skysight-inc/HackerNews huggingface dataset:
I'm exploring a new product idea and want to understand how others are using AI throughout the product development process.

Personally, I’ve been using AI tools like ChatGPT, Copilot, and Cursor in my day-to-day dev work since they launched. While they’re powerful, I find the overall product dev flow with these tools still clunky — especially when it comes to building something structured and scalable.

There’s now this new wave of "vibe coders" — fast-moving builders using AI to ship quickly, but often skipping fundamentals like Git, issue tracking, and clean repos. I think there's huge potential in helping these builders stay fast and become more organized, using proper workflows and tools.

At the same time, many experienced devs aren't fully leveraging AI yet — sometimes because the "vibe coding" culture feels chaotic or unstructured.

I'm working on a product that helps turn GitHub issues into pull requests, aiming to bridge this gap: making AI-powered coding more structured for vibe coders, and helping traditional devs move faster with AI without losing control.

If you're using AI to build, I’d love your input — what workflows, tools, or setups are working best for you?

Quick 1-min survey here (https://coral-napkin-358.notion.site/1cf739cd9dee802cae93e5e...) — your insights will help shape the product.
Or just share your experience in the comments!
Would it be possible to see an example using Go ? Admittedly, docu for Go in the Component Model is pretty uneven.
How would that differ from PHP?
Exactly correct, that was my thought process while doing it.
I tried it without that 300 Hz slope first of course, but that did try to murder my speakers. :)
> Ok, sad to see you are not loyal to the company.

That’s the kind of response that gives you confidence you made the right choice by not giving in.

Like when a man hits on a woman, gets a polite refusal, and then lashes out with “you were ugly anyway, bitch”. Instant confirmation of a dodged bullet.
Hoard of the rings: extracting data from Colmi BLE annular activity trackers
Is your anecdotal attack on "cancel culture" more then just biased and veiled defense of literature censorship? Why would a rational being turn away from the OP and respond with such?

I for one can see similarities between the canceling and the censoring mob.
I didn't look into the code structure - 60 contributors mean that yes, there is a problem.

People start something with good intentions, then the project grows to the point where it requires a lot of unpaid time, and there are expectations from the users. There are bills to pay and limited time in a day.

I would probably be irked if I contribute in my free time and then see my effort being used in a commercial product. Then again, in some products you may have one person doing 95% of the work and another 50 doing 5% of the work.

If OP is motivated, they can relinquish control over this project and start a completely new one from scratch with no code borrowed from the existing one but learnings can definitely be applied. The new commercial project would need to compete with the existing AGPL project - and that's a good thing. If 60 contributors are contributing significantly, FOSS project won't suffer and the OP will be able to live from something they are passionate about.
The link above only points to one comment of the post (which I found amusing). The other reddit replies and responses of the OP are quite interesting. I wonder what the HN crowd will make of it...

Here is the link to the post with all the comments:
https://www.reddit.com/r/ArtificialSentience/comments/1jukc3...
REW can generate a set of peaking/shelf equalizer filters, but why would I want to do that instead of just applying the inverse impulse response instead?
It's just more work for a less perfect solution/result...
These border searched have existed since the patriot act...
I use TailwindUI for many of my rails projects. Or just grab some Tailwind things from around the web.

Tailwind has really rekindled my joy in creating views.
Roo or Cline? We're building a superset
The problem if you actually need the cloud is that it kind of completely destroys your business model. OpenAI is bleeding money every month because they massively subsidize the hosting cost of their models. But eventually they will have to post a profit. And then if they know that your product is completely dependent on their API, they can milk you until there's no profits left for you.

And self-hosting real-time streaming LLMs will probably also come out at 50 cents per hour. Arguing a $120/month price for power users is probably going to be very difficult. Especially so if there is free open-source alternatives.
I do block ads on YouTube, but I also block ads everywhere else without exception. I think that ads suck and that everybody should refuse to consume them. Not everybody is bothered by them, though, and they are not "suckers" for thinking so.

If YouTube were to offer me a service that I think is worth paying for, then I would. I think that YouTube Premium is not a product worth paying for based on what they're offering, and also I noticed that I watch YouTube videos less and less over the years. Nebula and Curiosity Stream convinced me to pay for their services, so perhaps YouTube just has to step up?
How, just how people do this. For more mortals it takes few years of university to get to some decent level.
Hey, thanks for the reply!

We already have lazy sign up, but I'll definitely consider adding a demo and/or more screenshots.
Get familiar with REW and then maybe https://www.youtube.com/watch?v=5YcH7j2-L1Y and you should get pretty close results.
It's not actually illegal to do your own electrical work, though you'll need to get some types of work inspected. HOWEVER, your insurance company will absolutely seize on it as an excuse not to pay if your house burns down (most insurance policies will require that anything but the most basic work is done by qualified people).
The only search results for this allegedly popular saying were your comment and a comment elsewhere which quoted you.
The German weather service also provides an English version:

https://www.dwd.de/EN/Home/home_node.html
Reminds me a bit of Jaga Jazzist[0], Robotobibok[1], Knalpot[2] and ofc Yussef Dayes[3], [4] SOIL & “pimp” Sessions

[0] http://www.jagajazzist.com/
[1] https://www.discogs.com/artist/270571-Robotobibok
[2] https://knalpot.bandcamp.com
[3] https://yussefdayes.com/
[4] https://www.youtube.com/watch?v=Hq5ZmbhweVI
No, he said “"We borrow money from Chinese peasants to buy the things those Chinese peasants make”

He did not refer to all Chinese as peasants. China would like you think that though.
Source? Even law enforcement are limited to grayshift and cellebrite for access.
You report it to the department of labor.

The department of labor, in theory, investigates the complaint and you'll likely get paid: https://www.dol.gov/agencies/whd/contact/complaints

Unfortunately, the reality is much different, since the US is largely under "at-will" employment (so "full-time employee" means almost nothing), it's generally easiest for an employer to simply fire the employee and immediately shoot them under castle-doctrine for trespassing.

Also, the current government won't increase DoL funding, and wage-theft complaints already often take over a year to process, with a lot of them never making it because a year is simply too long to deal with (not to mention the plaintiff has usually been shot by then).
MCP and Agent2Agent are just the beginning to create the connectivity between AI tools
Are you willing to share this code? I'm working on a project where I'm optimizing the prompt manually, I wonder if it could be automated. I guess I'd have to find a way to actually objectively measure the output quality.
> Is there any technical reason it couldn't be generic though?
It includes 2 .wav files containing a measured, real-life calibration data for this specific laptop.

If you measure your own device (and it's frequency/impulse response) and replace those .wav files with that -- you're good to go!
There's just no universal format/place to put such calibration yet, which is why I published a custom package (incl. the filter config).

I'm kinda hoping more people generate such files for their laptops and share them, maybe we can build a collection of such profiles for many laptops :)
Or more like "Let's require technical measures to inhibit social media provider lock-in."
don't really care about their reasoning, video games simply are not worth that much money.
Awful, around 3h.
It's a nice machine if you need x86 and graphics power.

I'm still keeping my M1 Pro.
You found an entrypoint into the problem lode and mined over a hundred commits, persisting over years.

It's a blessing to know your tools well, to craft something in your power, and to create something others use.

Just from my view, sounds pretty awesome.

The ideas could be shared through Laravel consulting, video training, and books on PHP concurrency.
There's tons of people in email jobs who are just clamouring to get up at 6am and gut fish! /s

Something not really addressed in all of this is that a lot of the people whinging about British jobs and so on, especially in high-Brexit areas, are actually themselves retirees.

https://www.bbc.co.uk/news/magazine-36619342 "Of the 30 areas with the most elderly people, 27 voted leave".

Now, they're often living in economically depressed areas. I've seen Blackpool and Lowestoft (the sad little marker of the UK's easterly point, right next to a gas terminal). But you can't give them their jobs back, because they're not working any more. It's nostalgia.

I'm going to keep hammering the question of "why should people move from lucrative, comfortable email jobs to harder, less lucrative factory jobs, or, god help them, fishing?"

The UK is actually at ""full employment"" (NAIRU): https://obr.uk/box/the-equilibrium-unemployment-rate/ - that is, economists believe it cannot go lower without causing inflation, as shortages mean you can't hire people without having to offer more wages to poach them from other jobs.

(Another conundrum: people want higher wages without higher prices. How are you going to do the arithmetic on that?)
> Then [...] all the software jobs will head to cheaper locales

Dude, how have you completed missed the ongoing push for AI to replace developers?
they are a lot of things, but it's hard to avoid otherwise.
Overall I'm glad it's relatively cohesive how it all works.
I also believe the same! I asked a very specific question, on ChatGPT and Quasar, and well, ChatGPT offered me two models to choose, and one of them had a VERY similar answer as Quasar...

https://x.com/vitor_dlucca/status/1908769236744384981
Not just small companies. Those changes are almost certainly a contributing factor to the massive layoffs among tech companies.
The pathological museum in Vienna (also called "Narrenturm" because it used to be an asylum) has a section with actual historic curiosity cabinets. It's a very interesting museum to visit, but it's not for the faint of heart. They have a paramedic on site because visitors regularly get sick :-D
My next door neighbour lives in one of those thatched roof houses. I once visited in mid May, it was sweltering hot outside so I was in Tshirts and shorts. Inside, it was freezing! They had the kotatsu and a kerosene stove on.
> they’re not reciprocal tariffs, so almost everyone calling them that is a “true believer” that accepts Trump at his word.

I disagree. Non Trump aligned media called them reciprocal tariffs. I don't know if identifying the lie was too controversial or they couldn't understand the equation the administration published. And non Trump aligned people called them reciprocal tariffs because they heard or read the phrase.
> But that struggling was ultimately necessary to really learn the concepts.

This is what isn't explained or understood properly (...I think) to students; on the surface you go to college/uni to learn a subject, but in reality, you "learn to learn". The output that you're asked to submit is just to prove that you can and have learned.

But you don't learn to learn by using AI tools. You may learn how to craft stuff that passes muster, gets you a decent grade and eventually a piece of paper, but you haven't learned to learn.

Of course, that isn't anything new, loads of people try and game the system, or just "do the work, get the paper". A box ticking exercise instead of something they actually want to learn.
I find it baffling for anybody to take this stance. Accessibility doesn't matter anymore, I guess. Doesn't matter that the US is basically the melting pot for the entire world or that US citizens are so incredibly diverse, nothing matters but English. I would've argued otherwise. I don't think anybody would debate the point that providing translations for government services is a great idea and incredibly helpful to many people.

That's what we do in Germany. Many of our services on a city, regional and national level provide at the very least English translations.

Case in point: https://www.stadt-koeln.de/index.html

Click on the button at the top with the translation icon and it'll show you tons of languages. Are any of these official languages in Germany or in Cologne? Nope. But we generally care about people who visit or might not be fluent in German, so we provide it anyway. It's the right thing to do.

But I guess wanting to help people, or in general being helpful to others, is a dying value in many places.
Developed country covers a huge swath of living standard.

China has a development level similar to Thailand, which while not undeveloped, is far from the living standards in the US or Western Europe.
The fishing industry is especially weird because you can't make it more productive and decades of legislation have been spent desperately trying to make it less productive so there are still some fish left. I like fresh fish but there's a very real limit as to how much we can have.
GrapheneOS explicitly supports and strongly recommendations locking the bootloader.
This is the 2025 edition of "I have to build a custom static site generator" instead of writing blog posts.
Sure, I'm just pointing out the wonders of a slow and stale bureaucracy
I am in Switzerland, public transport ticket is $3500 a year for one person. We are 2 and a dog.

It's kinda sad, but a car is the WAY cheaper option for us.
Apparently, part of the answer is "because of Elon Musk", after it became clear that the whole hyperloop fuss was a conspiracy to funnel money out of the ongoing Californian fast rail projects, which he was perceiving as a threat to his nascent EV ventures.

https://www.sfchronicle.com/opinion/openforum/article/elon-m...
None of the original railways was possible without Acts of Parliament for compulsory purchase.

Conversely, full privatization of the railways with no restrictions would instantly result in all the rails within 50 miles of London being replaced with lucrative housing.
Patchwork robes and non-orange clothes are common in Japanese Buddhism. The styles and colors vary significantly depending on the sect and one’s rank.[1]

[1] https://www2.ntj.jac.go.jp/dglib/contents/learn/edc28/shiru/...
A decade ago seems like a very long time.

We've seen the rise of OSS Kubernetes and eBPF networking since, and a lot more that I don't have on-stack rn.

I wouldn't be surprised if everyone else had significantly closed the hardware utilization gap.
Genuine question - how would such a model "edit" the image, besides manipulating the binary? I.e. changing pixel values programmatically
As stated in TFA, the pictures were originally black and white and were colourised at the time. I cant find a record of who colourised them or when, but it sems to me like they were colourised shortly after by the original photographer, and as such the colours would be reasonably accurate. You can see lightness and texture changes that would imply to me that there were changes in the material at the time of the picture being taken, even if it was colourised incorrectly
I've had a good experience so far working on an admin dashboard with BeerCSS (and Datastar which is unrelated). It implements a lot of the Material Design stuff and it is opinionated but between the examples on the main site and documentation on GitHub it was pleasant to work with. It's easy to get started too, just add three links in the <head>.

https://github.com/beercss/beercss

https://www.beercss.com/
Like most rights and laws they only apply if you are already in the country or a citizen.

They are still unreasonable searches enabled since and by the patriot act.
fascinating how many people have hobbies they don't enjoying doing
There must be something instinctive about collecting oddities, or perhaps it's a social aspect of extream curiousity, where after examining an object, a desire to get another opinion, requires storing the object, and so it begins.
A friend who has turned pro, makes his living partialy through the buying and selling of oddities, often whole collections that are bieng sold/disposed of by exasperated relatives, his pragmatic approach to his own desire to have things he calls "catch and release", and so getting to enjoy some interesting thing, but sell it forward, and aquire the next item.
It is a wierd world though, as many people develope specific fetishes and kinks around objects , or just simpler less troublesome obsessions, and then of course movie people, decorators, advertisers, artists, bibliophiles, etc.
Vim is more useful in the age of LLMs
English has no literal word-to-word equivalent to this - this french "à" is used to describe the main property of a noun, and the translation in English when no original word exists is via a nominal group or a concatenation of nouns. An "avion à hélice" is a propeller plane, a "bateau à vapeur" is a steamboat, or an "étui à lunettes" is a glasses case. So a "train à grande vitesse" is similarly just a high-speed train.

"of" in English here sounds like you're describing what the object is made of instead of its property. A "boat of steam" is made of steam, it's not the same as a steam boat.
> brexit means we've halved our US tarrif rate

As of time of writing this comment, I believe both are at 10%? Of course that could change at any time.

> enshrine freedom of speech in law

ECHR already does this. I presume there's some other weird definition of free speech going on here like unrestricted use of the N-word on TV or something.
Khan Academy has pretty simple rewards. A correct answer gets you a short chirpy melody/sound effect and some confetti. My kid likes it.
Well yes. With the possibility of high upside also comes a chance of a downside.
The obvious solution is to use AI to find security holes in the AI generated app /s
The color detail of these pictures is so detailed and beautiful. Were they really hand colored? The color absolutely looks like something that would be computer generated. If they were indeed hand colored (when?), that would be an absolutely massive amount of painstaking work.
There is also always the comfort factor. Increasing travel time by 25% or even more can be a non issue if I have high speed internet and proper food and drink service available.
The US did not have an official language until last week.
With the bounce back the Dow Jones lost 400 points. For comparison, the German DAX lost 900 points, but is only half the size. It is a reckless and probably counter-productive strategy, but I do think Trump will be able to extract short-term benefits from a number of countries. I just hope the EU will finally decrease reliance on the US going forward. Our extreme reliance on US tech and defense makes us easy marks.
> never returns the principle

But it does! All the bonds pay out after X years, and everyone is completely fine with this.

> The UK has traditionally not been in a state of running up debts; they borrowed money for things like world wars then spent most of their time paying loans down. The US isn't behaving like a creditworthy country because they borrow to consume and they aren't attempting to shrink the debt.

You've not looked at the numbers, have you.
Is that always true? In France HSR stations are often like airports, way out of town and you have to get a taxi in/out of wherever you're going. And the rail network seems more exposed to mechanical breakdown in general. I don't have hard data but it feels to me like trains fail or get cancelled much more often than flights do, and when a flight does get cancelled it's usually due to some major failure that'd take out trains too (e.g. power failure).
Thank God that you’re here to tell us all what is and is not valuable.
It's an AMD platform, so it's the native AMD HD Audio Controller (17h/19h/1ah), with a Realtek ALC245 codec behind it.
I have no idea what other hardware is involved, presumably an external Class-D amplifier IC (but I don't know as there doesn't seem to be a datasheet for the ALC245 available).
I'm not sure that stuff dies out fully with adulthood. I imagine part of Musk doing iffy salutes or Trump doing weird tariffs is a curiosity - what is I do this odd thing, I wonder what happens. I can think of examples with myself too - I'm kind of learning short term trading and the behaviors can be counterintuitive.
Cursor, here is free idea for you
If you're upset with what Meta does in the U.S., consider that Meta's engagement algorithms played a key roll in driving the Rohingya massacre in Myanmar[1].

"Internal studies dating back to 2012 indicated that Meta knew its algorithms could result in serious real-world harms. In 2016, Meta’s own research clearly acknowledged that “our recommendation systems grow the problem” of extremism."

They knew there was a problem, but refused to act until Myanmar's government shut them down in 2014. After that, their response was half-hearted, inept, and actually made things worse[2].

Governments should not simply be paying attention to what users publish on Facebook, but also how Facebook's algorithms promote material to its users. Meta has demonstrated they will not take preventative action themselves. Meta needs to be carefully and extensively regulated by the government of any jurisdiction Facebook operates in.

It's easy to appreciate concerns that regulating social media could result in state propaganda or censorship. However, regimes likely to do this are probably already using other forms of control anyways. Taking Meta's remorselessly proft-seeking engagement algorithms out of the picture may be the lesser evil by a substantial margin.

[1]https://www.amnesty.org/en/latest/news/2022/09/myanmar-faceb...

[2]https://www.lemonde.fr/en/pixels/article/2022/09/29/rohingya...
No, in fact you did!

I knew a good friend who lived in Okinawa, and never locked his front door even when going abroad
I agree, and think I see the problem you point at. We don't have to include more groups because, if we do for the sake of including, we have to include all endless variations because there's always a new invented category feeling excluded, and they use it as a power game to ruin the fun for others (seriously). And then what about the argument every obscene category should be included, which by the way would proves the existence of common sense of opposing that....

But, this inquiry of mine had me sympathize more with the recent political trends, that I otherwise think go too far in certain ways. It sucks to not be made visible---or perhaps purposefully made invisible---in the society you live in.

In this case, hypothetically, if one of the men is openly of another orientation, would he be included in the deck? Would society accept that? No, his orientation should not be mentioned in the card, as his orientation has nothing to do with his occupation which is the focal point of the card, but would society even allow him to be featured to begin with, given he is of another orientation? (These are just suggested questions, I don't ask for answer to them).