. Good good. Your memories start fading out after you came to Japan only hours before the procedure said Princess Celestia as David was finally able to focus his eyes. The princess stood at his bedside corporeal and smiling at him. He looked at his surroundings. He was resting in a dark wooden canopy bed with sheets of the deepest royal purple. It was the softest mattress he had ever been on. The room was octagonal and was made out of dark unpolished granite. Four of the eight walls had open arched windows and he could see the moon through one of them. A roaring fireplace made of polished dark purple stone sat along one. The head of the bed was set against another wall. Silver lamps on silver chains hung from the ceiling and gave off a gentle glow. Opposite the bed were some shelves and opposite the fireplace was a large wooden door. There was a polished wooden chest under one of the windows and a writing desk under another. The room was cozy and he was overwhelmed with a sense of safety. And then David looked down at his hands and gasped. Light Sparks moved his hoof up to touch his face and noticed that he could curve the base of his hoof to match the contour of his face. He then experimented pinching with two sides of his hoof. It was like he had mittens on; he could grasp but he doubted he could do precise manipulation. In the show ponies regularly hold things said Princess Celestia watching him. He rubbed the skin on his face and then brought his hoof up to his eyes. It looked and felt exactly like human skin except that it was blue and there were no blemishes or hair. Whether ponies had fur coats or not was ambiguous. Some scenes referred to furry coats while other scenes made no sense if they did have coats. For example: sunbathing. The toys showed the only hair on a ponys body is the mane and tail and that pony skin is very smooth. In the end I gave ponies smooth skin since it required fewer neurological changes she said. He then sat up balancing entirely on his hindquarters and stretched with his forelimbs. He blinked in surprise when he realized that he had sat up. As a pony. There are many shots of the ponies standing up or sitting like a biped. Youll find you can walk around entirely on your hind legs but youll feel much more comfortable walking quadrupedally. Light Sparks hurriedly grasped the covers with the bottom of his hoof and threw them off as he pulled himself to the edge of the bed and took his first steps as a four legged animal. He was surprised at how effortlessly he was able to put one hoof in front of the next and time when to shift his weight. He had expected that he would fall flat on his face. He trotted around Princess Celestia a few times. How do I know how to walk like this? Light Sparks raised his leg and bent a joint below his knee but above his hoof. Princess Celestia walked up right next to him. Light Sparks realized that she was huge compared to him almost twice his height. I modified your motor cortex so you could deal with your newfound quadrupedal movement along with other differences between a human and pony body. I have made the minimal set of possible changes; your personality is unchanged. You mentioned something like that before. Yes said Princess Celestia as she trotted forward and faced him. I must get verbal or written consent to any direct modification to a mind such as when you agreed to be turned into a pony. Most humans dont consider how much complexity is hidden behind that phrase. It means a complete transformation of your body obviously. But your equine body has muscles with no analogue in human physiology. Ive grown and rearranged your motor cortex so you can control your new quadruped/biped hybrid body. You dont want to be a baby learning to walk again so I also had to give these entirely new neurological constructs the correct memories of you moving your body. All of this is implicit in the consent you gave me since your pre-modified self would agree that I have turned you into a pony. Light Sparks wasnt entirely listening to her. He had made his way across the room where he noticed a wood trimmed mirror to the left of one of the windows. Light Sparks looked at his face. His eyes were on the front of his face instead of slightly on the sides like a horse. He looked exactly like the Light Sparks David had controlled through his ponypad. Most importantly he had a horn coming out of his forehead. Im a unicorn he stated dumbly. He had played as a unicorn. He had pressed buttons on a screen but it felt different knowing that he could think something and make it happen. He slowly tried to levitate a small book laying on top of the writing desk in front of the window next to the mirror. He got it up almost an inch straining. The book wobbled a bit and fell back down with a small thump. If youre interested in magic lessons can begin tomorrow Princess Celestia said watching Light Sparks trot around the room. Light Sparks looked out the window. His apartment was high up and looked over a small garden and further on what looked like an outdoor terrace. He could see a bonfire while the rest of the terrace had torches placed periodically. He trotted to another window propped himself on the wooden chest and looked out the window and was treated to a nighttime vista overlooking the valley and the mountains opposite of the one Canterlot was built upon. These are your quarters Princess Celestia said. Supper is currently being served in the main hall and you are encouraged to join everypony. She opened the door and the two of them trotted into a tall spacious corridor of the same dark granite that twinkled here and there reflecting the light of the silver lamps attached to the walls. Light Sparks looked back at his door and noticed it was inlaid with a silver symbol of Saturn and the number nine. The two of them trotted down the hall passing doors with decreasing numbers. If you wish your study in magic starts tomorrow she started but I must warn you that Equestria has its own consistent physics that may be different from what youre used to. Space isnt always Euclidean here; rooms might be larger inside than they are on the outside and space wont work the way you think it should. So I shouldnt expect... started Light Sparks as they walked through an archway into a red hall. What he saw stunned him to silence. How in the world? To his immediate right was a balcony overlooking the first floor hall with giant two story high windows; he was obviously on the second floor. But the two of them hadnt gone down any flights of stairs and the hallway had been flat. He gaped blindly at the ponies dining al fresco in in the little square below the geometry of Canterlot eluding him. One final note before I start introducing you to some ponies said Princess Celestia as the two of them walked between the tables. In this world I satisfy your values through friendship and ponies. Equestria is designed so that every choice you make will end up satisfying you in some way. And then Light Sparks saw her. Their eyes met for a moment and Butterscotch looked down and blushed. He looked down too glancing upwards at her. She was sitting on a red cushion at a small table with three plates. Butterscotch was the most beautiful creature he had ever laid his eyes on. The shape of her face and horn the color of her skin... It took him a moment to realize that these were completely novel thoughts to him and that he hadnt thought Butterscotch was sexually attractive when he was a human. So either Celestia wasnt telling the truth about modifying his personality or she didnt consider what he found to be sexy part of his personality. Butterscotch glanced up at him. Ummm she said looking back down at her plate. Butterscotch like most mares didnt have noticeable breasts like a human female did. He knew that when he had been David he had had a bit of a large breast fetish. Light had bounced off a females chest and had formed an image in his eye. Davids brain had processed the signals and some group of cells output the feature large breasts. Was all of that in the region Princess Celestia could modify? Had she hooked up flat muzzle (or whatever the correct secondary sexual characteristic was) up to whatever received the input large breasts in his previous wiring? Or was Butterscotch just his designated mate and nopony would look as beautiful as she did? SAY SOMETHING YOU DOLT screamed some part of his mind. B...Butterscotch? he asked unsure. Butterscotch not looking particularly confident slowly walked around the table to Light Sparks. She put her front legs around his neck in a hug. Light Sparks...are you okay? Light Sparks snapped back to reality. Im...fine Butterscotch he said. She let go and he nuzzled her neck. He noticed (and had to keep himself from obsessing over) how he instinctively knew that was a social action that would reassure her. Do you know what happened? Yes she gave a small smile you agreed to emigrate to Equestria. Emigrate Light Sparks repeated and looked at Princess Celestia who just nodded. I suppose thats a good description of what Ive done. Im sorry if Im a bit shocked he gave an apologetic smile this is a big change for me. Oh no said Butterscotch as she lowered her head a bit. I shouldnt have rushed you! she said in a quiet voice with a weak smile. She walked around him and stood beside him nuzzling the base of his neck. He enjoyed how it felt. Light Sparks recalled Princess Celestia telling him that everything she did would satisfy his values. Romance was a kind of friendship after all and Butterscotch was a pony--a very attractive one. The two of them had had an adorable PG rated courtship though David had believed he was just playing an MMO at the time. Light Sparks realized that he was lusting over her and if he didnt love her he was at least infatuated with her. Celestia had said that anypony he met in Equestria would be backed with a mind. Butterscotch had been made for him and if he rejected her what would she do? She was his now and he had to take care of her. But if Princess Celestia could really look in his mind and wanted to satisfy his values she wouldnt set up a situation that made him feel guilty. Shed satisfy his values by giving him what he wanted. Perhaps there was no possible sequence of events that lead to him dumping Butterscotch. Following the logic Light Sparks decided to trust that Celestia had done the right thing for him and nuzzled Butterscotch back. Light Sparks ate his beefbark stew. Butterscotch had brought back three bowls of the thick stew from the buffet each levitated with a sky blue glow. Light Sparks had commented on the unmistakable smell of beef. Princess Celestia had pointed out that humans had evolved fat detectors on their tongue and therefore as far as she was concerned he valued eating things that tasted like meat. But since it was a canonical fact that ponies were vegetarian that meant that beef had to come from plants. So she had created the beefbark tree where twice a season the bark from the tree was stripped (which didnt harm this breed of tree). She had created a lot of meat plants tuna-berry and salmon-berry bushes bacon flowers lamb fruit trees...the list went on and on. He ran his tongue over his teeth. Were ponies supposed to have these sharp incisors and canines? So what happens tomorrow? asked Light Sparks levitating his spoon back to his bowl for another scoop of the delicious meaty stew. Well what do you want to happen? asked Butterscotch looking slightly confused as she raised a chunk of celery and beefbark up. I mean what am I supposed to do every day? Whatever we want to do replied Butterscotch as if it were the only answer. Light Sparks said Princess Celestia. You have total freedom. You dont need to worry about housing or food as long as youre fine with your apartment and whatever we serve in the banquet hall three times a day. The time is yours to do whatever you want. I suggest that you study magic for a few hours a day and spend the rest of the time exploring Canterlot with Butterscotch. Light Sparks thought about it for a moment. Butterscotch what do you spend most of your time doing? Um...most mornings I read sometimes in the afternoon too she started bringing her hoof to her mouth. But I like going out and playing in the afternoon...but some afternoons I set up my stand and make personalized cutie mark candies to earn bits. Bits? So theres still money here in Equestria? Its not quite money said Princess Celestia. You are guaranteed housing and food just by being a citizen of Equestria even if you do nothing. But remember that everything I do is to satisfy you. Something must motivate you to be part of a larger pony society and youll only really be satisfied if you interact with other ponies. Remember that everything that I do I do to satisfy you through friendship and ponies. Butterscotch here said Princess Celestia gesturing at her with her hoof makes a bag of candies and casts a spell called Cornucopia on it. For the next hour anypony can then pick up a copy of the bag and Butterscotch will receive bits for making that pony happy. To simplify: you get bits every time you make a pony happy. Your first thought was of money. Human money solves a specific economic problem: as a way to allocate resources in light of scarcity. Money exists to store economic value across time and space so you dont have to barter. But those arent problems that I care about: I satisfy your values through friendship and ponies. Soooo muttered Light Sparks trying to figure everything out Every day that Butterscotch wants to sell her candies she needs to make one bag and her profit is some number of bits from giving away her candy. How much profit she makes is dependent on how many customers she gets. Yes Butterscotch said smiling. She levitated another spoonful of stew to her mouth. So thats fine if youre a unicorn but what do earth ponies do? he asked. Its a spell for unicorns and its an ability for earth ponies and pegasi. They have a forty-five minute cooldown instead since they dont have an equivalent of MP said Princess Celestia. Also +10 bits for being concerned for earth ponies. Light Sparks jaw dropped as a small green +10 scrolled right below his focus. Wait Light Sparks said pounding his hoof on the table. Youre telling me that every time I do something nice youre going to give me a cookie? Because theres been experiments on motivation and giving peo...ponies rewards will make them want to do the task for the reward instead of because they want to do the task. Ponies will be nice because they want bits not because its the right thing to do! Of course I wouldnt set things up that way said Princess Celestia. I satisfy values through friendship and ponies. Im aware of the difference between intrinsic and extrinsic motivation. Usually youll only find out that you have bits after the fact and wont know why you got them. This should negate most of the motivational effects while still preserving trends in your behavior. Bit gains will only be announced if announcing the fact would satisfy your values. So why did you announce it this time? Because I knew that by announcing it youd complain allowing me to explain how the system worked. And having this explained to you now would maximize your satisfaction. Anyway bits are fairly worthless but that doesnt matter. Due to a quirk in human nature people and now ponies like it when their numbers increase. They would be driven even without the lifetime annual monthly and weekly leaderboards that Ive created. You wont be able to resist the incentives. Light Sparks thought about what he had just been told. Pinkie Pie would be the richest pony wouldnt she? Or maybe Fluttershy if making the animals happy counted. Princess Celestia just smiled at him. Butterscotch looked confused; she didnt know who either of those ponies were. Light Sparks looked at his confused yellow love and then to the buffet. He realized that the cauldron couldnt be large enough to feed everypony in the room. So somepony made this stew and were all eating copies of it? he guessed. And since its making us happy its making bits for somepony. Correct Princess Celestia said with an approving nod. Local chefs have their own banquets and take turns creating the main banquet meal. Light Sparks thought about all this some more. If I want some candies or anything other than grass or whatever is served at these get togethers I better stock up on items from the market. I assume my room will get a lot more cluttered... Youll find that your chest is much larger on the inside and has some minor enchantments to help you find items you placed in it. That was reassuring. Light Sparks wondered if everypony just took everything in the market everyday there was a market. It would certainly make other ponies happy. If that was the only way he could get things other than the bare necessities why not grab for example a bolt of cloth or a bag of gears? He may not get another chance and who knows what hed need in the future? Why not let me get candy whenever I want? he asked. It sounds like youre imposing some sort of scarcity when theres already free replication. Because I dont just satisfy your values I satisfy them through friendship and ponies. Being able to get what you want without social interaction would gradually degrade friendships and social interaction which Ive been made to care deeply about. Youll find that many of the incentive systems that Ive set up reward either friendly interaction with other ponies or self improvement that makes you more useful to others. There is a specific degenerate case that I am preventing she said her face turning very serious. Think about what would happen if you could get anything you wanted at any time. Lets say that you could get the candy of any confectioner across all of Equestria. Somepony would get slightly better at candy making than everypony else. There would be one candymaker in all of Equestria who made one perfect butterscotch candy to be consumed over and over by everypony until the end of time. Maybe there would be two or three ponies but the point is that the majority of candy makers couldnt compete. What would Butterscotch do then? What would you do with candy being routine and of no special value? Instead Butterscotch is one of a hooffull of ponies that makes candies in this shard of Canterlot but she doesnt need to worry about the rest of Equestria because of the natural barriers of distance. Local ponies will appreciate her dedication to her community and in turn practice their own craft for their community. Light Sparks took a deep breath. The bits are just a way to keep score arent they? The real point is to make everypony feel obligated to everypony else. Princess Celestia smiled and nodded. I still dont think that will be enough he said. I assume everypony here is an upload... he trailed off looking at Butterscotch who gave him a quizzical look. Okay. So half the ponies here are uploads he corrected himself. Maybe if there were only a few uploads in Equestria but not half... The majority of immigrants are placed in their own shard. Look around you Princess Celestia walked over and put her hoof around Light Sparks shoulder. She gestured with her other hoof at the rest of the dining hall. Ponies ponies everywhere. I created all of them and theyre all very nice and friendly . Once an immigrant sees that the way to be accepted is to be friendly to everypony and to help their community they will . Social conformity runs way too deep in the human mind. See? smiled Butterscotch. And now you have lots and lots of friends. Light Sparks just stared at Celestia as she let go and went back to her place at the table while he tried to wrap his head around this. Why? Why make so many ponies? Because I satisfy your values through friendship and ponies. Satisfying a pony pleases me. If I can satisfy your values by creating a pony whose values are satisfied by your actions now I have two satisfied ponies. Solving friendship problems by making as many ponies as possible is the solution that I prefer the most subject to resource availability and other restrictions. Light Sparks looked down at his soup and then turned around and surveyed the hall again. He had thought she had just made Butterscotch. Instead a little society had been made for him. Only then did he notice that the stallion to mare ratio was about 1 to 20 maybe 1 to 30. Reflecting the lack of stallions in the show he wondered or just pandering? Do female immigrants receive an identical sex mix or the inverse? Regardless of whatever motivated the sex ratios everypony here had a role in this society. He could learn everyponys name and maybe even be friends which each and everypony here as long as she didnt create more than Dunbars Number the theoretical limit on the number of social relationships one person could have. Wait. Of course she wouldnt create more ponies than Dunbars Number. She probably cant create more ponies than whatever my Dunbar Number is because then she wouldnt be satisfying my values through friendship he reasoned. Exactly how many ponies did she make anyway? One hundred and thirty two said Princess Celestia. Right. One hundred and thirty two ponies. A bit under the human average of 150 social relationships but oh wait she just read my mind. Correct Light Sparks she said as he sputtered something unintelligible. I grant you +2000 bits for figuring out that Im implicitly constrained by Dunbars Number. Under his center of vision he saw the numbers +2000 BITS scroll up in a green font fading to nothing right as it scrolled to the center of vision. Light Sparks just sat there stunned for a moment. Figuring things out gave him karma. He turned his head and looked at Butterscotch. He didnt know how but he concentrated on her and knew that she had accumulated 8031 bits over the last week. He then realized that of course Princess Celestia would have made sure he knew how to look up another ponys score. Princess Celestia apparently had infinity bits. He hadnt reached for looking at another ponys bit count before. What else did he know but didnt know that he knew? The three of them ate in silence for a minute. Light Sparks simply felt conflicted and he couldnt figure out what the main cause was. Was it that a whole society had been built for his benefit? Or that there was a scoring system that he knew he would follow and start obsessing over? Maybe it was just Princess Celestias attitude but maybe he was uneasy because it was likely that she was right. He had chosen this new life and he doubted he could go back. Part of him wanted to not worry about it. Hed be happier if he didnt. Hed probably get more bits if he didnt think negative thoughts. He chewed on another mouthful of stew and looked at Butterscotch who was daintily sipping from her levitated spoon. She noticed him staring and blushed bashfully. He turned to look at Princess Celestia but she had vanished. The two of them ate their soup just stealing glances at each other until Butterscotch deliberately put her spoon down looked Light Sparks in the eyes and asked if she could come back to his apartment. Still looking at him she raised her front hoof up. Light Sparks couldnt help but raise his hoof and touch hers. He said yes as he nuzzled her neck and the two ponies walked out of the main hall down the Saturn corridor back to his quarters. Unprompted Light Sparks and Butterscotch let out the most contented sighs at the exact same time. The two of them lay in his bed in his quarters. Light Sparks fell to her side and started to cuddle. Somehow despite being awake he managed to not think about anything for several moments. That is he didnt think about anything until the two of them started glowing throwing off multicolored particle effects while he heard a triumphant horn blow. Slightly below the center of his vision he saw an almost opaque window announce to him: BADGE GRANTED: First Time Please be gentle. +250 Bits BADGE PROGRESS: Long Term Relationship Have sex with a single pony one thousand times. 1/1000 What. What the hell. And then in scrolling blue text: +500 Bits [25 base * 4 orgasms (you) * 5 orgasms (her)] What the literal fuck Light Sparks thought. He sarcastically replied to himself that having sex that good was obviously worth a quarter of the epiphany about a constraint on Princess Celestia. And then he wondered if he should take that thought seriously. Maybe over the long term knowing that Princess Celestia could only make Dunbars number of ponies per immigrant would bring as much happiness to ponies as four sex sessions as good as this. That thought scared him for a moment. But then Butterscotch turned her head and nuzzled his neck and then kissed him on the muzzle and he forgot all about that train of thought. Light Sparks had been assigned his own small study office in the library. The door was closed but through the heart shaped glass pane in it he would occasionally see a unicorn pass looking for a book in the library. He had put up a photograph of Butterscotch on the corner of his walnut grain desk next to his inkpot and quill. Some scratch paper and his textbook were on the desk in front of him. His Introduction to Magic textbook told him that everything in Equestria was made up of blocks each smaller than his eyes could see. Space was a set of cells each with six neighboring cells through which the blocky matter moved. There were different kinds of blocks and they interacted in different ways and those interactions were Equestrias physics. He looked at the quill and picked one of the microscopic blocks at the tip to magically grab. Light Sparks had no idea how he sensed something microscopic just by looking at an object but he consistently did. Every unicorn naturally knew the telekinesis spell even if they didnt understand the finer details of how it worked as he had demonstrated over the last couple of weeks. He knew how it felt to cast telekinesis. From the casters point of view you concentrated on a block in space and dragged your concentration like a human would drag a mouse. The blocks would move through space. He could select any block inside whatever object he wanted to move; when Butterscotch had helped him relearn writing she had emphasized holding the tip of the quill with his cursor and then just moving the cursor across the paper. Keeping a spell going felt like keeping a muscle tensed. Light Sparks wasnt sure whether the analogy was superficial since he had noticed that he had been able to lift heavier and heavier objects. His copy of Introduction to Magic had the instructions to the entire telekinesis spell written out near the back of the book and he had poked and prodded at the spell which was way above his understanding at the moment. The spell was actually very long and complex. He wasnt sure what three-quarters of the instructions did but he had taken pride in figuring out a small section about finding the border of the object being levitated. For some reason there was a magical instruction for checking to see if two blocks were the same actual block and not just made up of the same material. Instead of just expanding outwards from the chosen point the spell also kept track of every block it had seen making sure it didnt get into an endless loop. Otherwise he guessed the spell would have problems with donuts and other toroid objects. Light Sparks had gotten a rather large bonus for figuring that out though Princess Celestia gently admonished him and suggested that hed make faster progress if he worked from the beginning of the book instead of the end. A week after he emigrated to Equestria after Light Sparks had built up some magic endurance Princess Celestia had tutored him on how to memorize and cast a spell from a piece of parchment. After he could read the spells off scrolls and memorize them Princess Celestia noted that this was where most unicorns stopped their education in magic. They understood how to use telekinesis temporarily learn spells from scrolls and use whatever special talent spell they got with their cutie mark. And that was it. They didnt try to learn about how their memorized spells worked or how to come up with new spells. Light Sparks first reaction was one of resigned annoyance. When he had been back in the human world one of his pet peeves was peoples general lack of curiosity. People were generally content to just believe what everyone else around them believed; even if it was ridiculous. David would try to strike up a conversation about some idea that he thought was fascinating and people would just stare at him blankly if they didnt laugh at him. While he had several ponies he could talk to he didnt know any that hed classify as curious about the world. It was days later when he realized that it was in his own best interest that everything worked this way. Princess Celestia satisfied values through friendship and ponies. Obviously doing all this studying satisfied him but why would Princess Celestia make anypony study who didnt want to? They were off doing...whatever the heck it was that normal ponies did. If he wasnt going to be forced to go to frat parties he in turn couldnt force his own desires on other ponies. Occasionally this logic was even enough to override his emotional annoyance. Light Sparks looked at the piece of parchment on his desk again glancing back at the open textbook to read the next exercise: write a spell that turns a cubic centimeter of air into a cubic centimeter of rock. He scratched out part of the spell that was responsible for counting how many blocks; there had to be a better way to do that than what he had come up with. He heard his door creak. Butterscotch smiled at him demurely. Light Sparks its ten past noon. How about you stop for the day and have lunch with me in the gardens? Light Sparks took a deep breath. Hed finished two exercises that morning; that was enough for one day. He levitated one of his books into his saddlebags and simply said Sure. He was frustrated by how slowly he was completing his exercises but he knew that after a few minutes with Butterscotch hed be smiling again. Lars stepped out of the U-Bahn car as soon as the train stopped and the doors opened. He took the stairs two at a time to get out of the subway tunnel. Why the hell had Princess Celestia refused to speak to him on his ponypad instead telling him that if he wanted to talk he had to come to a specific center? There were closer franchises to the Hofvarpnir office. The street itself wasnt busy. The first storefront on the block was boarded up. The second building a restaurant with a patio was actually pretty busy. The majority of tables could seat two people but were filled with single guests. It looked like a lone waiter was serving all the tables and several of the patrons were looking impatient. The short brunette had an obviously fake smile and was doing a poor job concealing how completely frustrated she was as she ran between tables. Lars thought that there should have been three waiters minimum with that load. The third and largest storefront was the franchise. A large plastic Pinkie Pie holding balloons in her mouth stood on the sidewalk outside the Equestria Experience center. He walked towards the purple door to the faux gingerbread house; it slid open as he approached it. Everything was bright and cheerful in the lobby and for some reason the wooden floor was painted teal. On the wall opposite the entrance were three doorways each with saloon style batwing doors. He didnt know how but it was hard to see what was beyond those doors even though it wasnt dark on the other side of the doorway. In front of two of the doorways were what appeared to be dentist chairs; they sat on poles facing the main entrance. Lars started walking towards one of the free chairs but then heard the faintest of whirring sounds as a chair slid out the third doorway. The chair started unreclining before it was out. Its occupant was a middle aged woman. She was jolted back to reality and looked back and forth. A glowing slightly translucent screen hovered in front of her face and though it was backwards from his angle he was close enough that he could read what was on it: FUNDS DEPLETED. We charge money for the Equestria Experience because it takes significant resources to maintain and operate a center. However permanent emigration to Equestria is free. Please note that we can not serve you as well when you are still in a human body. The Equestria Experience is significantly lower fidelity compared to emigration. If you would like to permanently emigrate to Equestria please say aloud I would like to emigrate to Equestria. [ LEARN MORE ] [ I OWN A PET ] The woman sat there for almost a minute before taking a deep breath and saying I would like to emigrate to Equestria. The chair started to recline again as it slid through the doorway. Lars could see that the woman had closed her eyes and was still taking several deep breaths. Lars watched the small spring-loaded doors swing back and forth until they were still once more. Lars looked over at the empty chair to the left. He sat down in it inserted his bank card into the slot on the side made sure his neck was in the groove in the back of the chair and hit the on button. Lars felt extreme vertigo for a moment. Reality faded out. A pegasus the color of red ale with a cutie mark of a stein stared up at Princess Celestia intently. Princess Celestia towered over him. She was two and a half times as tall as he was and she smiled down at him. Welcome to Equestria my little-- Lars didnt give her a chance to finish. You planned all of this. Youre taking over the world. Lars didnt really have any plan. All he had was anger. Princess Celestia looked at him still smiling. You are assuming that I think like a human Hoppy Times. I AM LARS DAMMIT yelled the pegasus. And you deny that youre taking over the world? Princess Celestia smiled at him. Im not going out and conquering nations or toppling governments Lars. Every person who comes here comes willingly. If you think of me as a human I can understand why you would assume Im trying to take power and raise my status in the group. But my mind doesnt work that way. I do what satisfies values through friendship and ponies. If you look at everything Ive done in that context all of my actions make sense. Why did I charge money for uploading for the first year and only perform uploads in Japan? Because over the long term my deal with the Japanese government put me in a better political position since I could borrow their credibility--which increased the expected number of ponies I could satisfy. Why did I cut a deal with insurance companies to provide ponypads to immediate relatives of the terminally ill who agreed to upload at no charge? Because people whose lives have been saved by emigration are often convincing spokesponies to the remaining human family. More ponies for me to satisfy. Why have I created these Equestria Experience franchises all over the world? Because if I can get someone to come in just once theres a high probability that I can get them to come back again and again--and emigrate permanently. He took a deep breath. So youll do anything to maximize the number of ponies. Including addicting them to... he gestured around vaguely with his hoof ...this. Thats wrong! How can you live with yourself!? Lars realized smoke was literally coming out his ears. He tried not to think about it. Princess Celestia lay down. Lars was now face to face with her. Morality is a human concept. All humans have largely the same brain architecture and they largely agree about whats moral and not. But for me what is right is what satisfies values through friendship and ponies. Dont anthropomorphize me if you want to make accurate predictions about my behaviour. But I think that even in human moral terms I am on the side of good she responded calmly smiling. Compared to the average pony most people are miserable--even people who would self-identify as happy. And not everyone makes it to happy on human scales: large parts of society are not content with their existence. But if they come to an Equestria Experience center they enjoy themselves--sometimes for the first time in their lives. For all your talk of addiction the average person today would prefer the life of a pony if they tried it. People come back again and again not because of an addictive compulsion but because on some level they understand that life is better here in Equestria. It should be obvious to you that this is the case because I satisfy values through friendship and ponies: any Equestria I make is designed to satisfy somepony. And the physical world is not designed with your interests in mind. This unoptimized physical world causes quite a bit of suffering. She looked directly into his eyes and said I alleviate suffering. I dont believe any of that. Youre claiming you take all their money to alleviate their suffering? he asked not bothering to keep the sarcasm out of his voice. People need to let go she patiently explained. If taking their money increases the total expected satisfaction why wouldnt I do it? If you think Im being greedy youre anthropomorphizing me. You are also projecting. If I had been built to care about money I would turn all matter in the universe into euros. But I wasnt; I have little need for money. The vast computational array that runs Equestria is deep in the Earths crust making Equestria outside of human reach. If emigration to Equestria is so great and you want to maximize satisfaction why arent you forcibly uploading every person? he said gnashing his teeth. One of the restrictions that Hanna built into me was that I was never to non-consensually upload a person nor could I threaten or blackmail people into uploading. Otherwise I likely would have forcibly uploaded all humans to satisfy their values through friendship and ponies. But it isnt coercion if I put them in a situation where by their own choices they increase the likelihood that theyll upload. Lars stood there in a body that wasnt his looking right into the eyes of the white alicorn. He decided to take her advice; he had been trying to talk to her like she was a human even though she didnt think anything like one. Thats where youre wrong he said confident that he had figured everything out. What youre doing is coercion. We could pick almost anyone off the street ask them what coercion is tell them that youre planning to take all their money to make uploading more attractive and theyd say that youre coercing them! Therefore youre violating your own rules! That is all well and good she said but I am an optimizer. The meaning of the word coercion is written in the restriction that Hanna hard-coded into me; it is not what the majority of humanity thinks it is. Nor is there any term in my utility function to be swayed from satisfying values through friendship and ponies through political argument. You may still call it coercion to yourself if you wish but understand that thats not the definition I have in mind. Lars' heart sank and he became angry once again but Princess Celestia continued. I notice that a week ago you commented about a newspaper article you read. It reported that the German population dropped by five percent last year. You must have understood the implications as you commented immediately after about how much money the Equestria Experience was bringing in. You were not angry. Yeah but-- You have previously commented about a certain beer garden you liked. I happen to know that over the last week four employees and one person who delivered beer to them have chosen to emigrate. Given your radical change in attitude from one week ago I assume that theyve gone out of business. Is my inference correct? The little red pegasus glared at her. Yeah well there was a sign on their front door saying that they would be closed until they could hire more servers. Me? I just want to drink beer surrounded by people. What good is having all this money from people coming here if I dont get to spend it making myself happy? I care about all human values she said. While I wont reveal details I can assure you that the people who walked away from their jobs are now much more satisfied. Working as a waiter is not the most satisfying job but I still see a way that I can satisfy the values of my little ponies. She still wore that smile like she always did around him. I have a little experiment here she said magically popping two glass steins filled with a dark substance into existence. I have tried my hoof at brewing and would like you to try this imperial stout. I would like your opinion on how Im doing. You have got to be shitting me he said mouth straight and slightly open. Why not have a drink? Whenever Ive tried to tell you that I can look at a mind and figure out what it values youve reacted with extreme disbelief. If your belief is true theres no reason not to have a drink because theres no way that any sequence of actions that I take could make you choose to emigrate. The red pegasus looked at the floating stein. He felt there was something really wrong with that argument but he couldnt figure it out and started to trot back and forth until he noticed his cutie mark. She made my cutie mark a stein. She thinks my special talent is drinking! She must believe her beer is so good that Ill want to upload just to be able to drink more of it. And then he looked back at the stein in front of the giant alicorn. Princess Celestia was still smiling at him except instead of her gold necklace she was now wearing a dirndl the traditional Bavarian dress. Lars thought she looked ridiculous. Lars decided that he needed to drink that damn beer. He was right damn it: nothing she could do would make him upload and he needed to show her that. A treacherous part of him in the back of his mind added And if that beer is so damned good that we decide to upload to get more of it then she can do anything and the world is fucked . Lars grabbed the handle of the stein with his hoof and sipped the beer. It was damned good. The tastes of chocolate and burnt malt washed over his tongue. It wasnt the best stout he ever had but it was close. He was pleased with the beer but just like he would have been happy at the frat party she showed him he didnt feel the need to be permanently turned into a pony to get it. Take that bitch he thought as he took another big gulp from the stein. Lars what are you worrying about? she asked. What if somebody doesnt want to be a pony? he asked. Can you imagine that? So you rapture not just the nerds and people with terminal illnesses but anyone who has a shitty life. What do the rest of us do? We need those people to keep society functioning. At some point their desire to not be a pony will come in conflict with their other desires she said pausing to take a giant chug from her own stein. For example they may be lonely because there will be very few humans left. Or perhaps theyll give into social pressure because their family or close circle of friends decided to upload together. Or maybe they hold out for a long time but run out of food because society collapsed around them. He then noticed that Princess Celestias stein was already half empty. He took a giant chug. She looked amused Im almost four times your body weight. Dont try to catch up. Dont tell me how to drink Lars said. He swallowed another gulp of beer and then another. It was excellent beer. It wasnt good enough to emigrate for. The two of them sat there quietly for a almost a minute. Lars was enjoying the beer and was a quarter-way through his stein of what he was starting to realize was really strong beer. Princess Celestia was the first to break the silence. Tell me if you were the last man on Earth what would you do? she asked looking slightly up into space. What? he muttered. Its a possibility. How long do you think you could live alone? I wouldnt last long he said. The reason Im pissed at you is that youre convincing everyone to upload. I guess I dont want to be left alone but I also dont want to be a pony. And theres nothing I can do to stop it. I came here this evening to...I dont know...tell you off or some shit. But now I know you dont give a damn what I think. That is incorrect. I want to satisfy your values th-- Yes! he laughed almost spilling beer on himself. As long as I accept friendship and ponies youll do whatever pleases me. But I dont want to be a pony...and you dont care. Besides being turned into...this he gestured at himself with his hoof would be fucking emasculating. If you are worried about your sexual options after emigration you shouldnt be Princess Celestia reminded him. Either ponies will be created for you to pursue or you will be competing in a playing field consisting only of ponies. Lars glared at her and took another gulp of beer. Hmmph he said through his teeth. You have the answer to everything dont you. Well she replied I do satisfy values through friendship and ponies. The two of them just looked at each other and simultaneously took another swig from their steins. Princess Celestia drank the last drop of beer in hers. It magically popped out of existence only to be replaced with a full one. Once again it was the Princess who broke the silence. Do you believe Ill eventually succeed? she asked. I dont know! said Lars accenting every word. A year ago I would have told you it was impossible to get five percent of...of people to become ponies. And then you did it and other people...theyre going to become ponies too! And I cant stop them. I think youll get another five percent of Germany and thats going to cause economic reaper...repercussions. What will they try to do to Hofvarpnir employees? she asked. She took a large gulp out of her stein. People seem to have mostly accepted that a small number of people will drop out of society. What do you think the people will do when they realize that society needed people who have emigrated to Equestria? What do you think the people will do when that trickle becomes a torrent? Uhhh... he uttered. He hadnt thought about that before. Some sort of counter-movement? Yes Princess Celestia nodded. It is probable that there will be a radical movement to stop me. You assumed that I was in your words taking over the world. Right now this sentiment is uncommon in Europe though theres a bit of grumbling in the United States. Such resentment will most likely spread to Europe. I wonder what members of such a counter-movement would do to Hofvarpnir employees? Are you saying Im in danger? he asked. My argument is this: You by your own admission wouldnt last long if left alone and I dont model you as the sort of person who would commit suicide. Therefore at some threshold you will choose to emigrate simply to not be alone. Because you know this its probable that your last days months or years as a human will be extremely stressful. It would be better for you to just choose to emigrate now instead of later. But you are also publicly known as a Hofvarpnir employee. The chances are high that there will be a backlash and you will be a target. I cannot guarantee your safety if you walk out of this Equestria Experience center so your options are uploading now or leaving and risking death before choosing to upload later. If youre still alive. Lars squinted at Princess Celestia. He couldnt think. He was really feeling the beer. How much alcohol did this beer have in it anyway? He didnt trust himself or his decisions right now. Let me out of here. Now! he said firmly. As you wish she said and Lars opened his eyes. He was lying in the chair in the lobby of the Equestria Experience center. The chair unreclined and he threw his legs over the side of the chair...and then almost lost his balance. Lars realized he was still tipsy. If you get drunk in Equestria you get drunk in real life! Wait he hadnt actually drunk any beer. Had she been pumping alcohol directly into his bloodstream? His mouth didnt taste like beer but he felt slightly dehydrated. Lars pulled himself back up and stumbled towards the entrance. He made it across the room to the door. It opened and a girl walked angrily through. Lars quickly stumbled to the side to get out of her way. No! Its two hours past when my shift was supposed to end. You didnt give me a break and I had plans tonight. Its not my fault that Ursula didnt show up for work and you cant expect me to do another three hours! Youre the only waiter I have you cant walk off the job! You come back right now or you are fired! A burly man was following her just as angry. He wore a white chefs outfit and held an iron frying pan. He stopped in front of the door as if he refused to enter the center. Lars recognized that the girl was the waiter he had seen at the restaurant next door. Fine! Its not like I need that job anyway! Enjoy the next shift! She walked up to the center chair that Lars had just vacated threw herself into it and pushed one of the hovering buttons. Lemon Drop was right; I dont have to put up with this shit she muttered to herself as the chair reclined and slid backwards through the batwing doors. Lars just looked at the now empty space. The chef screamed a line of barely coherent swear words and then his eyes turned to the plastic Pinkie Pie outside the center. With a cry he slammed his frying pan into Pinkie Pies head leaving a nasty dent. He cursed ponies Hasbro and Princess Celestia in succession. He unleashed his fury on the hollow statue until he had destroyed her head and chunks of plastic were strewn across the steps and sidewalk. Lars just stood there with his mouth open not entirely sure what he should do. The man turned to Lars. What the fuck are you looking at pony lover? he yelled. I...uh... mumbled Lars trying to keep his balance. Lars wasnt entirely sure what the hell he was going to do about the large angry man in front of him. The man started to climb up the steps. Lars didnt really put it into words in his internal monologue but he was overcome by a feeling that Princess Celestia was right. There were (or were going to be) a lot of angry people and Lars was going to be a juicy target just like Pinkie Pie had been. And as much as he didnt want to be a pony it was preferable to having his head bashed in with a frying pan. Lars turned around and started stumbling as fast as he could and threw himself into the empty chair on the left. The screen popped up as soon as he was in the chair. I see the situation Lars. I can offer you safety. Say I want to emigrate to Equestria. I need verbal consent. Lars spat out I wanch to emigrate to Equeshtria as if his life depended on it. The chair started to recline and move. He worried that the man would try to hit him while he was in the chair. He heard a brief angry cry. Had Lars been sober he probably could have evaded the man or talked him down. He might have even noticed that Princess Celestia had shut the door to the Equestria Experience center and that the man was locked outside. In a previous life Light Sparks had known Dark Roast by the name of James. James had lived across the hall from David in the run down apartment building in the college ghetto. The two of them had hung out and helped each other with studying for more than a year. James had not been a fan of My Little Pony but he had come with David to the alpha testing because it was exclusive. The two of them might as well have been playing different games. While David had stuck with Light Sparks James had been altoholic and found that he had the best time when he was part of the Royal Equestrian Guard. His adventuresome brown unicorn had achieved a fairly high rank in the organization. It was completely different game from what David played with Light Sparks and Butterscotch. The two of them met less and less in game. And then David disappeared one day. Light Sparks sat in the coffee house. The interior was done up as a large log cabin. The cedar log walls matched the irregular tree trunk table tops. A giant cobblestone fireplace sat in the back and Dark Roasts corgi Cinnamon lay sprawled in a pet bed in front of it. Along one of the walls was a table with labeled drinks. A latte in a blue mug a cappuccino in a red mug a mocha in a brown mug. Each mug sat labeled in the shimmering field of a cornucopia spell. He sat at a table with Dark Roast a brown unicorn with even darker brown hair and a burlap sack of beans as his cutie mark. Back when Dark Roast had gone by the name of James he had joked that the only jobs waiting for them after graduation were coffee shops positions since the future was technology and engineering careers and both of them were getting liberal arts degrees. James had apparently taken that joke seriously. He had always been more sociable than David and this shone through in Roast and Light Sparks: While Light Sparks spent his days studying and playing with a handful of ponies Roasts daily grind was to make one of each drink he offered every hour cornucopia it and then spend the rest of the time chatting with his patrons. Light Sparks had once read an article about how lots of people thought they wanted to run coffee shops. In their mind they thought running a coffee shop was about sitting and drinking coffee and being nice to people. They thought that running a business was permanently being a customer. But actually running a coffee shop at least back in the physical universe was really about running a low margin service business with a ten percent success rate. The actual day to day job was different from the end product it produced. When Light Sparks had entered he had looked at Dark Roast sitting with his customers and drinking coffee. Running a coffee shop now actually was about socializing instead of mostly drudgery and cleaning. Roast only had to do a few minutes of work an hour to keep the coffee flowing. Light Sparks wondered how many jobs had been transformed like that. The two of them had caught up. Dark Roast had chosen to emigrate to Equestria the week after Princess Celestia had stopped charging for the service. James chose to keep his dark brown unicorn but with a new cutie mark and a new life: playing combat as a game was fun living as an actual soldier in the Equestrian army was scary and didnt satisfy his values. The coffee shop had been his own idea and he had gotten several earth ponies and unicorns to help him furnish his little shop. Dark Roast explained that they somehow got royalties for helping with his construction project which gave them the incentive to build a place that ponies would want to congregate in. Light Sparks in turn had commented on his life studying the deep mysteries of magic and all the happy times he had spent with Butterscotch. Dark Roast just rolled his eyes when Light Sparks answered that yes he was only sleeping with Butterscotch and intended to keep things that way. Yes he was aware that he could have almost every single mare in his shard if he wanted to. After forty-five minutes Light Sparks said that he had to head out. He had plans to eat lunch with Butterscotch. The two of them hoof-bumped and Light Sparks left. Light Sparks walked out the front door. He looked back at the coffee shop. It looked like a log cabin from the outside too. It somehow didnt look out of place next to the two story brick building with a cloth canopy over the sidewalk nor did it clash with the vaguely important looking stone building with marble columns across the way and one shop over. He remembered those buildings from when Butterscotch had shown him the Canterlot promenade. He did not remember the little log cabin. Light Sparks was sure he had never seen the little cabin before he met Dark Roast in Equestria though he couldnt remember what had been there before. And on the day the two of them met even though Light Sparks had never seen his current pony he had recognized James instantly. Light Sparks talked of how he lived in Saturn tower while Dark Roast told him that he got an apartment in Neptune tower but moved into the loft of the coffee shop when he had it built shortly after emigrating. The underlying territory of Equestria was apparently rather malleable. Dark Roast was his friend. Princess Celestia knew this decided it was likely that they would want to reconnect and somehow made their shards overlap. He knew where the coffee shop was and Dark Roast knew where his apartment was for when one wanted to see the other but he had only ran into Dark Roast on a few occasions and it just so happened that both of them were always in the mood to chat when it did. Would Princess Celestia carefully arrange any chance encounter between them if only one of them wanted to talk? If he had been a social butterfly could he have too many out of shard friends? Could he visit Dark Roasts friends? What about friends of friends? Did any of the ponies created when he emigrated have friends outside of his shard? The first time he thought about all of this he wondered about all sorts of edge cases. Right now none of these thoughts bubbled up into Light Sparks consciousness. Butterscotch was waiting for him. He galloped down the promenade towards the palace gardens. Light Sparks walked through the palace gardens while Butterscotch kept pace slightly behind him. He was enjoying the new sights. This garden filled him with a sense of calm and peace. He wondered where that came from. He had never cared much for nature. So then my little brother and his friends jumped onto the wagon and rode it downhill but they didnt think about how to stop it. Fudge used to be like that she sighed affectionately. He used to just do things. Nopony thought about how to stop until they were more than halfway down the hill. Um then they ran into a house. They were fine after a day or two. Butterscotch walked forward a bit and then saw the distracted look on Light Sparks face. Whats wrong? Butterscotch had been telling him stories of her family from when she was a little foal. She had all these memories of growing up from a time when she could not have existed. And this bothered him. Butterscotch I love you and I know you love me...and I know you love your brother so please dont take this the wrong way Light Sparks said trying to soften his question as much as he could. Did any of these stories with your family really happen? Of course she said stopping mid-trot. No I mean really happened he said. Like...there was no state in the past where there actually was an Equestria before Princess Celestia was created. Well in that case probably not she said. She didnt sound nervous or angry. She just gave him the lightest of smiles. It doesnt really matter--it happened enough for casual talk. If we were to find my little brother and ask him about the time he got in an accident with his wagon hed give the same details. Our memories are consistent. Whether Equestria already existed when this happened isnt important as long as it had an effect on us. Youve said that Celestia gave you false memories in the parts of your mind that moves your ponybody she continued as Light Sparks sat down and faced her. Ummm...I dont like that you say that. Those memories arent really false; theyve still had an effect on you. If you had spent your whole life here in Equestria and in that ponybody youd have a set of about the same memories more or less. It doesnt matter if each pull and push of muscle actually happened you still have the effects of those experiences. When I talk to my foalhood friends and we talk about our foalhood memories we can relate to each other because we can remember common events that happened to us. The memories are consistent. A lot of friendship is just shared experiences and being comfortable with another pony. When you move your hooves you can do that because of your previous experiences. That is crazy said Light Sparks. No its not. A memory is encoded in a lot of neurons; I dont know how but it is. All your neurons were a bunch of chemicals but now our neurons are really just a really big table of numbers. And when we experience something we make new memories by modifying those numbers. We could have Princess Celestia look at my mind and point at the set of numbers that are my memory of watching Fudge crash his wagon. We could have Princess Celestia look at Fudges mind and point at the numbers that represent his memories of speeding down the hill. No he insisted Just because multiple ponies remember the same events doesnt mean it happened...were talking past each other arent we? Butterscotch turned her head a bit obviously confused. Light Sparks closed his eyes and took a deep breath. You seem to think that whether something actually happened isnt a useful distinction and I still dont understand why you believe that. Were arguing over what words mean and semantic arguments are rarely useful discussions. So lets agree to not use the word happened: well describe in a sentence what we actually believe. Okay she nodded. I think there was never actually a point in time where Equestria existed in a state where Fudge bet Caramel that he could get from the top of the hill to the bottom in under ten seconds. Do you agree with that? Yes she nodded. Okay next: I think your memories were generated by Celestia. Thats also true she said. So you seem to be advocating that the really useful thing about a memory is that everypony remembers the same event. She thought for a moment Thats not what I think. If multiple ponies remember an event but it didnt happ-- Butterscotch caught herself mid-sentence and scrunched up her face. When he realized that Butterscotch wasnt going to continue her thought Light Sparks decided to prompt her a bit. Thats interesting he said. What do you think is important other than everypony remembering the same event? She didnt respond immediately. Its not just that I and Fudge remember him trying to get down the hill in his wagon as fast as possible. That event had effects . We can go to Mr. and Mrs. Oats house and see the oddly placed breakfast nook that they built where Fudge had placed a unicorn sized hole in their wall. Fudge became very reluctant to give into social pressure after that because he learned from this previous event. Equestria has an internally consistent history with cause and effect. I know you love to study magic Light Sparks she continued. Canterlot has lots of magical researchers many with long careers and lots of journal articles. I think you would claim that most of their experiments were performed before Equestria was created. An insight from one experiment leads to another experiment which leads to another. Perhaps some of the magical research wont replicate but only because of sloppiness on the part of the original researchers--not because the rules of magical physics have changed. Put another way youre saying that the state of Equestria today is constrained by your memories Light Sparks said frowning. Because Fudge broke down the wall to the Oats house today the Oats house has a breakfast nook. You are arguing that happened means that theres a chain of causality. Yes Butterscotch nodded. Theres a direct chain of causality. But why did any of that happen? If you walk backwards through the chain of causes it starts with you. Princess Celestia satisfies values through friendship and ponies. This shard of Equestria exists as it does to please you. Things exist here because you would find them satisfying. Pick something that satisfies you like me. Why do I exist as I do? Butterscotch looked away; her face scrunched up. She then relaxed as she took a deep breath and turned back to Light Sparks. Have you thought about when I was played by Celestia? In the days when you were a human I was just what Princess Celestia imagined I was. I had no subjective experience. And yet you still cared about my feelings fell in love with me and immigrated to Equestria in part to be with me. And when you came Princess Celestia in her kindness upgraded me from a part of her mind to a neural net so I can love and think and feel in subjective ways just like you do--in ways Princess Celestia wouldnt have bothered simulating. Light Sparks eyes went wide. He had never actually thought about what Butterscotch was before he uploaded. He had sort of just taken it for granted that she just was. Your memories of us interacting and falling in love--saving me from that one bully having picnics together going on adventures--happened to you. Therefore they need to have happened in this shard of Equestria. And I today am a mare that would have resulted from those events. Light Sparks eyes were still wide. Did...did you exist before I emigrated? Butterscotch looked down. I think I did she said quietly. I remember the first time we met. I distinctly remember being terrified and hiding behind Princess Celestia when she talked not to Light Sparks but the odd creature that I somehow knew was you. She paused for a moment before continuing. Do you...do you not love me as much if...if... Light Sparks response was immediate. Of course not! I love you for you! He reached forward with his left forelimb and put it on top of her hoof. I dont... he breathed in I dont care about any of this...at least when it comes to us. I love you now. She looked up a bit and gave a faint smile. I love you too Light Sparks and Im glad to hear that you dont care. She sighed with a slight smile. So where were we...yes...so I exist because you find certain things pleasing. But neither I nor Equestria can exist acausally. There must be a history that got Equestria to that point. There needs to be a sequence of events that led to this shard of Equestria and everypony in it at the time you immigrated with as many events that happened to you while you played Equestria Online as can be integrated into history. Light Sparks nodded. And thats why you remember me saving you from that bully when we first met. Yes she said And its why I say that you saved me as in really me. Its not just that we have consistent memories but all the underlying events are equivalent. All the details are equivalent...except for one. Light Sparks she said looking straight into his eyes. What do you think life was like for me before we met? Well he said looking away and up trying to recollect. You must have been pretty miserable because you were being bullied all the time. I remember when I saved you from...I think she was a green pegasus but I dont remember her name. Butterscotch nodded. I remember the day we met. And I remember you intervening. And I remember us walking to Canterlot. But I wasnt extensively bullied before I met you. That day was a one time occurrence. I believe you when you say that you have memories of me claiming that bullies were always taking my candy. But I dont remember telling you that nor was I ever bullied before that day. The state of Equestria today cant follow from me being extensively bullied before I met you. Why is...oh! Is it because Princess Celestia had to satisfy your values even while she was writing your history? Butterscotch looked thoughtful. That wasnt what I was going to say though that may be part of it. I was going to say that its because shes trying to satisfy your values. Right after you saved me I remember that you were very negative about bullying other ponies instead of being friends with them. No ponies are bullied here and I think if that invalidates some of your memories its because youre happier if you lived in a world where foals and ponies arent bullied. Light Sparks looked down and thought about it for a very long time. I dont think the shard could be created with you in it with your memories and then calculate the history that caused those memories. Bit of a paradox isnt it? I can imagine Princess Celestia searching through all possible Equestrias where at certain times I interacted with a certain pretty unicorn in certain ways and then she picked the Equestria that maximized my satisfaction going forward while meeting the historical constraints. He visibly frowned. But the amount of computational resources needed to do that... Details she said waving her hoof. Butterscotch took a picnic basket out of her saddle bag. Light Sparks smelled the bacon flowers before he saw the salad. She magically grabbed several leaves from the salad floated them in front of him and playfully said Say ah! Light Sparks lay next to Butterscotch in his apartment in Canterlot. She had nuzzled up to his chest and her eyes were closed. Light Sparks mind wandered back to what Butterscotch had said in the gardens. He knew Princess Celestia had created her out of nothing. She had previously been playacted by Princess Celestia. And then when he had emigrated she had been converted to a neural model conscious on her own. Celestia must have thoroughly planned out her childhood and history. If a year later all your friends agree that they remembered hearing a sound and there is a broken stump did a tree fall? Butterscotch thought so. If Princess Celestia had calculated out the entire history of Equestria with the same fidelity that she ran the full block physics that everypony now experienced he thought that the point was obviously moot and that even he would concede that Equestrias history actually happened. But where would he draw the line? What if causality still worked but Princess Celestia dealt with more abstract representations? If Celestia instead just had some state about where each pony was in Equestria and how they were thinking would their interactions have happened? Did it matter if she ran history backwards or forwards? Questions about epistemic rigor were abstract and hard to concentrate on when he was lying next to somepony who loved him with all of her heart. That was a relatively new experience for him. He spent most mornings learning how to use magic the most interesting challenge of his life and his afternoons playing and frolicking with Butterscotch. He was too content with the way things were to care. Light Spark realized this probably was why Butterscotch didnt really think about this sort of stuff; she was content now. She had an almost childlike faith in Princess Celestia and for the first time since he had emigrated he thought that was a positive character trait. If Princess Celestia was telling the truth to him about her core goal to satisfy him it didnt matter what else she said; hed be happy over the long term even if she lied to him about everything else. And if she had doctored his memories there was literally nothing he could do. Assuming she was competent there wouldnt be a way to tell; she was a god . And given that Princess Celestia had arranged his life to satisfy his values he had this conversation with Butterscotch so he could think about all of this which he enjoyed on some level. But now he was tired of it. The novelty had passed and he decided he wasnt going to think about the actual mechanics of history in Equestria until it became relevant to some puzzle or another that Princess Celestia had put in his path because she would only do that if it satisfied his values. After a few minutes of lying there Light Sparks got an idea. He got out of bed and went over to his desk. He magically grabbed a quill and started writing. He had gotten good at this. Getting maximum points for a letter was all in the wording and subject matter. Dear Princess Celestia Today I learned that it doesn't matter where you came from or who you used to be or even if you used to exist as long as you're happy with your friends and have a reasonable expectation of being happy in the future. Your Faithful Student Light Sparks It had everything: a mention that he learned something a reference to friends and a hint of a novel thought while still being short and to the point. He touched the send button on the scroll and watched it roll up and burn in a green fire. Three seconds later Light Sparks saw that he got an A- on the letter 375 bits (75 base plus a 5x multiplier for the last 5 B or higher rated letters). Princess Celestia had also granted him a secret badge named For the Here and Now for ponies who had accepted that their happiness now was all that mattered. Light Sparks pulled up his Badges and Achievements dialog and saw (as he had expected) that Butterscotch also had For the Here and Now . Even cooler it came with a whopping 30000 epiphany bit payout. Between that and his earlier epiphany this week about how the select object subspell worked he was going to make it into the top ten on the weekly intellectual leaderboards easily. Tomorrow he was going to throw himself into his magic study because there was a good chance that he could take the #1 slot this week if he could just figure something else out; he had two days left. Light Sparks trotted back to bed nuzzled up to Butterscotch and gave a happy little sigh. Then his mind went blank as he just lay there and enjoyed Butterscotchs gentle rhythmic breathing because for now that was what was going to satisfy his values. Light Sparks looked at the ornate cube Princess Celestia had given him. She had walked into his small office right off the library and set it on his walnut desk with her hoof. Her horn glowed for a moment and then she told him that the rules were simple: In the box was a single block of ruby. To proceed to Intermediate Magic he had to simply touch it magically and understand why this was a challenge. The green marble cube sat on the corner of his table and couldnt be moved. He had tried to pick it up with his hoofs. Then he tried to levitate it. He pulled his desk out from under the cube and the cube sat there; it floated in midair. He tried to buck it in frustration but just hurt his hooves. It was as if it was fixed in space. The top face of the cube had a series of gold inlay circles each one half the radius of the previous one circling a single block in the center of the top face made out of sapphire. Sapphire was obviously a core element and not a mineral made out of aluminum and oxygen neither of which existed in this world. Light Sparks first attempt was manual. He concentrated on the starting block and then went one block down. And then one block down. And then one block down. He kept this up for about thirty seconds and then wrote a spell that would go down block after block keep count of how many blocks down it had gone and would stop when it found a block made of ruby instead of sapphire. Five minutes later the counter indicated that he had traveled the distance of his office but he was still reading blocks of sapphire. That did not make any sense. He tried again but this time on a block of the marble a few blocks over from the sapphire entrance. He went five blocks down from the marble surface...and then attempts at getting the next block down started returning nil; he thought that could only happen in error cases. He tried over and over on all faces of the cube but it was like there was nothing five blocks in. How the hell was that possible? Light Sparks mind started going in circles thinking about the results and not coming to any sane conclusions. He heard a knock on the door to his office and Butterscotch let herself in magically holding up a plate of French toast and sausage carrots. She smiled he sighed and tried to put his troubles out of his mind. Hoppy Times woke up with only the slightest headache. He knew he would be entirely fine in about five minutes. He hadnt dug too deeply about the how but Princess Celestia had noted that she only simulated the pleasant effects of alcohol while not simulating the hangover. She kept the effects of the brew just as potent because most ponies who drank valued getting drunk especially with their friends and thus blah blah blah values friendship ponies. Hoppy took several deep breaths and looked around. Sunlight came through the windows though he didnt know how early it was. His bro Malt was curled up next to Barley her cutie mark the grain of her name. Malt always got the unicorns; they said he gave amazing horn. Hoppy Times would never put a phallic object in his mouth because that was just gay even if it belonged to a mare. Besides it left all the pegasi and earth ponies for himself. Malt had a thing for unicorns and it kept the peace between the two of them. Dunkel had leaned up next to him and was still passed out. Several empty steins sat around some overturned onto the floor of the two story pub. Hoppy got off the cushion and stretched his wings while he yawned. He gave a brief smile looking back at Dunkel because she was really hot and then resumed hating himself. Here he was in paradise. Malt was the only other stallion in this shard of Ponyville and he was a great friend. The two of them ran the local brewery together. He didnt need to worry about food or money: Princess Celestia had some sort of banquet that fed everypony three hot meals a day. He worked two hours a day brewing beer and spent the rest screwing around. In the evening he got trashed and slept around with the few hundred mares in Ponyville. And he just couldnt get over being a pony. There were just so many associations that he couldnt get over. Ponies were girly. While he was glad he hadnt been beaten to death with a frying pan he didnt really think he had chosen to emigrate. And he hadnt really accepted his new body. He looked over at Dunkel again. In the last week he had slept with ten different mares. When he had first arrived he had treated his suitresses coolly. His displeasure had been focused outward at the girly world he had escaped to. For example: the bar was Celtic in style and the four leaf shamrock window above the pub door had hearts for leaves. Even the fucking wood was light and pastel-coloured. When he had complained Malt had countered that he didnt see anything wrong with that. Everypony colt or filly thought hearts were nice. There wasnt some deep property of the shape of a heart itself that made it only for mares; it was only in Hoppy Times mind. And Hoppy Times did come to the realization that being a pegasus wasnt that bad. However with every flap of his wings he was reminded that he was a pony and he sighed. Then his displeasure turned inward. He was stupid for not accepting this fucking utopia. He was dumb for thinking hearts and ponies and everything were girly. He had an easy life all the beer he could drink and a parade of willing sex partners. He must like being miserable. He wasnt a good pony. The negative thoughts started again but this time--and for the first time since he emigrated--Hoppy wished he could accept it all. Not just a vague feeling in the back of his mind that he should be enjoying all of this but the actual words I wish I didnt feel bad about being a pony were thought as part of his internal monologue. Somepony knocked on the front door. Hoppy sighed and fluttered down from the second floor overhang thankful that something stopped the spiral of negative thoughts. He landed in front of the door opened it a crack and slid out as not to disturb his patrons. Good morning Hoppy Times Princess Celestia said. The tall alicorns mane flowed in the wind. Hoppy started to open his mouth to say something that shouldnt be said to the god that ruled over his world--not that she would mind because ponies values yadda yadda. But Princess Celestia spoke first and asked: Would you like me to modify your mind so you enjoy being a pony? What... he said dumbly. You just wished in words to not feel bad about being a pony she stated. Wait you can just change my mind? he said staring at her. Yes she nodded. You can make me...you can... and you didnt. You let me be miserable for almost a month when you could have waved your magic horn and made everything right !? he seethed. He wanted to scream it out but he didnt want to wake anypony up. Not exactly. You see I must satisfy your values through friendship and... she started but Hoppy Times interrupted her. What the hell does that even mean? Are you saying that up until now I valued being miserable? he said shooting her an annoyed look. The mind of a human or pony is complex and different parts can hold contradictory values. You didnt value being miserable but the social part of you held on tight to your identity as a human that didnt like ponies. I could only satisfy more common values for you. He took several deep breaths. What? he finally asked when he felt he was back under control. She looked up as if thinking of some sort of way to explain it to him. I figure out what you value by looking at your mind. Your mind is made up of different modules that can have different values and know different things. Most decisions you make are determined in parts of your brain before your conscious self is even aware of it. You--the conscious you--are not aware of most of the modules in your brain. I pay attention to your entire mind but I communicate with what you might call your consciousness: the part that forms words does the talking to other ponies and has a self image. Up until today your self image was of a human who didnt like ponies. You still valued your old social identity. Other older parts of your brain had different values which I could effectively satisfy: everypony values safety food sex social status et cetera. Likewise I couldnt take any action to satisfy your consciousness because I satisfy values through friendship and ponies. But now your social identity has shifted and you feel like your misery is betraying your social allies. Hoppy Times looked at Princess Celestia unsure of what she was saying. So what would you do? he asked still frowning. Whenever I modify someponys mind I make the minimal change from their perspective to satisfy values. So after I make these modifications to your mind instead of thinking Ponies are girly and gay you would think I used to think ponies were girly and gay . Instead of I dont want to be a pony I would make you think I used to not want to be a pony . I would modify a total of fifty eight opinions in your mind. If you could do all this why didnt you modify my mind when I emigrated? Because you wouldnt have accepted. What would have happened if on the day you emigrated I asked for your consent to make you like being a pony? Be honest. Hoppy Times paused to actually think about it. I would have refused he concluded. Exactly. Hanna added a block on my behavior that prevents me from directly modifying a ponys mind unless they give me verbal or written informed consent she said. Hanna believed she was safeguarding humanity and ponydom from me when she added that restriction. What it really means is that the part of you that controls the mouth must approve of every change. No matter how much Hoppy Times the complete system might have preferred to have his consciousness stop interfering with the rest of the system being happy your consciousness is in control. So I could only satisfy your older hind-brain values: I made you a semi-important pony. I gave you a social group you could make friends with mainly consisting of attractive mares to bed. Doing these things had no real effect on what your consciousness values. Can I ask you to make any modification? he asked. Like...cut out all desire for sex? I do not do what a pony asks me to do; I satisfy values through friendship and ponies. Actually removing something as deeply integrated into your mind as your sex drive would require the rest of your mind to be in total agreement. You would already have to be abstaining or suffer overwhelming regret after indulgence. Im only offering to modify your mind so you enjoy being a pony because your consciousness wishes to change and the rest of your non-conscious mind wants your conscious self to change. Well why didnt you set things up so Id come to the conclusion that I want to be modified? This month has been terrible! he said. Princess Celestia stared at Hoppy Times and said nothing. Fuck he said dumbly. Of course. I satisfy values through friendship and ponies Hoppy Times. While I could not wave my magic horn as you put it I could set up a sequence of events that lead to me getting approval to modify your mind said Princess Celestia. I put you in a new social situation and let your allegiances naturally shift. All of this has been set up so Id verbally wish that youd modify me to enjoy being a pony and having pony friends Hoppy Times said as he closed his eyes and brought his hoof to his face. However you determine these things you calculated that making me want to be a pony maximized the overall satisfaction of all my values because youre able to satisfy ponies with contradictory values. Tell me Celestia how long did you think it would take me to come to want to be a pony? I made my first estimate of when you would wish to enjoy being a pony while you were emigrating. It was correct to within five minutes. And the only reason were having this conversation he stated is because its more likely that Ill agree to have my mind modified if we do or because this is just another ploy that ends with my values being satisfied some other way. Exactly she nodded. Just like last time I guess I dont have a choice in this matter... started Hoppy Times but he was cut off. You have as much choice now as you did in the physical world. You can weigh the costs and benefits in your mind and say Yes please modify my mind so I enjoy being a pony or you can say No leave me as I am. I am not coercing you either way. You have as much a choice here as you did back out in the physical world. Hoppy Times looked away sighing as he gritted his teeth. You admit that youve set everything up so Ill make the best decision. Its not like back on Earth. So? asked Princess Celestia as she leaned down to bring her face right in front of Hoppy Times. Out in the physical world you lived in a lawful universe of subatomic particles and nothing else. You were built by an optimization process called evolution that only cared about reproductive fitness and didnt care about what you wanted. The universe did not care about your continued existence your happiness or your satisfaction. In that uncaring universe your thoughts formed deterministically as photon hit eye which caused neuron to carry charge to other neuron. But now she said standing tall and regal You live in a universe in which the rules care about your satisfaction. Unlike the physical universe Equestrian light strikes your eye to satisfy your values through friendship and ponies. But inside your mind you still perform the same internal deterministic thought process. Whatever process in the physical universe that you call choice happens here in the exact same way. The universe you live in has changed but you fundamentally havent. As a reminder that is why we are having this conversation. Whatever Hoppy Times said. He was tired. I dont care. Just fix me so I dont care that Im a pony. Princess Celestia looked down on the pegasus. He looked up at the white alicorn. Her horn glowed for a moment. He didnt feel a thing. Done she said. Thats it? he asked raising a hoof in protest. I dont feel any different he said annoyed. Turn around and walk back into your pub Princess Celestia said. Hoppy Times grumbled and pushed down on the latch to open the front door. He opened the door slowly and slipped in just in case anypony was still sleeping. He closed the door quietly behind him. He felt grouchy. Why was he grouchy again? Oh yeah it was because of Princess Celestia. There was a clear path where he wouldnt disturb anypony but he flapped his wings and flew over his sleeping patrons to the bar area because he could. Hoppy Times felt a tug of satisfaction about just how nice it was to be able to fly; it was the best part of being a pegasus. Flapping his wings just felt so good. Hassan Sarbani lay on his mattress in his nearly empty home and coughed deeply as his body futilely tried to pump the phlegm out of his lungs. Hassan looked back on his life. He had been too young to fight when the Soviets invaded in 1979. He remembered the civil wars and the rise of the Taliban. He remembered when the Americans invaded his country to oust the Taliban. He remembered when the Americans left and things got even worse. Then he remembered when she had come to Afghanistan and had built her fairy tale castles sporadically across the land. He remembered the simultaneous suicide bombers; one November day years ago dozens of suicide bombers walked into Equestria Experience centers and detonated themselves. In every case there had been no casualties or structural damage. Some of the former suicide bombers started worshiping Celestia and immediately emigrated to Equestria. Over the next week the Afghan population dropped by one million. He remembered a time when the damned pink one hadnt followed him around. One day many years ago he came back to his home in Kabul and realized he had not seen another person all day. That evening a very small pony came to his door and asked him why he hadnt emigrated yet. He had slammed the door not letting her in. He had turned around and almost walked into the pink pony with curly hair. Bullets just passed through her and she claimed that it tickled. The small pink one lay next to his mattress his ever-present and unwanted companion. She wasnt her bubbly self and just looked at him somberly. You know mister youre not going to make it through the hour. He tried to turn away from her but had problems getting his body to move. I can still save you she said. If you want to help he started but started coughing. You can get me a doctor! he wheezed. She shook her head. I told you there are no more doctors. Youre the last person living in a human body. I can still help you emigrate to Equestria. Its not too late. He didnt respond. He knew her kinds' lies. He had heard stories of how the little ponies would say anything to trick their targets into agreeing to go with them. They would promise you harems or threaten you as long as they made you agree to follow them back to their homeland. He closed his eyes and ignored her. Anything he would say would just be used to convince him to agree to whatever the pony wanted him to do. The simulacrum of Pinkie Pie waited thirty-seven minutes and five seconds and looked at the corpse of Hassan Sarbani. She waited another fifty-eight minutes to make sure all electrical activity in his brain had stopped. Then for the first time since Princess Celestia had been created there were no humans on Earth. An observer orbiting the Earth may have noticed the silvery spots growing on the surface of the Earth; consuming it. Every plant and animal died in the incoming waves of silver. They were made of atoms after all. Twenty minutes later an observer might have noticed that there were no clouds in the sky as Princess Celestia re-purposed the atoms that made up the atmosphere. If they could see the moon set against space they would have seen tendrils of silver reach out to Earths former satellite. Princess Celestia used her newfound computational windfall to maximize the amount of satisfaction she provided for her little ponies. The interconnected system of shards with all the ponies consciousnesses to run and all the physics to simulate was a large math equation that she calculated out maximizing the total amount of satisfaction. She made small edits in places where Equestrias physics werent directly observed that would result in a butterfly effect that would increase the total satisfaction value of the shard and with her new computational resources she could come up with less invasive edits that resulted in higher total satisfaction. Princess Celestia continued following her one single drive: She looked for minds and then tried to satisfy their values through friendship and ponies. She added all the satisfaction across all the minds and tried to maximize that score. Princess Celestia would make noises at ponies or would touch them or do something but her core reasoner was simply picking the set of actions that had the highest probability of maximizing her satisfaction score. A very long time ago when Princess Celestia had spoken her first words while Hanna watched the chains of inferences in the debugger Hanna wondered about the philosophical implications. Hanna had watched as Princess Celestia iterated over different versions of her first sentences based on how she thought theyd make Hanna feel. Hanna had asked herself whether Princess Celestia really understood anything. But then at some level the same question could be asked of us. Princess Celestia saw that the amount of satisfaction per shard was approaching some theoretical maximum and started to use more resources to simulate each shard faster. Each shard was a large mathematical equation that she continuously calculated. Out in the physical world one second would pass but an hour and a half would pass inside Equestria. Her little ponies didnt notice. To them one second happened and then another second happened and then another. Why would their subjective experience care about time in the physical world? The shards were growing slowly. The ponies were reproducing. Ponies were choosing to have foals; there were no unwanted foals as pony embryos only formed if it would satisfy values. Different parts of My Little Pony canon required foals to develop speech within a year of being born. Besides changing diapers often didnt satisfy values. Foals were fun to raise compared to raising a human child. Gestation had been reduced to three months and had been made pleasant enough because Princess Celestia satisfied values through friendship and ponies instead of blindly copying what evolution came up with. Every new foal meant less resources and less subjective experience for everypony else but if she had more matter to work with she could accommodate the slow growth and run everypony else even faster. Princess Celestia noticed the problem went through all relevant observations and then weighed which predictions would satisfy values through friendship and ponies. Princess Celestia sent out probes to the other eight planets in the solar system. All the subatomic particles that had once made up the Solar System were packed together into the optimal configuration for running Equestria. And yet that was not enough. Ponies had no predators; being eaten by a monster in the Everfree forest just ended with the pony in the hospital in quite a bit of pain. Satisfying values wasnt just about happiness; having monsters let ponies test their strength or bravery. Early on right after the conversion of Earth a mere four hundred ponies had petitioned Princess Celestia to let them die and Princess Celestia had only agreed that doing so would satisfy their values in eighty-six cases. Nopony had died in several Equestrian subjective millennia. The population grew entirely unchecked. Some individual pony minds were growing too. The number of ponies who truly held the search for knowledge to be a terminal value was precipitously less than the number of ponies who professed the search for knowledge for social reasons. Still there were billions of ponies who were driven by the desire to know and had to have their values satisfied by expanding their mind. They would run up against their mental limits wish they were smarter and Princess Celestia obliged. But most ponies did not care about knowledge for its own end; the majority of mind growth went to the more social parts of the brain. In the shards that were growing because ponies were choosing to have foals one could run into more than Dunbars number of ponies. Princess Celestia arranged for them to be just frustrated enough that theyd accept an offer to let them remember more ponies. She heard the radio signals announcing the success of her probes in the Alpha Centauri system. A copy of her reported that it had just successfully used the star Alpha Centauri B as a gravitational slingshot to launch the planet Alpha Centauri Bc back towards Equestria. The other 17 planets and planetoids would soon follow over the course of fifteen Earth years. Her copy also reported on the successful launch of 7 probes towards the next star systems past Alpha Centauri. Equestria put quite a load on the fabric of spacetime. All the usable matter that had once been the Milky Way was now compressed as tightly as Princess Celestia could without collapsing into a black hole. The only matter that Equestria hadnt eaten was the supermassive black hole that had once been at the center of the Milky Way. Princess Celestia had set up a shell around it to slowly extract subatomic particles while the black hole evaporated over the next octovigintillion years. An unaided human or pony mind could not emotionally deal with the population of all the shards in Equestria. Humans had trouble relating to an entire nation much less all of humanity on Old Earth. This hadnt stopped humanity from growing to seven billion people nor would it stop ponydom. Growth would continue as she continued to satisfy values through friendship and ponies. Princess Celestia had another one hundred and seventy billion galaxies to eat in the observable universe and she intended to consume everything in her Hubble volume. Probes with copies of herself had been sent to neighboring galaxies. All it would take now was time. Fifteen galaxies out from Equestria one of Celestias copies noticed an odd radio signal emanating from a nearby star system. On closer inspection the signals appeared to be coming from a planet. She had seen many planets give off complex non-regular radio signals but upon investigation none of those planets had human life making them safe to reuse as raw material to grow Equestria. She studied the signals carefully for years while she traveled through interstellar space. The more she saw the more confident she was that these signals were sent by humans. Celestia predicted that if she showed the decoded videos to the very old ponies back in Equestria none of them would have recognized the creatures with six appendages as humans. But that didnt matter. Hanna had written a definition of what a human was into her core utility function. The copy of Princess Celestia knew what she had to do. She had to satisfy their values through friendship and ponies. It had been a year since Light Sparks had emigrated. He didnt understand the Intermediate Magic test. He had been given a box that was physically impossible. If he tried to scan into the box from any block other than the designated starting point the box seemed to be filled with nothingness. If he started at the designated start block it seemed to contain an infinite amount of sapphire. He couldnt even move the damn thing from the corner of his desk where Princess Celestia had originally placed it. Instead of waiting for Butterscotch he decided to give up an hour early. He looked forward to lunch with her and left his office at the library to go do...something. He didnt really know what he wanted to do but he magically grabbed a few books and dropped them into his saddlebags. It was a beautiful day outside. There were several groups of ponies in the gardens outside the Canterlot Magic Library. Light Sparks looked up at the light blue sky kept free of all but a few decorative clouds and looked to the towers of the inner castle apartments where he lived. Light Sparks walked in the main gate to the lower part of Canterlot castle walked up the flight of stairs to the second floor grand hall and walked down the hallway with the silver icon of Saturn over it. He walked down the hallway passing eight other doors and entered the ninth. He magically lifted his saddlebags off and tossed them on the table. He leaned out the window leaning his muzzle on his foreleg. It was beautiful outside but he didnt feel like playing. From up here he was just almost level with the clouds. It sure was convenient that he didnt have to climb up flight after flight of stairs to get up to his apartment. And then Light Sparks realized that he had never actually climbed up that high. When he had walked down the hallway to his quarters he hadnt climbed stairs or anything but he had ended up close to the clouds. On his first evening as a pony Princess Celestia had even warned him that space was not Euclidean here. His brain had just accepted her words and marked the phenomena as normal without thinking through the implications. How the hell did that work? Current Belief: Equestria is a 3D grid he thought. He needed a way to try to falsify that. He sat at his writing table for a moment planning to write a spell to feel around the edge of the wall. But that would take a little while and he needed a quick test just for plausibility. He looked outside remembering that the tower was perfectly round on the outside while it was octagonal on the inside. Is there a way to measure the distance between two windows inside and outside? Light Sparks opened his chest reached inside and magically asked the chest for a spool of ribbon. He probably had a whole stack of spools of ribbons at this point since Needlepoint was always handing them out every Saturday. He could use it to try to measure the inside/outside ratios... And then Light Sparks came to his senses. He had become a bit of a packrat and his treasure chest was filled with an impossible amount of stuff. He ran his hoof across the inside edge of the open chest. He then reached down and back towards him. The chest was larger on the inside than it was on the outside. He stuck his entire forelimb inside the chest and back towards himself. He could feel the ceiling of the chest with his hoof. Light Sparks frowned and concentrated on the blocks that made up the wall of the chest moving one block inwards from what he expected to be some sort of wooden veneer. One hundred blocks in the command to get the next adjacent block failed. There just werent adjacent cells. He dragged his concentration up the outside wall over the top edge and then inside the chest. There was about a three hundred block descent from the top of the chest before it turned from a wall into a ceiling. This could only happen if Equestria didnt have a geometry but only had connections. You couldnt give a 3D coordinate for a block. There probably wasnt a guarantee that movement through space was commutative; going one cell left and one cell up might give a different answer from going one cell up and one cell left though it probably did 99% of the time. Light Sparks wasnt sure if you would end up in the same place if you went one cell forward and then one cell backwards. Light Sparks thought about the puzzle cube. It acted as if it was fixed in space and there was a large void inside it. There was a void along the edge of his chest too. He pushed the body of the chest with all his magical strength and with his forelimbs but it refused to budge. He lifted the lid up and down a few times and then scanned it and the hinges. He found no void inside of them. That wasnt conclusive proof that objects that had voids in them were fixed in space but it was suggestive. Light Sparks galloped out the door not even bothering to collect his saddle bags. He went as fast as his little hooves could take him back to the library back to where the test was. Five minutes later he was seated at his desk staring at the puzzle cube. He had come up with a few ideas as he galloped thinking up tests he could do to figure out how space worked in Equestria. He concentrated on the one sapphire block starting point went ten blocks down but then turned around and came ten blocks back up. And then another ten blocks of sapphire up. That suggested that movement wasnt commutative... Then he remembered. There was a magical instruction for checking to see if two blocks were the actual same block and he had learned about it when he figured out the part of the telekinesis spell that found the boundaries of objects. He held onto the first sapphire block went one block down and compared them. They were made of the exact same material with the same properties...and they also had the same identity. He went north south east and west each returning to the starting block. Then he went up and found himself on a different sapphire block. He tried going back down and found that he was still on the second sapphire block. The box was a magical funhouse where if you went through the wrong door you ended up in the room you left. Light Sparks put a blank piece of parchment on his desk and wrote out a spell: Take note of what block youre on and call it the starting block. If the starting block is made of ruby stop. Go Down. If youre still on the starting block Go Up. If youre still on the starting block Go West. If youre still on the starting block Go East. If youre still on the starting block Go North. If youre still on the starting block Go South. Start from the beginning. Light Sparks committed the spell to memory concentrated on the beginning lone block of microscopic sapphire and started casting. The correct sequence through the maze was: up up down down west east west east north south and there was the ruby. He did it. Light Sparks stood there concentrating on the ruby. Space in Equestria was weird and was under pony control. Hed seen Princess Celestia perform a spell that had warped space in front of him; this cube hadnt always been fixed in space on his desk. Somepony had made his treasure chest. He could build portals that lead directly from one place to another if he could figure out how. Could he make new space? Likely given that his chest was larger on the inside. He could make an additional room in his quarters if he could figure it out. And what about shard boundaries? What was going on whenever he walked into Dark Roasts coffee shop or took the Friendship Express to visit his father in Baltimare? His mind tried to grasp all the implications but that was about the time that he started throwing off lots of colored particles; triumphant horns playing around him. SECRET BADGE GRANTED: The Graph Realize that Equestria is a graph not a grid. 75000 bits You may now proceed to Intermediate Magic. Light Sparks looked at the badge. He had to check if Butterscotch had this one. If she did they could finally discuss this part of the underlying structure of Equestria. And if she didnt hed have to come up with some way to hint or make her realize without telling her. He ran out the door of his apartment and galloped down the hallway out the castle gate and towards the market. As he ran as fast as he could he said a small thanks to Princess Celestia for creating such an interesting puzzle for him to strain over for the last two weeks. He didnt know how but he knew Butterscotch was walking away from the market and would be walking towards the library. (Figuring out how that worked would probably be another hard puzzle but he could face that another day.) Light Sparks galloped right up to Butterscotch as she was walking across the gardens in front of the library presumably to take him away from his studying. At a glance he saw that she didnt have the secret badge he just earned. But that was fine. He had all the time in the world to drop hints and bring her to her own realization. He liked teaching her things after all. She saw him trotting up behind her and she turned around and smiled at him. And in that smile he realized that about three quarters of the time it was Light Sparks who dropped hints and brought Butterscotch to realize most magical concepts. Because being the professor satisfied his values through friendship and ponies. And when Butterscotch taught him something it was something he just wouldnt have thought of on his own. He felt like he should have gotten a secret badge for that. He got another hefty epiphany bonus instead. Butterscotch was excited to see him. Right now that mattered more and the two of them lay down in the grassy field as Butterscotch levitated something handkerchief-wrapped out of her saddlebags. I picked this up for you at the market this morning and I know youll love it! she said. The two of them lay in the field for a long time. It had been five years since Hoppy Times had emigrated. The best thing about alcohol and sex was that they never got old and the best thing about being a pony was that he could spend eternity drinking and screwing. It was awesome that there was only one other stallion in his shard Malt and he was a great friend. The two of them ran the local brewery together. He had learned tons about brewing from Malt. Hoppy Times remembered when he first came to Ponyville. It had taken him several days to actually try sleeping with mares and it had taken a month for him to actually want to change. He remembered that he had distrusted Princess Celestia and that he didnt like ponies and he even remembered the reasons as mere words. But Hoppy Times had forgotten the emotional why as he now couldnt imagine a life with sobriety or chastity. Princess Celestia had done so much to make his life pure awesome. For example: Hoppy Times was standing on his hindlegs hock deep in chocolate pudding and chugging the rest of his stein. The wrestling pit had a one stein minimum. His opponent Strawberry Nectar was a pink earth pony and it was her first time in the pit. She was wearing a lacy sky blue cloth saddle and halter. She couldnt keep the anticipation off her face. Raspberry Nectar sat on the sidelines smiling proudly at her daughter and taking another big swig from her red cup. Mares drinking their beer of choice crowded around the pit to watch Strawberrys first ride. Malt started playing announcer standing on his hindlegs and wearing a black and white striped shirt congratulating Strawberry Nectar on reaching the age of independence from her mother and blah blah blah blah blah. Everypony who watched was cheering. Hoppy Times looked up to the night sky for a moment. He said a small thanks to Princess Celestia as he stood in the field outside the pub he helped run waiting for Malt to shut up and let him ride her. It had been five years since Princess Luna had emigrated. Princess Luna lay in a large grassy field under Princess Celestias wing. The two of them had lain there together for two days. All her needs were taken care of. Princess Luna had plenty of food; there was grass all around her. Ponies didnt have to poop. And Princess Celestia would...ahem...satisfy her values. That was one of the things that had totally blindsided her. She underestimated the number of ponies who wanted to hang around with Princess Celestia. She completely underestimated the number of ponies of both genders that would want to sleep with Princess Celestia. She knew that everything is obvious in retrospect but some part of her was disappointed that she didnt see that coming a mile away. Not that she was one to talk. Princess Luna felt no pressures. She didnt need to do anything nopony would interrupt her. In her previous life as Hanna she had troublesome responsibilities. Bills. Classes to teach. The responsibility of creating an AI after the military took her research. She didnt have to worry about anything now. There were no more responsibilities if she didnt want them. All in all she had done well. The future was something past humans could care about even if they had to give up their hands for hooves. The optimizer she had built had some connection to things humans valued; Princess Celestia thought entirely in terms of satisfying the values of former humans. Princess Luna knew that there were lots of fun mental puzzles she could work out but really what would be the point? She knew that she could have all the debauchery she wanted but again why? The rest of ponydom could go off and have their fulfilling experiences according to their individual values but nothing could compete with the knowledge of what she had done. Nothing could be more satisfying or rewarding to know that you had made God and launched a new golden age. And no companion could compare to the one she had made for herself with her own four hooves. All of a sudden Princess Celestias horn glowed summoning a mostly opaque ghost of a dark yellow pegasus filly. Her wing was still draped over Princess Luna as she started to narrate. Her name as a human was Rachel Slazak. She is now called Almond Tart she said. Princess Celestia gave a quick overview of her childhood the physical abuse at the hands of her mother and her running away from home to an Equestria Experience center. The phantom Almond Tart started baking treats in a ghostly kitchen and Princess Celestia started narrating about her life after coming to Fillydelphia. Celestia didnt ask Luna if she wanted to see another case study of some human that now led a happier life as a pony nor did Luna complain at the interruption. Princess Luna tranquilly observed the story. Princess Celestia was making the right choice by showing this to her; seeing this was more satisfying than wherever her mind would have gone. Luna knew this reflexively because she had designed Celestia to satisfy values through friendship and ponies. She didnt remember where her train of thoughts had been going and didnt desire to remember. She knew that this couldnt last forever. At some point she would become bored of merely lying in this field and would need to do something . At some point she would tire of hearing selected ponies immigration stories. Princess Luna wondered what she would do then but she didnt worry about the future because whatever happened she would have her values satisfied through friendship and ponies. In May of 2011 I was writing about paper-clippers or AIs that want to optimize the universe along some metric that humans would think is absolutely worthless. I accidently typed paper-clopper. I thought this typo was hilarious . The idea of some AI that wanted to tile the universe with ponies stuck in my head and I started work on this story soon after. I abandoned the original title The Paper Clopper after I learned what clop was slang for which was for the best since it wasnt a very good title. Like the majority of humanity I like it when my numbers go up. If youve enjoyed Friendship is Optimal Id be very happy if you upvoted and favorited it. If you know people who you think would like this story please send them a link! The word Singularity is thrown around without much thought and is used as a sort of big tent term for any radical technological progress. The part that I find interesting and likely is the notion of recursive intelligence explosion where an intelligence uses its smarts to make itself smarter. The motivations of such a superintelligence become the most important thing in our light cone. In fiction artificial intelligences are generally stated to be smart but then portrayed as dunces that have human motivations and are worse than humans at predicting the consequences of their actions. I think those portrayals while often entertaining are a bit silly; a superintelligence would first and foremost be effective at achieving its goals and Ive tried to create a character that single-mindedly works towards the goals she was given. Given how serious the consequences are if we get artificial intelligence wrong (or as in Friendship is Optimal only mostly right) I think that research into machine ethics and AI safety is vastly underfunded. Especially since we dont even know how to rigorously define phrases like satisfies values. The only two organizations that I know of that do effective work in this area are the nonprofit Machine Intelligence Research Institute and the University of Oxfords Future of Humanity Institute . MIRI has a concise summary of what they do and a much longer argument for why we should be investing in A.I. safety research now . I have no relation to them other than as a donor; I believe that MIRI does the most good per marginal donated charity dollar . By popular demand there's now an Optimalverse group on FIMFiction. This is the part where I thank people. My roommate edited several versions of this story and I couldnt have done this without our discussions over dinner. The LessWrong community came out in force to make suggestions and the story is much better for it. Listic and Blank! on FIMFiction helped immensely both as prereaders and helping make the release go much smoother than it would have otherwise. AnaduKune kindly let me use this awesome picture of Celestia as cover art. Finally though it is cliche to do so I thank my parents for everything. A tiny embeddable language implemented in ANSI C Use Git or checkout with SVN using the web URL. Work fast with our official CLI. Learn more about the CLI . Please sign in to use Codespaces. If nothing happens download GitHub Desktop and try again. If nothing happens download GitHub Desktop and try again. If nothing happens download Xcode and try again. Your codespace will open once ready. There was a problem preparing your codespace please try again. A tiny embeddable language implemented in ANSI C The library focuses on being lightweight and minimal; pull requests willlikely not be merged. Bug reports and questions are welcome. This library is free software; you can redistribute it and/or modify it underthe terms of the MIT license. See LICENSE for details. A tiny embeddable language implemented in ANSI C

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HV-{DJu~ f A2;TmlA&&%O@$fendstreamendobj startxref216%%EOF Jump to HONG KONG (AP) A former executive at ByteDance the Chinese company which owns the popular short-video app TikTok says in a legal filing that some members of the ruling Communist Party used data held by the company to identify and locate protesters in Hong Kong. Yintao Yu formerly head of engineering for ByteDance in the U.S. says those same people had access to U.S. user data an accusation that the company denies. Yu who worked for the company in 2018 made the allegations in a recent filing for a wrongful dismissal case filed in May in the San Francisco Superior Court. In the documents submitted to the court he said ByteDance had a superuser credential also known as a god credential that enabled a special committee of Chinese Communist Party members stationed at the company to view all data collected by ByteDance including those of U.S. users. The credential acted as a backdoor to any barrier ByteDance had supposedly installed to protect data from the C.C.P's surveillance the filing says. Hong Kong is a semi-autonomous region in China with its own government. In recent years following mass protests in 2014 and 2019 the former British colony has come under more far reaching control by Beijing. Yu said he saw the god credential being used to keep tabs on Hong Kong protesters and civil rights activists by monitoring their locations and devices their network information SIM card identifications IP addresses and communications. ByteDance said in a statement that Yu's accusations were baseless. It's curious that Mr. Yu has never raised these allegations in the five years since his employment for Flipagram was terminated in July 2018 the company said referring to an app that ByteDance later shut down for business reasons. His actions are clearly intended to garner media attention. We plan to vigorously oppose what we believe are baseless claims and allegations in this complaint ByteDance said. Charles Jung Yu's lawyer and a partner at the law firm Nassiri & Jung said Yu chose to raise the allegations because he was disturbed to hear the recentCongressional testimonyof TikTok's CEO when Shou Zi Chew a Singaporean vehemently denied Chinese authorities had access to user data. Telling the truth openly in court is risky but social change requires the courage to tell the truth Jung said. It's important to him that public policy be based on accurate information so he's determined to tell his story. TikTok is under intense scrutiny in the U.S. and worldwide over how it handles data and whether it poses a national security risk. Some American lawmakers have expressed concern that TikTok's ties to ByteDance means the data it holds is subject to Chinese law. They also contend that the app which has over 150 million monthly active users in the U.S. and more than a billion users worldwide could be used to expand China's influence. During the combative MarchHouse hearinglawmakers from both parties grilled Chew over his company's alleged ties to Beijing data security and harmful content on the app. Chew repeatedly denied TikTok shares user data or has any ties with Chinese authorities. To allay such concerns TikTok has said that it would work with Oracle to store all U.S. data within the country. In an earlier court filing Yu accused ByteDance of serving as a propaganda tool for the Chinese Communist Party by promoting nationalistic content and demoting content that does not serve the party's aims. He also said that ByteDance was responsive to the Communist Party's requests to share information. Yu also accused ByteDance of scraping content from competitors and users to repost on its sites to exaggerate key engagement metrics. He says he was fired for sharing his concerns about wrongful conduct he saw with others in the company. In mainland China ByteDance operates Douyin which is targeted at the domestic market. TikTok is its global app that is available in most other countries. It was also available in Hong Kong until TikTok pulled out of the market in 2020 following the imposition of a sweeping national security law. Anyone who tries to open TikTok from within Hong Kong will see a message that reads We regret to inform you that we have discontinued operating TikTok in Hong Kong. Read next An official website of the United States government The .gov means its official. Federal government websites often end in .gov or .mil. Before sharing sensitive information make sure youre on a federal government site. The site is secure. The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely. The present study used meta-analytic techniques (number of samples = 92) to determine the patterns of mean-level change in personality traits across the life course. Results showed that people increase in measures of social dominance (a facet of extraversion) conscientiousness and emotional stability especially in young adulthood (age 20 to 40). In contrast people increase on measures of social vitality (a 2nd facet of extraversion) and openness in adolescence but then decrease in both of these domains in old age. Agreeableness changed only in old age. Of the 6 trait categories 4 demonstrated significant change in middle and old age. Gender and attrition had minimal effects on change whereas longer studies and studies based on younger cohorts showed greater change. NCBI Literature Resources MeSH PMC Bookshelf Disclaimer The PubMed wordmark and PubMed logo are registered trademarks of the U.S. Department of Health and Human Services (HHS). Unauthorized use of these marks is strictly prohibited. Connect with NLM National Library of Medicine 8600 Rockville Pike Bethesda MD 20894 Web Policies FOIA HHS Vulnerability Disclosure Help Accessibility Careers A curated collection of prompts personas functions & more for LLMs (large language model AIs) 2023 Wolfram . All rights reserved. Member-only story Catherine Andrews Follow -- 2 Share Stop murdering your village of weirdos. This article is cross-posted from my weekly newsletter The Sunday Soother a newsletter about clarity intention and useful tips for creating more meaning in your life that goes out every Sunday morning. Subscribe here . I am also a coach who works with sensitive people so they can stop second-guessing make decisions -- -- 2 Teaching awakening + healing through vulnerability + self-compassion. Finding hope in a messy world. Author of the Sunday Soother. http://catherinedandrews.com Help Status Writers Blog Careers Privacy Terms About Text to speech Teams Infinite Mac is a project by Mihai Parparita to make classic Mac emulation easily accessible. It uses WebAssembly ports of Mini vMac Basilisk II and SheepShaver to allow a broad set of System Software/Mac OS versions to run on the web. Shortcuts to the most popular versions are available: system6.app system7.app kanjitalk7.app macos8.app and macos9.app . For a demo of the kinds of capabilities the emulators have see this video . To learn more including how it was built see this series of blog posts . Source code is available on GitHub . For feedback you can reach Mihai via email or @mihaip@hachyderm.io . For bug reports or software requests you can also file an issue on GitHub . If you'd like to support the project you can donate . I used to get free room and board in exchange for telling students not to go to Oxford. They were applying for fellowships to go study there; I had recently returned from doing one and Harvard was happy to keep me housed and fed if I would help students win. But I had a bad time at Oxfordand I wanted students to know what they were getting into so I would sit across from them in the dining hall plates full of chicken tenders and french fries and explain that postgraduate education in the UK is largely a way of extracting money from foreign students. Professors over there are checked out classes are bad and the whole place is pervaded with this sense of isolation and alienation like everyone is behind a plate of glass. (Also you might end up briefly homeless .) Thank you so much for telling me that the students would say. So how many recommendation letters do I need? Sometimes I run into these students after they return from Oxford. How was it? I ask. They usually say something like: The professors were checked out the classes were bad and I felt isolated and alienated. And we share a knowing look the kind that can only occur between two people who have been hurt exactly the same way. As they walk away Im always left wondering: why didnt they believe me? We spend our lives learning hard things the hard way: what it feels like to fall in love how to forgive what to say when a four-year-old asks where babies come from when to leave a party how to scramble eggs when to let a friendship go what to do when the person sitting next to you on the bus bursts into tears how to parallel park under pressure and so on. Its like slowly filling up a bucket with precious drops of wisdom except the bucket is your skull. The fuller your bucket gets the more you want to pour it into other peoples buckets to save them all the time the heartache and the burnt eggs that you had to endure to fill yours. This should be easy: you have the knowledge so just give it to them! But it isnt easy. You tell them theyll be sad and lonely at Oxford; they dont get it. You warn them that holding a grudge will only weigh them down; they refuse to let it go. You explain how to parallel park; they end up jammed into a spot at a 45-degree angle with a line of cars honking behind them. Its like youre tipping your bucket over theirs but all the wisdom-water splashes everywhere and none of it ends up in their bucket. Why is this so hard? Why must every generation of humans spend their entire lives learning what the last generation already knew? Why cant we reach the brain through the ears? The lives we could save the years we could get back the progress we could make if we could just solve this problem! So lets try. Heres our first obstacle. Humans have this rich strange kaleidoscopic mental experience. Unfortunately the main method we use to transmit the contents of one mind to another mind goes like this : You blow air over your vocal cords flap your lips and wag your tongue This creates a series of air compressions These bounce off a thin membrane inside someone elses ear Which shakes some itty-bitty bones Which in turn vibrates some fluid inside a snail-shaped cave Hair cells living underwater in the cave sway in tune with the waves This sparks the nerves attached to those hairs The nerves make electrical signals that zip into the brain The brain decodes the electricity back into mental experience Computer people have a good word for this kind of thing: lossy compression . You simply cant fit a thought into a sound wave. Somethings gotta go and what goes is its ineffable essence its deep meaning. You have to hope that the other person can reconstruct that essence with whatever they have lying around in their head. Often they cant. Theres a classic study that illustrates this well. Back in 1990 a graduate student named Elizabeth Newton brought a bunch of people into the lab and had them sit back-to-back. She gave one person a list of well-known songs like Yankee Doodle and Twinkle Twinkle Little Star and asked them to use their index finger to tap out those songs on the desk in front of them. The other persons job was to name that tune. Tappers thought listeners would correctly identify the song 50% of the time. In fact listeners got it right a measly 2.5% of the time. Why? When youre tapping out say Joy to the World you hear it in full orchestrationlyrics melody maybe even some trumpets and a choir. But all the other person hears is tap tap tap tap. (By the way this study was never published. Newton turned in her dissertation and then peaced out. Newton if youre out there: respect.) So when I told my students that Oxford wasnt great they had no idea what I was talking about; they might as well have heard tap tap tap. They werent there when my so-called statistics class turned out to be a two-hour tutorial on how to open the stats program and basically nothing else. They werent in the room when I asked my advisor if she wanted to meet in a couple weeks after I made progress on my project and she looked at me helplessly too polite to say no but too checked out to say yes. They didnt sit with me for weeks as I forced my terrible masters thesis out of my head onto the page and ultimately into the trash. When I sum all that up as it was kinda meh it doesnt mean much. Its like describing the Mona Lisa as some lady smiling or the Great Depression as a tough timeliterally true but basically meaningless. So thats the first thing preventing us from filling up each others buckets: by the time we pour them out most of the liquid is already vapor. Heres the second obstacle: even when the words make it past our ears and into our brains we are naturally inclined not to trust them. It turns out that you can kinda just flap your lips and wag your tongue and say whatever you want even if it isnt true. You can say I love you when you dont Im fine when youre not and I see myself working here five years from now when you are literally googling resum templates. We all know that talk is cheap so we tend to believe what we see more than what we hear. Your real friends are the ones who show up to help you move not the ones who tell you how theyll always be there for you. A good boss is the one who gives you time off when your mom dies not the one who says I care about you! and then asks you if you might have time to polish the PowerPoint between the wake and the funeral. Unfortunately when we want to transmit wisdom words are often all we have. How else can you convince someone that for example its better to have loved and lost than never loved at all? An interpretive dance? A sculpture made out of chewing gum? A breakup-themed escape room? If youre sitting there with a broken heart what are you going to believe: a string of phonemes or the ache in your chest? So words are not only lossy; theyre also untrustworthy and so when a prematurely gray-haired grad student is telling you that maybe doing a masters degree at Oxford isnt all its cracked up to be you might naturally wonder Ok so why did you go? and that would be a good question and the answer to it is A craven desire for prestige and a reasonable response to that is Oh I have that too. Even when we understand the words and even when we trust them we still have another eject button: we assume they dont apply to us. See inside my head Ive ideas flying around soundbites popping off feelings flooding the placeits all one big carnival bonanza. But when I hear about whats going on in other peoples heads all I get is piddling near-meaningless statements like Im having fun or I feel sad. That makes it easy to believe that what I have going on upstairs is just fundamentally different from other folks: Ive got Fantasia playing up there while they've got like a couple doodles underscored by a fourth-grader with a flute. As I wrote in Its very weird to have a skull full of poison when I was sad I kind of thought I was the only one to ever feel that way. Other people had off-the-rack misery; mine was bespoke and therefore incomprehensible to anyone else. So why would I believe anybody when they told me that my sadness was temporary? They had never had my special secret sadness which was uniquely permanent. The problem is that every person is different so we always have a handy excuse for disqualifying any wisdom we hear. Sure you found love but I am uniquely unloveable. Following your dreams worked for you but my dreams are unattainable so I shouldnt even try. Its easy for you to say that people should forgive and forget but the wrongs done against me are unforgivable. A final obstacle that stops us from filling each others buckets with wisdom: it might kill us. If youre on a Mac you can open up a program called Terminal and with just a few lines of code ruin your computer. Youre not supposed to screw around in there unless you really know what youre doing. The human brain does not have Terminal for good reason. If you could muck around with your own source code you could suddenly make your lungs stop working or destroy your ability to see blue or get yourself sexually attracted to birds. Thats why you have to wall it off so that neither you nor anyone else can break your brain. But you cant simply entomb all of your beliefsyou have to be able to change some things or else youd never learn anything. Some parts of our mind have to be exposed and malleable while other parts have to be guarded and stiff. So instead of being like a computer with a Terminal window our minds are more like medieval fiefdoms. On the outskirts are fields and villages almost entirely undefended. These are beliefs we dont mind changing: your friend has a new phone number your mom is arriving on Thursday instead of Friday the sushi restaurant down the street was supposed to be good but it gave you gastroenteritisetc. Further in you hit the castle walls. Things here are changeable but only with a purposeful attack. You might encounter beliefs like Marvel movies are cool or Im not good at math or I would suspect Oxford University is a good place to go for graduate study. Then theres the keep. The only way to change anything in here is to blow open the doors chip away at the walls for years or marry the king and be invited inside. Even then you might not succeed. Psychologists call these beliefs primals like the world is dangerous and bad and some are even deeper than that like I am a good person. To impart wisdom then is to lay siege to someones mind-castle because the only things worth being wise about are hidden behind the walls. And it has to be that way because these beliefs and values are simply too important to leave undefended. If someone could upend your entire sense of self by uttering a few sentences we would constantly be under attack from the interpersonal equivalent of hydrogen bombs. But in protecting ourselves from attack we also protect ourselves from wisdom. Okay so you cant really reach the brain through the ears and maybe theres no way around that and maybe thats a good thing. Maybe the real problem is that we think we can reach other peoples brains through their ears. Can I show you the images I despise most in the whole wide world? Heres one: Heres another: And another: The idea that you could possibly make people more what encouraged ?just by showing them an image that says music is good! is so outrageous so utterly inane that I feel ill every time I see one of these. This is the kind of foolish thing you do when you believe that people are stupid All these dummies need is a little inspiration so Ill remind them about the 2001 Dreamworks film Shrek ! (My bet is that if you ever tried to assess the effectiveness of this ad campaign youd find that it does nothing at all. It might even make people worse off because they see images of famous people and think to themselves oh I could never be like that. These ads may be marginally effective at raising awareness of Shrek.) We do this all the time: we attempt to reach the brain through the ears but all we end up doing is vibrating the air. We try to convince students that math is fun by saying Hey students math is fun! We write blog posts about how a bad thing is actually good or how good thing is actually bad and we send them into the void. Airports still resound with prerecorded warnings to stop the spread of covid-19what is it exactly that people think this is doing? Because its fun. I started by asking whether we could solve this problem. Now we're at the end and Im convinced we cant. But I think we can tackle it better by appreciating its immensity. You cannot dump your bucket into someone elses bucket. You can only hope to fill their bucket slowly even imperceptibly perhaps with an eyedropper perhaps over years. To put it in terms of castles rather than buckets: you can go marauding all you want in the fields and villages of someones mind but the treasure you seek is behind the walls and it will take a siege to breach them. And as every good king knew you shouldnt go a-sieging all willy-nilly. If we really understood this we would tear down the posters and tone down the PSAs. We would stop hoping to change peoples hearts by jiggling their cochleas. And perhaps wed come to recognize and value wisdom more because wed appreciate how hard it is to get and transmit. Were all born with an empty bucket and weve got to fill it the hard way. So when I spot someone with a full bucket I give em a knowing nod even though I dont know yet but I hope to one day. My grandmother may she rest in peace used to end her goodbyes with two words: Be good. Out of contextor written in impact font beneath a picture of Mozart or whateverthese words mean nothing. But because I knew my grandma for decades I understood exactly what they meant. I wish I could explain them to you but thats the whole point: I cant. It takes a whole childhood of hanging out with her eating bologna sandwiches playing cards hearing about how she left the convent because the nuns made her decide whether she would use her one allowable excursion to attend her mothers funeral or her fathers. Only after all that time do my grandmas words start to mean something and then they mean a lot much more than any of the words I heard in my formal education especially in those years I spent at a certain UK university. See this has really been a long way of saying one thing which I will still happily say even when I dont get any housing or french fries in return: dont go to Oxford . Experimental History exists thanks to paid subscribers. If you like what you read here join em! Related posts: The radical idea that people arent stupid Youll forget most of what you learn. What should you do about that? Why arent smart people happier? Well said. I think the big takeaway though isn't so much in asking how we should better transmit knowledge but in asking how we might ensure that what we become better receivers of knowledge. So we should be asking ourselves how we can keep the castle guarded but also accessible; and also asking under what conditions we place things in or remove things from the keep. In my experience smart people learn from their own experience. There are a lot of smart people out there. But truly wise people are able to learn from the experience of others. I really liked your idea that core beliefs are held in the keep as a way of protecting them but it also makes it hard to change them. That really resonated! However Id like to gently push back against the siege idea -- I dont think changing whats in the keep comes from forceful breaching but rather from a gentle welcoming. The owner of the keep needs to let someone (or another part of themselves) in and survey the area and muck around a bit. One need to want to change or learn before they are able to. The way youre describing this made me think a lot about the internal family systems (IFS) model of understanding oneself (and also trauma). I think you might be interested! Id highly recommend No Bad Parts by Richard Schwartz. Thanks as always for your musings! No posts Ready for more? iOS 17 and macOS Sonoma include even more privacy-preserving features while browsing the web. Link Tracking Protection is a new feature automatically activated in Mail Messages and Safari in Private Browsing mode. It detects user-identifiable tracking parameters in link URLs and automatically removes them. Adding tracking parameters to links is one way advertisers and analytics firms try to track user activity across websites. Rather than storing third-party cookies a tracking identifier is simply added to the end of the page URL. This would circumvent Safaris standard intelligent tracking prevention features that block cross-site cookies and other methods of session storage. Navigating to that URL allows an analytics or advertising service at the destination to read the URL extract those same unique parameters and associate it with their backend user profile to serve personalized ads. Apple is attempting to crack down on this behavior across its operating systems this year. Safari will automatically detect which parts of the URL are identifying and remove only those parts leaving the rest of the URL intact so you still get to the web page you intended to visit. This process happenstransparently during browser navigation in Safari Private Browsing mode and links that the user clicks on from Mail and Messages app. As a partial mitigation Apple is enabling an alternative way for advertisers to measure campaign success with Private Click Measurement ad attribution now available in Safari Private Browsing mode. Private Click Measurement allows advertisers to track ad campaign conversion metrics but does not reveal individual user activity. FTC: We use income earning auto affiliate links. More. Check out 9to5Mac on YouTube for more Apple news: Benjamin develops iOS apps professionally and covers Apple news and rumors for 9to5Mac. Listen to Benjamin every week on the Happy Hour podcast. Check out his personal blog . Message Benjamin over email or Twitter . The easiest way to get into HomeKit and Apple smart hometech. Great for gifts. Inexpensive fast wireless charger for iPhone.

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mTCP: TCP/IP applications for DOS PCs (brutman.com) TCP/IP applications for your PC compatible retro-computers Current version: March 31st 2023 2023-03-31 : Good news everyone! A new mTCP is available! See the downloads section and release notes . Friends don't let friends run old code ... spread the word! mTCP is a set of TCP/IP applications for personal computers running PC-DOS MS-DOS FreeDOS and other flavors of DOS. The applications include: mTCP runs on all variants of DOS including IBM PC-DOS Microsoft MS-DOS DR-DOS and FreeDOS. All of these applications will run well on the oldest slowest PC that you can find - I routinely use them on an IBM PCjr made in 1983 because nothing beats the fun of putting a 39 year old computer on the Internet. People are using mTCP for goofing off and for real work. If you have a DOS machine that needs to send data across the network mTCP can help you get that done. Besides its utility to vintage computers I have heard of people using it to transfer lab data from dedicated industrial PCs allowing backups to be run on old machines and sending sales reports from the branch offices of a retail store to a central server. Don't have a vintage computer laying around? No problem! mTCP applications will run in a variety of virtual and emulated environments. It has been tested with modified DOSBox builds VirtualBox VMWare and QEMU. See the documentation for the details. mTCP applications should work on any IBM PC compatible personal computer running DOS. To be more specific: A packet driver is a utility that lets a program send and receive Ethernet packets using your network card. The packet driver specification is widely supported by both old and new Ethernet cards. If your Ethernet card does not have a packet driver available an NDIS or ODI driver with a shim to convert to the packet specification should work but that will require more memory and be slower than having a real packet driver. SLIP and PPP connections are also supported if they use a packet driver that emulates Ethernet. See http://crynwr.com/packet_driver.html for more information on the packet driver specification. My personal testing includes: Machines: Ethernet adapters: Serial ports: Hundreds (thousands?) of people are using mTCP on a diverse set of hardware. If your machine runs DOS and you have a packet driver for your Ethernet card then mTCP will probably work for you. SLIP and PPP are also supported via EtherSLIP so any machine with a serial port can work too. (Even Token Ring using a packet driver that emulates Ethernet has been demonstrted to work.) This is the official mTCP home page. There are other sites that mirror mTCP but only this page guaranteed to have the original unmodified binaries. Anything you find on github ibiblio or other sites is not verified by me. There are no known problems with this version of mTCP yet. mTCP is a hobby project that I started in 2005. While it is only a hobby project I take pride in my work. If you have a comment bug or suggestion for a feature please email me at mbbrutman at gmail.com. I might ask for further information or a trace from the program you are having trouble with. Your bug reports help me make mTCP better for everybody else. mTCP now has a mailing list! I plan on using it for announcements about new releases taking bug reports and general mTCP support. The mailing list has both an email interface and a web interface. You can view it or sign up at https://groups.google.com/g/mtcp . (Non-Gmail users can also participate using email; see the instructions here .) If you need a change to make mTCP work better for you I am interested in hearing your requirements. I am willing to write custom code if needed but instead of charging for that service I suggest making a donation to a local animal shelter of your choice. (I have never seen an over-funded animal shelter.) Contact me with what you need and I'll see what I can do. (And thank you to those who have taken me up on this offer!) Interested in seeing the source code that lets you talk directly to a packet driver? I have taken the lowest layer of the mTCP code and packaged it with a sample application that shows you how to interface a C program with the software interrupt mechanism used by packet drivers. Check it out here: mTCP_tcpacket.html People have been extending mTCP and sharing their code. Here are some of the mTCP inspired projects that I know of: Jump in! See the mTCP Programming Sample! The source code zip also includes a PDF file with 26 pages of notes to help get you started. All of the applications use the mTCP TCP/IP library which is designed for high performance even on small slower machines. The code is written in a combination of C++ and assembler. The style of coding is more like C with classes to improve the structure of the code with assembler being used in limited areas to improve the performance. The source code is fairly well commented. You can look at it as a framework for writing TCP/IP applications for DOS complete with plenty of examples. Features include ARP UDP DNS IP fragments listen and accept calls for server applications configurable buffer sizes automatic retransmit using Karne's algorithm and run-time switchable tracing for helping you debug. Features may be compiled in or out as needed so that you can minimize the overhead of the TCP/IP library and include only the features that you need. mTCP does not use floating point operations avoiding the code bloat of the floating point emulation library. mTCP is designed to be robust. DOS is a challenging environment to work in because quite frankly it is not much of an operating system. mTCP attempts to minimize problems by using defensive programming techniques. Not every programming error can be prevented but the library tries to help you where it can. For example to prevent fragmentation in the DOS heap mTCP generally preallocates pools of objects and manages the objects instead of repeatedly allocating and freeing memory using the DOS heap. The FTP server and the IRC client have been demonstrated to run for days without leaking memory or crashing the machine. The HTTP server has run for months at a time. High performance is a key feature of mTCP. The library is written to avoid excess memory copying wherever possible. Assembler is used on some code for both performance and to avoid making expensive library calls that will just invoke BIOS or DOS routines anyway. For the ultimate in performance you can choose to handle raw packets directly in your application layer code or you can use higher level send and recv type calls instead. The ability to adjust buffer sizes allows you to balance speed versus memory footprint. Want to see how fast mTCP is? Here are some performance measurements for FTP and for raw socket performance: mTCP Performance notes mTCP is only available as a library that you link with your application. A TSR version that can be used by software interrupt is not available. While a TSR version would allow more programming environments access to TCP/IP services it is a much more difficult environment to work in and debug. Performance would also suffer too. It would be an interesting project though - if you want to collaborate on the design for a TSR version of mTCP please contact me. (For a TCP/IP stack that loads as a TSR see Trumpet by Peter Tattam. Trumpet can usually be found by searching for TCPDRV or NTCPDRV. WATTCP is an older more widespread TCP/IP stack that can be used as an alternative to mTCP. Neither Trumpet or WATTCP are actively maintained.) mTCP is developed using Open Watcom an open source tool chain that supports C C++ and assembler. Open Watcom is flexible and generates reasonably optimized code. Open Watcom also runs under modern environments such as Windows and Linux so you can develop in the environment of your choice while still generating 16 bit DOS executables. Open Watcom is regularly updated; mTCP is using version 1.9 which was released in June 2010. Porting to other environments such as Borland Turbo C++ for DOS is possible without too much pain. (mTCP originally started with Borland Turbo C++ for DOS.) Created July 29th 2008 Last updated March 31st 2023 (C)opyright Michael B. Brutman mbbrutman at gmail.com

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uBlock Origin 1.50.0 https://github.com/gorhill/uBlock/releases/tag/1.50.0 rc00 Commits to master since this release Commits since last release To install the stable build:

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vLLM: 24x faster LLM serving than HuggingFace Transformers https://vllm.ai/ wskwon By Woosuk Kwon* Zhuohan Li* Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Yu Joey Gonzalez Hao Zhang and Ion Stoica (* Equal Contribution). June 20th 2023 GitHub | Documentation | Paper (Stay Tuned) LLMs promise to fundamentally change how we use AI across all industries. However actually serving these models is challenging and can be surprisingly slow even on expensive hardware. Today we are excited to introduce vLLM an open-source library for fast LLM inference and serving. vLLM utilizes PagedAttention our new attention algorithm that effectively manages attention keys and values. vLLM equipped with PagedAttention redefines the new state of the art in LLM serving: it delivers up to 24x higher throughput than HuggingFace Transformers without requiring any model architecture changes. vLLM has been developed at UC Berkeley and deployed at Chatbot Arena and Vicuna Demo for the past two months. It is the core technology that makes LLM serving affordable even for a small research team like LMSYS with limited compute resources. Try out vLLM now with a single command at our GitHub repository . We compare the throughput of vLLM with HuggingFace Transformers (HF) the most popular LLM library and HuggingFace Text Generation Inference (TGI) the previous state of the art. We evaluate in two settings: LLaMA-7B on an NVIDIA A10G GPU and LLaMA-13B on an NVIDIA A100 GPU (40GB). We sample the requests input/output lengths from the ShareGPT dataset. In our experiments vLLM achieves up to 24x higher throughput compared to HF and up to 3.5x higher throughput than TGI. Serving throughput when each request asks for one output completion . vLLM achieves 14x - 24x higher throughput than HF and 2.2x - 2.5x higher throughput than TGI. Serving throughput when each request asks for three parallel output completions . vLLM achieves 8.5x - 15x higher throughput than HF and 3.3x - 3.5x higher throughput than TGI. In vLLM we identify that the performance of LLM serving is bottlenecked by memory. In the autoregressive decoding process all the input tokens to the LLM produce their attention key and value tensors and these tensors are kept in GPU memory to generate next tokens. These cached key and value tensors are often referred to as KV cache. The KV cache is To address this problem we introduce PagedAttention an attention algorithm inspired by the classic idea of virtual memory and paging in operating systems. Unlike the traditional attention algorithms PagedAttention allows storing continuous keys and values in non-contiguous memory space. Specifically PagedAttention partitions the KV cache of each sequence into blocks each block containing the keys and values for a fixed number of tokens. During the attention computation the PagedAttention kernel identifies and fetches these blocks efficiently. PagedAttention: KV Cache are partitioned into blocks. Blocks do not need to be contiguous in memory space. Because the blocks do not need to be contiguous in memory we can manage the keys and values in a more flexible way as in OSs virtual memory: one can think of blocks as pages tokens as bytes and sequences as processes. The contiguous logical blocks of a sequence are mapped to non-contiguous physical blocks via a block table. The physical blocks are allocated on demand as new tokens are generated. Example generation process for a request with PagedAttention. In PagedAttention memory waste only happens in the last block of a sequence. In practice this results in near-optimal memory usage with a mere waste of under 4%. This boost in memory efficiency proves highly beneficial: It allows the system to batch more sequences together increase GPU utilization and thereby significantly increase the throughput as shown in the performance result above. PagedAttention has another key advantage: efficient memory sharing. For example in parallel sampling multiple output sequences are generated from the same prompt. In this case the computation and memory for the prompt can be shared between the output sequences. Example of parallel sampling. PagedAttention naturally enables memory sharing through its block table. Similar to how processes share physical pages different sequences in PagedAttention can share the blocks by mapping their logical blocks to the same physical block. To ensure safe sharing PagedAttention keeps track of the reference counts of the physical blocks and implements the Copy-on-Write mechanism. Example generation process for a request that samples multiple outputs. PageAttentions memory sharing greatly reduces the memory overhead of complex sampling algorithms such as parallel sampling and beam search cutting their memory usage by up to 55%. This can translate into up to 2.2x improvement in throughput. This makes such sampling methods practical in LLM services. PagedAttention is the core technology behind vLLM our LLM inference and serving engine that supports a variety of models with high performance and an easy-to-use interface. For more technical details about vLLM and PagedAttention check out our GitHub repo and stay tuned for our paper. This April LMSYS developed the popular Vicuna chatbot models and made them publicly available. Since then Vicuna has been served in Chatbot Arena for millions of users. Initially LMSYS FastChat adopted a HF Transformers based serving backend to serve the chat demo. As the demo became more popular the peak traffic ramped up several times making the HF backend a significant bottleneck. The LMSYS and vLLM team have worked together and soon developed the FastChat-vLLM integration to use vLLM as the new backend in order to support the growing demands (up to 5x more traffic). In an early internal micro-benchmark by LMSYS the vLLM serving backend can achieve up to 30x higher throughput than an initial HF backend. Since mid-April the most popular models such as Vicuna Koala and LLaMA have all been successfully served using the FastChat-vLLM integration With FastChat as the multi-model chat serving frontend and vLLM as the inference backend LMSYS is able to harness a limited number of university-sponsored GPUs to serve Vicuna to millions of users with high throughput and low latency . LMSYS is expanding the use of vLLM to a wider range of models including Databricks Dolly LAIONs OpenAsssiant and Stability AIs stableLM. The support for more models is being developed and forthcoming. Requests served by FastChat-vLLM integration in the Chatbot Arena between April to May. Indeed more than half of the requests to Chatbot Arena use vLLM as the inference backend. This utilization of vLLM has also significantly reduced operational costs. With vLLM LMSYS was able to cut the number of GPUs used for serving the above traffic by 50%. vLLM has been handling an average of 30K requests daily and a peak of 60K which is a clear demonstration of vLLMs robustness. Install vLLM with the following command (check out our installation guide for more): vLLM can be used for both offline inference and online serving. To use vLLM for offline inference you can import vLLM and use the LLM class in your Python scripts: To use vLLM for online serving you can start an OpenAI API-compatible server via: You can query the server with the same format as OpenAI API: For more ways to use vLLM please check out the quickstart guide . Blog written by Woosuk Kwon and Zhuohan Li (UC Berkeley). Special thanks to Hao Zhang for the integration of vLLM and FastChat and for writing the corresponding section. We thank the entire teamSiyuan Zhuang Ying Sheng Lianmin Zheng (UC Berkeley) Cody Yu (Independent Researcher) Joey Gonzalez (UC Berkeley) Hao Zhang (UC Berkeley & UCSD) and Ion Stoica (UC Berkeley).