skysight-inc/HackerNews huggingface dataset:
Show HN: Rezon8AI – AI-Powered Reputation Management for Service Businesses
Hi HN,

I’ve just launched Rezon8AI, an AI-powered reputation management platform built specifically for small and medium-sized service businesses—like local trades, clinics, agencies, gyms, and growing franchises.

In a world where one bad review can scare off potential customers, service businesses struggle to keep up. Juggling Google, Yelp, Tripadvisor, Trustpilot, Facebook, and more—with no dedicated marketing team—is overwhelming.

Rezon8AI helps take that weight off.

What it does:

- AI-Powered Feedback Funnel: Trained on your business and your specific service offerings, our system intelligently routes happy customers to public review sites and captures unhappy feedback privately—before it goes public.

- Customer Sentiment Insights: Quickly spot trends in customer satisfaction and areas for improvement, without reading every comment.

- Automated Review Requests: Send via email, SMS, or display a QR code at point-of-service—simple, unobtrusive, and effective.

- Easy Setup: Designed for non-tech users. No coding. Runs from any web-capable device.

Why I built it: Most tools passively monitor reviews. That’s too late. I built Rezon8AI to help businesses proactively shape their reputation—while keeping control over how feedback is handled and showcased.

I've launched it with a free trial and would love feedback from the HN community—especially around UX, messaging, integrations, and roadmap ideas.

Thanks,
Grant - "the Rezon8AI team"
(30+ years solving SME challenges through tech and automation)
No way. I still remember "spherical horses in a vacuum".
I had this conversation before. I point out how your interpretation is insane and doesn't follow logical reasoning, and you accuse me of gaslighting. I don't want to waste anyone else's time. We could just paste to an AI our both initial statements and ask who is more correct, but I'm sure you would either say AIs (all of them or 99% of them) are wrong, or you would interpret them saying I'm more correct, as you being right.

I have no problems being wrong on the Internet. Unfortunately, for some magical reason, in the overwhelming majority of my conversations, I either recognize it within a minute (or one reply when in writing), or never.
You can annotate position changes onto a traditional score too, in most cases without it getting too noisy, fwiw
The function keys were no more difficult to use than any other key shortcut. However since keyboards had that space they put the chart there and so could find the less commonly used commands. Everyone quickly learned which key was save, but there were many many others that they didn't use and so they didn't know - but if they wanted it they could look at the chart and find it.

GUIs are more discoverable (when done well), but DOS didn't really have a GUI option, so this was a second best. VI and emacs users sometimes print shortcut charts as well.
Accounting politicians for crimes is not a problem as long as the judicial system is sufficiently independent from the executive. It is my impression that the French justice system is more independent and better protected against the executive branch than the US justice system, but I admit that I'm not an expert on comparing the two systems and could be wrong. It's really just a hunch aggregated from what I've heard over the years.
Maybe not fully, but a typical non-emergency visit to a doctor in the U.S. basically involves them taking a glance and prescribing whatever the most common drug to treat the issue is. Then, if it doesn't work, they might send you somewhere else or see you again and actually think about it.
Note this dates back to before Elmo purchased Twitter, when the company was full of highly paid, supposedly essential personnel who ultimately did little more than put wear and tear on the company espresso machines.
Had the experience of poking at tracking dots recently for circumstances I won't share here.

Do y'allself a favor and get a blue LED flashlight and point it at a color print. It's shocking how many are printed. It looks like a spattering of sand across the entire page!
What you shoot up is much more important than how you shoot it up.

We shot up the most powerful space telescope, capturing a third of the entire sky in never seen before detail [0].

We're also currently busy deploying our starlink alternative that works via regular 5G instead of specialized terminals. [1]

Being the cheapest Space Truckers isn't of much interest to us. We're more interested in making sure the stuff we put up there is cool.

[0] https://www.theguardian.com/science/2025/mar/19/scientists-h...

[1] https://www.reuters.com/technology/space/eutelsat-succeeds-w...
A 2d plot would be great
You could use LLMs to give you rough passes at a translation of the texts probably, but they're pretty bad at catching the interesting/surprising details.
> not overwhelming folks with too much theory out of the gate.

Thing is, it's not even "too much theory". It really is just a simple tone-semitone pattern and a few bare facts about how the usual guitar tuning works, that you'd know anyway if you've ever had to tune your guitar by hand. That's all it takes to make the guitar explainable from first principles. Then sure, you can practice the "patterns" all you want for convenience's sake, but you don't have to commit anything to memory that you could not figure out again from scratch if needed.
WordPerfect shipped with printed templates/overlays and a wonderful printed manual.

There weren’t any standard key combinations yet…except maybe Wordstar?… because word processors still had very very low adoption and many many users spent all day in WordPerfect so there was a lot of muscle memory.

Back then software was optimized for expertise not casual use…and priced accordingly. WordPerfect was about four hundred 1980’s dollars a seat, not 99p in an app store.
The best April Fools jokes are the ones that are fairly easy to see through by intelligent people; but that gullible people tend to fall for.

Unfortunately, there is so much crazy stuff on social media and even on major media outlets' sites, that you are sure must be a joke or a conspiracy theory; but turn out to be true.

It has taken the novelty out of having just one day a year where the gloves can come off.
The runtime also forces GC every 2 minutes. So yeah, a lot of long living allocations can stress the GC, even if you don't allocate often. That's why Discord moved from Go to Rust for their Read States server.
>The annual salary of a US Senator is $174,000... you think that is poverty?

You are proving my point. This cherry pick data point always comes up. One of the highest most powerful government jobs which there are a small fixed number of in existence, pays what is barely average for a mid career professional.

The overwhelming majority (state,city,county,federal) of elected positions pays closer to under <$45k a year (it might be less but thats close enough for discussion).Also remember there are far more non federal elected jobs out there. At these rates why would anyone with a logical brain go into politics unless they fully intend to manipulate the system to their own ends? Climbing the ladder till they reach something like senator where they can really stuff their pockets?
It bugs me that oftentimes there appear to be nothing but cogs (e.g. Intel)
"They" defeated Rommel. No one can say whether he would have done so without Bletchley. Personally, I doubt he would have done so without the Med fleet utterly destroying all of Rommel's resupply train, but that's just my opinion.
Most modern keyboard shortcuts are mnemonic such as Ctrl-S for Save, which makes them easier to remember than function keys.
It is not that they didn't know the calculus. You seem to suggest that writing altogether is economically unviable, so the author should not have chosen to do that at all.

The issue is that certain talents are not recognized at all, and if you like reading, then buy the books outright, pre-order it, ask your library to get it. Basically, an effort to reward those who show up and contribute to a profession as noble as writing.
The other patterns for the basic scales are just the missing notes too, like black keys being pentatonics and white being a traditional scale.
I'm guessing this is you again, gdlance
Neuralatex: A machine learning library written in pure LATEX
> Sure it is not the military it just has access to its personel and equipment.

It does not have access to the same equipment or (more critically) personel - especially in intelligence, as intelligence ops were not allowed either until the Sheinbaum admin.
Yes their libraries are their most valuable asset. They also collect benchmarking data across companies to help you gauge how you are doing. You cannot ask aws about their practices but you can ask McKinsey about the market leader benchmark practices
This just proves to me that we do not actually have a meritocracy, because only a fucking moron would say that, in that environment, and a moron would not rise to the level of partner in a legitimate meritocratic environment.
Pro doesn't have an option to join a domain in the default OOBE. I think that went away in some iteration of 10.

Pro definitely doesn't because the above procedure is what I always have to do to get joined to a domain without creating or using a Microsoft Account. (And then I've got a local account to clean up.)
The next benchmark would be to create a full AI student, that without any background in a topic could learn from a combination of textbook and lectures, and then pass the assessments.

Of course there's an issue with how hard it would be to find a topic that AIs trained on the internet aren't already familiar with. So we'd need AIs to do research and create course materials for newly discovered science.

To get this working well, we'd need significant scale and would need to implement AIs acting as the university admins, AIs making decisions on grant allocation and AIs running peer-reviewed journals.

Eventually, applying similar approaches to other fields, we might entirely automate away humanity.
The U.S. Trade Deficit: Myths and Realities [pdf]
Modern authors may be forced to spend too much time in the sludge pits of social media for any hope of financial success, but we don't need to pretend that's being "empowered."

Also, publishing on your own website and nowhere else will not work. Such is the modern age of platforms.
Try suggesting that and watch the reaction. Its actually shocking how aggressively against decent pay people are for government officials. It makes no sense to me.

I'm even more shocked by how often people will state that people should do government work as a service to their community. Of course they themselves won't do it because they don't have time with their job and all, someone else should do it....
Of course, this is flagged by the reactionary contingent on this site.
Hmm that is interesting. Can you elaborate what is exactly different between them?

I'm asking because I think a firmware has to directly talk to hardware through lower HAL (hardware abstraction layer), while customer facing parts should be fairly isolated in the upper HAL. Some companies like to add direct HW acces to customer interface via more complex functions (often a recipe made out of lower HAL functions), which I always disliked. I prefer to isolate lower level functions and memory space from the user.

In any case, both Nvidia and AMD should have very similar FW capabilities. I don't know what I'm missing here.
Can you make yourself smarter? (2012)
Young, Gifted, and Not Getting into Harvard (2007)
that's some really good feedback! Will definitely add a "Deploy your first app with Morphik" section.

You can definitely use this with products like obsidian. You might find out graph offering particularly helpful in that case

Look forward to you trying it out :)
Reminds me when I was new to dev, I committed and pushed node_modules up ahh good times
There are 2-3 deaths per year caused by vending machines in the US alone.
They sent me a yellow tshirt. If I ever run into someone with the same tshirt, we can high-five and say “same team!”
These comments where they somehow suggest more of creativity is not necessary is rather upsetting. Should they then just be doing what the world handsomely rewards, which currently seems to be optimizing ads at a big tech company.
I replied to the other poster about this, but I absolutely do not think kids inherently understand the risks inherent in social media. As one stupid example, earlier this school year we had to talk with the parents of another XC team member who posted a team photo to the team instagram with thumbs downs covering the faces of our son and another athlete. If that sort of thing was private, fine. I don't particularly care about the vapid beefs between teens (although we did get the details and, knowing the other kid, I side firmly with my son), but the other athlete posted it publicly, with no context, and on an account that looks like it's run by the school.

That's just a silly example that doesn't even get into the posting of risky behaviors, using inappropriate language, bullying or whatever else. I do not believe kids grok all this innately and it's important for parents (and teachers and coaches and other adult influences in their lives) to educate them.

We also spot check our kids' phones periodically. Not because we don't trust them, but because it's important to know sometimes whether there are issues afoot that we aren't privy to and could help with. (Disappearing messages is another parental challenge with Snap.). This might sound overbearing and intrusive, but I don't believe it is. Our 16yo has mostly graduated from us feeling a need to check his comms, but we still monitor our 14yo a couple times a week because she's less forthcoming about goings on in her friend group.

Fwiw, it's not like we don't trust our kids to make good decisions themselves. We have added both as authorized users to one of our credit cards, which they have access to via Google Wallet. In all things like this, clear communications and expectation setting between parents & children is the most important, no matter what you decide -- or whether your decisions change over time (or are dependent on the child's own behavior/decisions).
How do you know that a favorable wind direction will eliminate the risk of a fire hazard?
Yes-- that particular procedure is a workaround. My first post was asking why unattended installation, arguably a feature, is some kind of "workaround".
I would be surprised if 5090 uses more power per flop. Peak power isn't always representative. After all almost entirety of the power is used in matrix multiplication, and that depends on mostly the process and architecture version and 5090 is ahead in both.
Because it's your own? And previously that creativity of yours was hamstrung by your lack of ability in another domain (drawing), that the AI can help you with.
SEEKING WORK | North America | Remote

Location: Ontario, Canada (but currently digital nomading in Asia)

Willing to relocate: No, but open to travel

Technologies:

- AI/Machine learning (including LLMs, AI agents, retrieval augmented generation etc., classical machine learning too)

- Full stack web development (Python, TypeScript/JavaScript, Go)

- Mobile app dev for iOS and Android (Flutter, React Native)

- Payments, financial systems and quantitative trading platforms

- Oil and gas

Email: tale_me@outlook.com

Experienced generalist product engineer specializing in applied machine learning and fintech. Shipped multiple products to market. Familiar with financial services, sustainability, and various other B2C/B2B SaaS verticals. Reach out if you need to bring a greenfield product to market or integrate AI into your services.

Industries/opportunities that I am particularly interested in:

Machine learning (or "AI"), logistics, e-commerce, fintech, EdTech, ads, Non-profits
Judging from the screencast, this UX is going to be a great gift for scammers.
As a function key hater - hated it. WordStar for me!

Does anyone use function keys for word processors on modern interfaces? As far as I can see they are all used for media/screen controls.
What is the difference between F2O2 and FOOF? Just the structure?
April Fools seems like a relic of a happier time in the tech world. That said, I've found myself following /r/SBCGaming on Reddit recently and they had a decent one today with their game of the month, announcing that a historically terrible game (Superman 64) had been selected.
One that ends democracy
Stellar Science | Hybrid (USA) Albuquerque NM, Washington DC (Tysons VA), Dayton OH | Full time, interns/co-ops | U.S. citizenship required | https://www.stellarscience.com (sorry, summer 2025 internships have been filled)

Company: We're a small scientific software development company that develops custom scientific and engineering analysis applications in domains including: space situational awareness (monitoring the locations, health and status of on-orbit satellites), image simulation, high power microwave systems, modeling and simulation, laser systems modeling, AI/ML including physics-informed neural networks (PINN), human body thermoregulation, computer vision and image processing, high performance computing (HPC), computer aided design (CAD), and more. All exciting applications and no CRUD. We emphasize high quality code and lightweight processes that free software engineers to be productive.

Experience: Other than interns, we currently require a Bachelors degree in physics, engineering, math, computer science, or a related field, plus preferably 3+ years of work experience or a Masters or PhD in lieu of work experience. (Roughly 30% of our staff have PhDs.)

Technologies: Mostly C++23, Qt 6.5-6.8, CMake, git, OpenGL, CUDA, Boost, Jenkins. Windows and Linux, msvc/gcc/clang/clangcl. AI/ML and other projects use Python, some use Java or Javascript/Typescript/React.

Apply online at https://www.stellarscience.com/careers/.
Ah, a perennial favorite.

Previously:

https://news.ycombinator.com/item?id=16360479

https://news.ycombinator.com/item?id=23494243

https://news.ycombinator.com/item?id=37026780

https://news.ycombinator.com/item?id=2513293
Try hovering over the symbols on the card - though I couldn't get the morph one to work on Firefox
Another option is a canning jar.
I probably learned more in my first year of working than I did in my degree. Not just technical skills and gaps that had been glossed over during study, but also about myself as an individual. You made the right choice, and it's one I wish I had the foresight and maturity to have made at that point in my life.
Qualcomm Expands Generative AI Capabilities with Acquisition of VinAI Division
No MAGA actually cares about her emails or her server. Trump took home boxes of classified documents and that is fine with them.
> Enums Are Meant To Be Symbolic

And yet you can’t use symbols [1].

Author gives a valiant effort, but is defending the indefensible.

[1] https://github.com/microsoft/TypeScript/issues/18408
Democrats can't win on immigration. Even if they presented a plan to uncharacteristically reduce legal immigration, and somehow deport every single illegal immigrant and secure every border, they would still pledge humanity (due process, humane treatment, etc). The conservative version will always appear more effective because they pledge brutal tenacity with a sneer. People are desperate for the improvement they believe would occur (regardless of whether that's true), and not enough of them would have faith in a careful, measured version of the solution.
[Context] https://news.ycombinator.com/user?id=gdlance
Yes, this is an important point. Insert the survivorship bias plane picture that always gets posted when someone makes this mistake on other platforms (Twitter). We can be accurate at detecting poor AI writing attempts, but not know how much AI writing is good enough to go undetected.
OK ... Not sure what the point of this is besides collecting $1 micropayments. But if people are willing to pay that $1 more power to you.
X Data Leak
I think a giveaway is:

> This task, which likely required a great deal of manual labor and technical knowledge

If you were a human writing this, you might consider asking the man how much labour and knowledge the task took. Writing AIs don't ask questions.
Assuming you speak English.
Eisenhower defeated Rommel, my friend, with Patton's brilliant help, dragging a limping Monty along by the hair. He was nearly sacked for insubordination.

The Germans only feared one Allied General, and it wasn't Monty (it was Patton).

If fact, Patton being relieved of command for slapping his soldier allowed him to serve as the uber-decoy in Great Britain to distract the Germans from being ready for a Normandy landing. God works in mysterious ways, indeed.

The Germans thought Patton's sacking for slapping a soldier was a ruse; that's how much esteem they had for him.
Instant Purge for All
I'd guess that it wouldn't be a huge effort to fine tune them to produce bounding boxes.

I haven't done it with OCR tasks, but I have fine tuned other models to produce them instead of merely producing descriptive text. I'm not sure if there are datasets for this already, but creating one shouldn't be very difficult.
You can read it the other way around: with labour and knowledge, you can save $20k.

And with even more passion and commitment and with business skills, you could earn $20k at a time.
yeah, not sure why anyone would copy-paste SVG as JSX when SVGR exists: https://react-svgr.com/
He didn't say that because he was a moron, in that context it sounds more like a threat to me.
If you're limited to open source models, that's very true. But for larger models and depending on your document needs, we're definitely seeing very high accuracy (95%-99%) for direct to json extraction (no markdown in between step) with our solution at https://doctly.ai.
Introducing API. A new era of agentic computer use begins today [video]
Sure. If you just want the shadcn button by itself, it will generate this html: <button class="{tailwindcss classes}" />.

And it has a dependency on some common tailwindcss classes that will get injected into your bundle.

Most shadcn components depend on tailwindcss classes, and how the whole shtick works is that tailwindcss only includes in your bundle the classes that your components use across your app. Which is kind of a clever integration for a ui component 'package manager' for reducing bundle size.

But most importantly, consider that OP's demo has very minimal CSS because they aren't using a CSS framework, and that has nothing to do with their Nue framework. It's not like their Nue framework comes with an optimized answer to tailwindcss/shadcn; you have to bring your own solution.

So if you use tailwindcss/shadcn with React, you'd certainly use it with Nue.

What Nue should do instead is add libraries to either side necessary to reach parity with the other side. Nue has built-in routing, so it would be fair to add react-router-dom to the React side. And they wouldn't have 100 people calling them out for the dumb benchmark.
The problem is the hardware not the software, and specifically not CUDA. Triton for example writes PTX directly (a level below CUDA). Trying to copy Nvidia hardware exactly means you will always be a generation behind, so they are forced to try and guess what different direction to take that will be useful.

So far those guesses haven't worked out (not surprising as they have no specific ML expertise and are not partnered with any frontier lab), and no amount of papering over with software will help.

That said I'm hopeful the rise of reasoning models can help, no one wants to bet the farm on their untested clusters but buying some chips for inference is much safer.
300 Ah * 3.2 V => 960 Wh ~= 1 kWh

$80 per cell (before shipping) on the top Google product result for EVE MB31.

That's a good bit cheaper even than when I looked last, in early 2021.
In addition, gemini Pro 2.5 does really well with bounding boxes, but yeah not open source :(