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The Guardian AIBusiness

When AI is subject to less regulation than your fridge, something is startlingly wrong | Richard Hermer

<p>Let’s be clear: the risk to humanity is unprecedented. Without an urgent public debate and robust use of international law, we will lose control of the future</p><p>In my two years as attorney general, I spent more time working on national security than any other issue. The range and gravity of the threats posed to our nation are multifold, from terrorism, armed conflicts and nuclear proliferation, to the impacts of financial insecurity and the climate crisis. All profound challenges, yet one

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When AI is subject to less regulation than your fridge, something is startlingly wrong | Richard Hermer
Product HuntTools

Openbroca

<p> Lightweight AI dictation for Mac that sounds like you </p> <p> <a href="https://www.producthunt.com/products/openbroca?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/1278100?app_id=339">Link</a> </p>

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Hacker News Ask

Ask HN: How does your organization make build vs. buy decisions now?

With AI, a lot of things are way easier to build than they once were. So I wonder how big organisations now decide whether to build vs. buy. Building is easy, but you still need to maintain and support everything you build in-house. I'm especially curious how this varies by organisation size. Comments URL: https://news.ycombinator.com/item?id=50059461 Points: 1 # Comments: 0

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Hacker News Show

Show HN: Enso Method – agent skills for building software for someone else

The Enso Method is a new set of AI skills for Claude Code and Codex which I've open sourced on GitHub predominantly for developers who build for someone else who is making the product/business calls. I've been using AI to write basically 100% of my code since late 2024, back in the Sonnet 3.5 days, when it barely worked and there were few people doing this and very little support for this way of developing. I stubbornly thought this was going to be the future and came up with a methodology for m

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The Verge

Meta has some Wonder Full new AI models

Meta is making up for lost time in the AI race. After launching Muse Spark, the first model from its revamped Superintelligence Labs division, and buzzy AI agent Muse, it's now launching two new models it claims can go toe-to-toe with the industry's best. The new models, Muse Wonder and Muse Wonder Full, are available […]

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Meta has some Wonder Full new AI models
Simon WillisonLLMs

Profiling web-edit with Python 3.15: flame graphs and source heatmaps

<p><strong>Research:</strong> <a href="https://github.com/simonw/research/tree/main/python-3-15-web-edit-profiling#readme">Profiling web-edit with Python 3.15: flame graphs and source heatmaps</a></p> <p>I put the <a href="https://simonwillison.net/2026/Oct/12/python-3-15/#a-sampling-profiler">new Python 3.15 profiler</a> through its paces by having GPT-6 Astra Extra High in Codex run it against my new <a href="https://simonwillison.net/2026/Oct/12/web-edit/">web-edit app</a>:</p> <blockquote> <

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Hacker News Show

Show HN: Authrot – extract your story elements out of chapters and graph them

I've been working on this app for a couple months, because I needed help outlining my story being written on Google Docs. I kept adding new characters, and it was difficult for me to keep track of everything going on in the story. I wasn't organized at all. I do have a subscription to Claude, and it helps, sure, but it didn't exactly build a graph of all the story elements connecting together. Throwing 20 chapters into one context was just terrible at narrowing its focus. I started building this

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Hacker News FrontTools

Launch HN: Agent37 (YC F26) – Low-cost agent sandboxes for running agents

Hey HN, I’m Vishnu from Agent37 ( https://agent37.com ). We build sandboxes for running AI agents at under 10% of the cost of most sandbox providers. Our customers spend an average of $0.37/month per sandbox. You can view a video walkthrough of the product here: https://youtu.be/DK5ISR2tbNo We started as one of those OpenClaw wrapper companies back in February (yup.. judge me). In time we added more and more harnesses. One of the goals I had at the time was to offer a free plan to users, so as t

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Hacker News Show

Show HN: Weekend hack – shoot away Cloudflare CAPTCHAs

The cf turnstile has been a constant annoyance ever since I started using VPNs for everyday browsing. This weekend I built a chrome extension that auto clicks the captcha using the chrome debugger api. Thanks to ai agents, even weekend projects can have fancy animations :) Comments URL: https://news.ycombinator.com/item?id=50058822 Points: 1 # Comments: 0

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Product HuntTools

Strawberry 1.0

<p> AI Browser that saves your team >100h/week </p> <p> <a href="https://www.producthunt.com/products/strawberry?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/1278009?app_id=339">Link</a> </p>

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The DecoderBusiness

Clearing chat history helps AI agents find better solutions

Microsoft researchers found that autonomous AI agents get trapped in what they call "idea basins" because of their growing chat context, local solution regions they can't escape. Their "Fork-and-Flush" method clears the chat history but keeps the workspace, achieving up to 66 percent better results on the same compute budget. The article Clearing chat history helps AI agents find better solutions appeared first on The Decoder .

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Clearing chat history helps AI agents find better solutions
Meta Engineering

Turning Opportunistic AI Inference Capacity Into Better Ads Recommendations

At Meta, we’ve built a system that enhances ads recommendations by leveraging idle inference capacity in our fleet. Two elasticity levers in the system allow ads recommendation work to expand across opportunistic capacity, without compromising baseline performance. This post describes how we designed and now operate the system at Meta’s scale and how it drives [...] Read More... The post Turning Opportunistic AI Inference Capacity Into Better Ads Recommendations appeared first on Engineering at

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Turning Opportunistic AI Inference Capacity Into Better Ads Recommendations
Recurrent Neural Networks

The Rise of AI Software Clones: Why REA and ArtCraft Are Going Viral

REA and ArtCraft are two projects driving a wave of AI-built clones that attempt to recreate Adobe and Microsoft software, letting developers reverse-engineer and rebuild commercial tools without access to the original source code.

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The Rise of AI Software Clones: Why REA and ArtCraft Are Going Viral
Microsoft ResearchResearch

Simulating student learning for better AI tutoring

StudentSim is a research system for evaluating and improving AI tutoring tools before they are tested with learners. It models how individuals may engage with tutors, giving feedback to improve tutor performance across subjects like chess, writing, and mathematics. The post Simulating student learning for better AI tutoring appeared first on Microsoft Research .

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Simulating student learning for better AI tutoring
Simon WillisonLLMs

web-edit 0.1a0

<p><strong>Release:</strong> <a href="https://github.com/simonw/web-edit/releases/tag/0.1a0">web-edit 0.1a0</a></p> <p>I was working on a project from my phone using Codex Remote when I found myself wanting to edit a credentials file without round-tripping those credentials through the LLM itself.</p> <p>So... I had Codex and GPT-6 Astra Extra High build this Python web app which provides a web UI for viewing and editing files in a folder. It's intended to be run over Tailscale, so I can have an

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AWS Machine Learning Blog

Deploy decision models with llama.cpp on Amazon SageMaker AI

Learn how to deploy decision models with llama.cpp on Amazon SageMaker AI. This technical how-to serves OpenAI-compatible chat completions with the AWS Deep Learning Container for llama.cpp, then extends the runtime with SemIf to return probabilities over declared options on CPU or GPU.

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AWS Machine Learning Blog

Run multi-node inference workloads using Ray LLM Deep Learning Containers

Learn how to deploy one large language model across two GPU nodes on Amazon EKS using the multi-node Ray LLM Deep Learning Containers, with separate prefill and decode nodes behind one OpenAI-compatible endpoint. The pre-built container ships the full inference stack, so you configure the deployment instead of assembling it.

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Hacker News LLMLLMs

Show HN: Boole-1.7B, a 1-bit LLM that outperforms Bonsai-1.7B

Introducing Boole-1.7B, a 1-bit version of Qwen3-1.7B. Boole-1.7B retains 85.9% of BF16 performance using 247MB (13.9x smaller). It outperforms 1-bit Bonsai-1.7B and similar-sized LFM models, and nearly matches 1.58-bit Bonsai-1.7B. It’s intended for low-latency tasks using English and non-thinking mode. To learn more, - Blog: https://precisionnumerics.ai/blog/boole-1p7b - Weights: https://huggingface.co/precision-numerics/Boole-1.7B - Chat in browser: https://precisionnumerics.ai/chat/ We're go

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The Hacker NewsSecurity

⚡ Weekly Recap: Helpdesk 0-Days, Rogue Certs, ShinyHunters Arrest, AI-Fooling Malware and More

Some meetings last longer than it took attackers to jump on a newly disclosed security flaw this week. Within hours, they were already testing it. That's not much time to read the warning, let alone do something about it. But speed is only part of the problem. A secure connection didn't always mean a safe destination. People offering to fix a ransomware mess had questions to answer themselves.

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⚡ Weekly Recap: Helpdesk 0-Days, Rogue Certs, ShinyHunters Arrest, AI-Fooling Malware and More
Schneier on Security

FBI Arrests Suspect in FBI-Hacking Case

In September, hackers from a group called ShinyHunters announced that they stole a trove of FBI data about its own agents. It was an intelligence disaster . Last week, the FBI arrested (alternate link ) someone associated with that crime.

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NVIDIA BlogResearch

OCP Global Summit: Amid Ecosystem Adoption, NVIDIA Opens Vera Rubin Architecture to Help Scale AI Factories Worldwide

As AI factories grow from megawatts to gigawatts, building them takes more than advanced computing. Open standards are helping the industry scale AI infrastructure faster, more efficiently and more reliably. At the Open Compute Project (OCP) Global Summit, taking place in the San Jose McEnery Convention Center, NVIDIA announced new partnerships and contributions aimed at […]

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OCP Global Summit: Amid Ecosystem Adoption, NVIDIA Opens Vera Rubin Architecture to Help Scale AI Factories Worldwide