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Article URL: https://github.com/telemetry-sh/llm-margin-lab Comments URL: https://news.ycombinator.com/item?id=48992841 Points: 2 # Comments: 0

It's now easier to prompt an AI for a specific problem and later release the code on git, without thinking or researching a bigger goal that there could be an existing project where my contribution would be much more meaningful and sustainable... How could this fragmentation be saved in favor of existing projects? Comments URL: https://news.ycombinator.com/item?id=48992797 Points: 1 # Comments: 0

<p><strong><a href="https://blaizzy.github.io/nativ/">Nativ: Run AI models locally on your Mac</a></strong></p> Prince Canuma is the developer behind the excellent <a href="https://github.com/Blaizzy/mlx-vlm">MLX-VLM</a> Python library for running vision-LLMs using MLX on a Mac.</p> <p>I'm really excited about his new project, which wraps MLX in a full macOS desktop application. It's similar in shape to LM Studio, providing both a chat interface and a localhost API server for accessing models.</

Article URL: https://www.plagiarismtoday.com/2026/07/15/study-claiming-ai-helps-students-learn-retracted/ Comments URL: https://news.ycombinator.com/item?id=48992750 Points: 1 # Comments: 0

Does washing actually help? ScienceAlert stories are written, fact-checked, and edited by humans, never generated by AI. Don't miss a story, subscribe here.

The 65-inch LG OLED AI B6 4K TV is on sale at Amazon for $1,599.99, down from the list price of $1,999.99. That's a 20% discount.

Article URL: https://devgeist.com/blog/ai-infra-mutation/ Comments URL: https://news.ycombinator.com/item?id=48992621 Points: 1 # Comments: 0

Article URL: https://www.404media.co/ai-companies-are-buying-tons-of-old-books-because-theyre-free-of-ai-slop/ Comments URL: https://news.ycombinator.com/item?id=48992588 Points: 2 # Comments: 1

Live from the Institute of Law & AI's Workshop on Law-Following AI

Run Qwythos-9B-Claude-Mythos-5-1M locally with llama.cpp, connect it to Pi coding agent, and build fast local coding workflows using MTP speculative decoding and an OpenAI-compatible API.

Spain’s World Cup champions celebrated with custom Oakley Meta glasses. Now, AI glasses are stepping onto the field.

Article URL: https://twitter.com/shl/status/2079387173749714944 Comments URL: https://news.ycombinator.com/item?id=48992436 Points: 3 # Comments: 0

AI's costs are landing in real places, and the people absorbing them are writing the rules after the fact, in council chambers and courtrooms. Source

Article URL: https://github.com/RimantasZ/contextspy Comments URL: https://news.ycombinator.com/item?id=48992375 Points: 2 # Comments: 0

Have I Been Pwned confirms scale for first time

If AI got lucky or not, AI is surely going to assist in solving serious math problems. If you want to spend your resources/weekends contributing, this repository is full of math problems where you can add your thoughts (or proofs - for you Good Will Hunting type people) for others to build on it and we all together can try to change the world of math. I have already extended the research with manual proof of Jacobian Conjecture that was posted on Twitter (with attribution). Comments URL: https:/

Article URL: https://github.com/The18thWarrior/tzro Comments URL: https://news.ycombinator.com/item?id=48992154 Points: 2 # Comments: 0

Hello, while I was learning LLM Inference basics I realized with few tricks I could use my ESP32 for inference if I stream the weights only when they are needed from a host over WiFi. Speed? Really bad. Lol. But this is just a technical demo of how it can be done. I really enjoyed while coding it. It has a sliding window which allows infinite generation ( of course meaningless :) ) Hope you will enjoy! Comments URL: https://news.ycombinator.com/item?id=48992123 Points: 2 # Comments: 0

Exploring GPU acceleration with cuDF, cudf.pandas, and the Polars GPU Engine The post How Much of a Data Science Workflow Can Run on a GPU Today? Part 1: Accelerating Data Preparation appeared first on Towards Data Science .

Deezer said more than 90,000 AI-generated tracks were uploaded daily on the platform in June.

Article URL: https://nutfieldsecurity.com/posts/ai-vacation-physics/ Comments URL: https://news.ycombinator.com/item?id=48992051 Points: 2 # Comments: 0

Article URL: https://antiextinction.substack.com/p/contra-ai-2040-and-the-cult-of-intelligence Comments URL: https://news.ycombinator.com/item?id=48992050 Points: 1 # Comments: 2

Howdy dear folks. Here on hackernews there seems to be very little other than AI related stories. Maybe not all too strange given the crowd who frequents this site. From what I gather the mostly positive sentiment isn't as widely shared among the general population (0: 50% of americans are more concerned than excited about the increase use of AI). How do you think about whether or not to mention, or advertise, the AI capabilities of your own products when marketing to the general population? Do

I use Pi coding agent with OpenAI GPT-5.6 Sol but have been finding that GPT-5.6 is slower than Claude Code. Do you use any other model like one of the hosted OSS ones? Comments URL: https://news.ycombinator.com/item?id=48991997 Points: 3 # Comments: 2

Article URL: https://georgwiese.github.io/posts/formal-verification-ai/ Comments URL: https://news.ycombinator.com/item?id=48991981 Points: 4 # Comments: 0

Hi HN, we're developing Neverbell, an AI agent that combines market analysis with trade execution. One of our beta testers said to Neverbell: “Protect my downside, but don’t be too conservative.” Volatility increased a few days later, and the agent decreased their exposure. Our tester wasn’t happy. The interesting part for us was that both interpretations were reasonable. The agent gave more weight to “protect my downside.” The user thought that “don't be too conservative” was more important. It

<pre style='white-space:pre-wrap;width:81ex'>fix(gateway): keep fresh-state startup responsive with prepared runtimes (#112262) * fix(gateway): keep health responsive during model runtime startup * refactor(agents): isolate prepared runtime startup mode * refactor(agents): keep prepared runtime catalog mode internal</pre>

I built Pinpoint because I was tired of typing out feedback on the visual work my AI agent did. I want my agent to be autonomous, so having it ask for feedback through a UI felt genuinely better. Dropping a contextual comment on each screenshot is much closer to how you'd give feedback on a design in Figma. It also does side-by-side comparison, which is really helpful, having the before/after screens lets the human in the loop (us!) give better feedback. It's just screenshots and comments, the s

<h1> Building Production-Grade LLM Evaluation Pipelines: From Vibes to Metrics </h1> <p><em>How we replaced "looks good to me" with automated evaluation catching 92% of hallucinations before deployment</em></p> <h2> The Problem: Why "Vibe Checks" Fail in Production </h2> <p>Three months ago, our team shipped a RAG-based customer support assistant. It worked great in testing — we'd ask it questions, read the answers, and say "yeah, that looks right."</p> <p>Then it hit production.</p> <p>A custom

<blockquote> <p><em>This article was translated with the help of AI.</em></p> </blockquote> <p>Are you issuing access keys just to use the AWS CLI?</p> <p>I used to do exactly that. Access keys are convenient, aren't they?<br> Once you set them up with <code>aws configure</code>, they keep working forever.<br> But behind that convenience lies a scary story.<br> A leak can mean a bill of tens of thousands of dollars, leaked data, and lost trust. And once it's out, you can't take it back.</p> <p>T

<blockquote> <p><strong>TL;DR —</strong> Streaming AI pipelines get evaluated on latency and throughput, but the deeper risk is time semantics: watermarks, allowed lateness, and out-of-order events silently change what a feature means between training and serving. This creates a distribution skew that dashboards never catch because nothing looks broken — the pipeline is fast, the model is scoring, and the numbers are just quietly wrong. The fix is treating watermark lag and replay parity as firs

MISUMI Americas has examined reshoring of U.S. manufacturing and supported legislation to send workers overseas for training. The post MISUMI Americas releases reshoring report, supports manufacturing training bill appeared first on The Robot Report .

Article URL: https://runtimewire.com/article/skyfall-ai-buy-business-test-ai-ceo Comments URL: https://news.ycombinator.com/item?id=48991778 Points: 1 # Comments: 0

Article URL: https://www.youtube.com/watch?v=xXsRnlYv5eM Comments URL: https://news.ycombinator.com/item?id=48991746 Points: 1 # Comments: 0

<p>Earlier this month I hosted a fireside chat session at the <a href="https://www.ai.engineer/worldsfair/2026">AI Engineer World's Fair</a> with Cat Wu and Thariq Shihipar from Anthropic's Claude Code team. We talked about Claude Code, Claude Tag, Fable, coding agent security, evals, tool design, and how Anthropic use these tools themselves.</p> <p>The full video of the session is now available <a href="https://www.youtube.com/watch?v=uU5Gv2h8-9g">on YouTube</a>. Below is an edited copy of the

Article URL: https://psyll.com/articles/technology/ai-machine-learning/the-real-cost-of-ai-human-and-environmental-harm Comments URL: https://news.ycombinator.com/item?id=48991692 Points: 1 # Comments: 0

You open a generative AI tool expecting a quick boost. Ten minutes later, you’re still there, refining a prompt for the fourth time. The task you started with has drifted off to the side somewhere. Sound familiar? Knowledge workers in 2026 are running into this more and more. It makes sense once you look at […] The post The AI Slot Machine Effect: Why Generative Feeds Disrupt Deep Work And How to Reclaim Focus appeared first on AI News .

Article URL: https://github.com/fixed-width/glass Comments URL: https://news.ycombinator.com/item?id=48991662 Points: 1 # Comments: 1

Article URL: https://github.com/arianmokhtariha/data2prompt Comments URL: https://news.ycombinator.com/item?id=48991652 Points: 1 # Comments: 0

Article URL: https://www.raspberrypi.com/news/ai-projects-with-raspberry-pi-out-now/ Comments URL: https://news.ycombinator.com/item?id=48991623 Points: 1 # Comments: 0