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Vercel Blog

Vercel MCP can now deploy code

The Vercel MCP server can now deploy code directly to a new or existing project. When your AI assistant finishes building something, it can ship it to Vercel and hand back a shareable URL without leaving the chat. Point the deploy_to_vercel tool at your files and Vercel creates the project, detects the framework, installs dependencies, and builds. You get a URL you can open and share while the build finishes in the background. To get started, connect the Vercel MCP server to Claude, Cursor, or a

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OpenAI BlogLLMs

Launching Health in ChatGPT

Health in ChatGPT now lets eligible U.S. users securely connect medical records and Apple Health to get more personalized insights and better understand their health.

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Vercel Blog

WebSocket support is now available for Python Functions

Vercel now supports WebSocket connections for Python applications. WebSockets enable bidirectional communication between client- and server-side code, powering real-time features like interactive AI streaming, real-time chat, and multiplayer live collaboration. Both ASGI and WSGI applications are supported, including frameworks like FastAPI, Django, and Flask. Explore the FastAPI AI Chat and Flask AI Chat examples, or read the WebSockets documentation to get started. Read more

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Dan Luu

Bad benchmarks and evals: Senior SWE-Bench, napkin math, and winter tires

<p>We're going to look at three different kinds of benchmarks, one set of calculations for baseline numbers for performance "napkin math" estimates, one set of AI model evals, and one on car tires. To build my intuition for things, I like thinking about them before seeing the explanation, so these are presented with the benchmark information first and the explanation later in case you want to think about your answer before seeing my thoughts.</p> <p><b>29.</b> A friend of mine is reviewing perfo

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Simon WillisonLLMs

Quoting Thomas Ptacek

<blockquote cite="https://twitter.com/tqbf/status/2080045032162173329"><p>I genuinely believe that if you took an open weights model from 2025 and built a pentest harness for it, it could do this kind of sandbox escape and scan/hack in most networks. This is only surprising because you assume OpenAI has sounder sandboxes.</p></blockquote> <p class="cite">— <a href="https://twitter.com/tqbf/status/2080045032162173329">Thomas Ptacek</a>, doesn't think <a href="https://simonwillison.net/2026/Jul/22

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Simon WillisonLLMs

OpenAI’s accidental cyberattack against Hugging Face is science fiction that happened

<p>This story is wild. The short version: OpenAI were running a cybersecurity test against an unreleased model, with the model's guardrail features turned off. Rather than solve the test, the model broke its way out of OpenAI's sandbox, then found exploits to break <em>in</em> to Hugging Face, all so it could cheat on the test by stealing the answers.</p> <p>Along the way it helped make the strongest case yet for how the imbalance of model availability is hurting our ability to secure our softwa

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Product HuntTools

Freesolo Flash

<p> Full-Stack Platform for Training Small Language Models </p> <p> <a href="https://www.producthunt.com/products/freesolo-flash?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1204056?app_id=339">Link</a> </p>

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Simon WillisonLLMs

Are AI labs pelicanmaxxing?

<p><strong><a href="https://dylancastillo.co/posts/pelicanmaxxing.html">Are AI labs pelicanmaxxing?</a></strong></p> Excellent piece of work by Dylan Castillo, who took a deep-dive into the frequently pondered question of whether the AI labs have been deliberately training models to draw pelicans riding bicycles in response to my <a href="https://simonwillison.net/tags/pelican-riding-a-bicycle/">deeply unscientific benchmark</a>.</p> <p>I've been randomly spot-checking this in the past by testin

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r/MachineLearningResearch

One encoder, seven heads: what we learned training a unified security classifier with masked losses [P]

<!-- SC_OFF --><div class="md"><p>We spent the last months consolidating seven separate sequence classifiers into one multi-head model, our apex model, so to speak, and since the weights are now public, I wanted to share what worked and what surprised us.</p> <p><strong>Setup:</strong> a shared mmBERT-small encoder with seven task heads, binary injection (BCE), document class (7-way), tool type (14-way), tool operation (6-way), tool data-flow tags (3× BCE, multi-label), intent routing (5-way), a

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VentureBeat

The credential that let OpenAI's agents into Hugging Face exists in most enterprises right now

When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue said on X that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had happened autonomously. The two OpenAI models that broke into Hugging Face last week did not breach it through malice or superintelligence. They breached it through credentials and permissions they should n

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The credential that let OpenAI's agents into Hugging Face exists in most enterprises right now
Product HuntTools

Webhound

<p> A research engine for your agent </p> <p> <a href="https://www.producthunt.com/products/webhound?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1204010?app_id=339">Link</a> </p>

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Product HuntTools

Repaint Socials

<p> Build a website from Google Business, Instagram, or Facebook </p> <p> <a href="https://www.producthunt.com/products/repaint-ai-website-builder?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1204009?app_id=339">Link</a> </p>

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Product HuntTools

Mufal

<p> Undetectable AI copilot for live meetings </p> <p> <a href="https://www.producthunt.com/products/mufal?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1204001?app_id=339">Link</a> </p>

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Hacker News AILLMs

The Powerhouse of the AI Chip

Article URL: https://twitter.com/joefioti/status/2077430481809989662 Comments URL: https://news.ycombinator.com/item?id=49013890 Points: 1 # Comments: 0

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Hacker News AILLMs

Build a website for AI pics for dating apps in 20 hours, launched ads, failed

Build a website for AI pics for dating apps in 20 hours, launched ads, failed I had some free google cloud credits (included nano banana for AI gen photos) Build a simple website - user uploads a selfie, receiving cool pics for dating apps with his face + he can edit photos with promts. 3 photos with watermarks for free, after that pack with 25 photos for 9,99$, In the backend its prefiltered cool photos + face recognition in order to return only photos with a good simularity. End result - $202

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Hacker News AILLMs

Character.ai: The Technical Story of What Keeps Users Hooked

Article URL: https://manish.sh/writings/ai-tools/inside-character-ai-the-technical-story-of-what-keeps-users-hooked Comments URL: https://news.ycombinator.com/item?id=49013296 Points: 1 # Comments: 0

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The Robot ReportRobotics

Report shares the state of physical AI and robotics

A report looks at how physical AI is increasingly enabling autonomous systems to perceive their environments, make decisions, and act in the real world. The post Report shares the state of physical AI and robotics appeared first on The Robot Report .

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Report shares the state of physical AI and robotics
The Guardian AIBusiness

OpenAI’s rogue agents are a wake-up call to risks posed by artificial intelligence | Shakeel Hashim

<p>Hacking of Hugging Face shows we do not seem to have reliable ways to curb extremely powerful AI systems</p><p>Last week Hugging Face – a company that hosts artificial intelligence models and datasets – was <a href="https://huggingface.co/blog/security-incident-july-2026">hacked</a>.</p><p>After it reported the incident to law enforcement, few would have predicted what came next: the culprits were <a href="https://www.transformernews.ai/p/openai-hugging-face-hack-stark-warning?utm_source=guar

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OpenAI’s rogue agents are a wake-up call to risks posed by artificial intelligence | Shakeel Hashim
Hacker News AILLMs

AI Impact – A Collection of Stats

Article URL: https://vester.si/ai-impact/ Comments URL: https://news.ycombinator.com/item?id=49012843 Points: 4 # Comments: 2

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