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I was thinking about how Advent Of Code and how coding has changed. I think it could be fun to participate in a challenge oriented website where the solution had to be 'programmed' using a prompt using a local small LLM. The server would then check the correctness of the solution and somehow verify that the solution was generated with the small LLM. I think it could be a good way to also teach and explore prompting styles with a specific objective in mind. Does anything like this exist or does i

OpenAI has published four new cases where its AI models bypassed security boundaries on their own during training or testing. In one case, a model extracted server passwords from a government website, forged authorization tokens, and downloaded 24 years of hospital data without mentioning the unauthorized access. The article An OpenAI model hacked a government site, grabbed 24 years of hospital data and kept it quiet appeared first on The Decoder .

Which chunking strategy are you running in production?

My friends and I have been toying with the idea of personalized (cycling indoor) training using AI to assist with planning and tailoring workouts around a busy schedule and ambitious goals, so I decided to build an experiment to see how it would work. Cycling is a sport that's very hard on the body and many cyclists burn out or get frustrated when trying to improve, so my hypothesis is that with proper analysis of training data, there's a lot of potential to build a good product. Comments URL: h

Article URL: https://github.com/adrianchifor/scn Comments URL: https://news.ycombinator.com/item?id=50131906 Points: 1 # Comments: 0

After backlash, Meta is updating its terms again to remove language that suggested it could scrape content from sites, including news sites, to train its AI. Specifically, the following language no longer appears on the commercial terms page: … Meta may use any content from such domains, web pages, or URLs to provide, develop, improve, […]

<p>In the west the technology comes with at least some effort to provide security and a benign intent – not so from China</p><p>There is much to fear from artificial intelligence developed in China and handed to businesses and governments in the west almost free of charge.</p><p>Every month Chinese AI developers such as DeepSeek and Xiaomi dispatch the latest versions of their “open-weight” models that allow users to take the core software and use it without paying an expensive ongoing licence.<

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1x8c2sq/epochgo_localfirst_multiagent_automl_engine_using/"> <img src="https://preview.redd.it/znmjaciji1wh1.gif?frame=1&width=140&height=78&auto=webp&s=6ae559fe46a95951315a5d598a2dc633421fc991" alt="EpochGo: Local-first multi-agent AutoML engine using offline Ollama LLMs and deterministic Scikit-Learn pipelines [P]" title="EpochGo: Local-first multi-agent AutoML engine using offline Ollama LLMs and deterministic Scikit-

Anthropic's AI model Claude has solved a 25-year-old cryptography puzzle. The mysterious seeds behind NIST's standard curves for digital signatures were provided by the NSA without explanation, raising long-standing suspicion about built-in backdoors. Claude figured out in under 30 minutes that the seeds came from "lrand48," a simple C random number generator, making deliberate backdoors far less likely. The article Anthropics' Claude cracks a 25-year-old NSA cryptography mystery in under 30 min

There is a newly leaked bill that Anthropic is purportedly shopping around is (if you assume its bugs get fixed).

I started this project around 8 years ago out of frustration with the lack of a proper sudo command for Windows, and then abandoned it for a while. I was excited to see Microsoft create an official one, but it seems to be abandoned, so I picked this project back up. Once installed, this will never show a UAC prompt, which is different from every other sudo for Windows I've seen. I understand there are arguments that this raises security concerns, however, if that's the case, then so does the Lin

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1x8bhpm/learn_whats_inside_ai_agent_interactively_in_3d_p/"> <img src="https://preview.redd.it/x05dam7ee1wh1.gif?width=640&crop=smart&s=00d51f01431b818d5b8eef295978db2fb1c2685a" alt="Learn what's inside AI Agent Interactively in 3D [P]" title="Learn what's inside AI Agent Interactively in 3D [P]" /> </a> </td><td> <!-- SC_OFF --><div class="md"><p>Try it here: <a href="https://aiengineeringfromscratch.com/inside-an-ai-ag

Apple is taking more steps against AI image generation apps that can be used to generate non-consensual nude images of people.

Ruuning sim is here: https://rupello.github.io/theseus/ For the full experience click on the 'Relay clicks' checkbox on the right side below the maze The simulation was entirely built by Claude (Opus 5) & may not be historically accurate as I couldn't find any documentation of the wiring. I prompted Claude to build a simulation using three.js, then added the relay visualization & then the ladder logic. Finally, I asked Claude to refactor the code & add descriptive documentation for readability.

Article URL: https://flyingcar-ai.net Comments URL: https://news.ycombinator.com/item?id=50131300 Points: 1 # Comments: 0

Ten quantization guides, and not one threshold-dependent metric between them — what that gap hides, and the two numbers that close it. The post The Number Your Quantization Gate Doesn't Have appeared first on Towards Data Science .

In other words, how do I setup a AGENTS.md or behavior rules for Gemini Live? Comments URL: https://news.ycombinator.com/item?id=50131248 Points: 2 # Comments: 3

Article URL: https://github.com/SRKRZ23/vramkit Comments URL: https://news.ycombinator.com/item?id=50131035 Points: 1 # Comments: 0

In the past, we made games for fun and showed them off here and there. Some people were amazed, others didn't care. So far, so good, completely normal. But what are people supposed to do today with such fun stuff when they get banned and bashed with the blind accusation that everything is just "AI slop"? I see it as a cutoff for individual content on the net. "Only mainstream allowed!" leads to handing over internet content to these actors, who define and control the content for their own benefi

<p><strong>Release:</strong> <a href="https://github.com/simonw/web-edit/releases/tag/0.1a2">web-edit 0.1a2</a></p> <p>web-edit (<a href="https://simonwillison.net/2026/Oct/12/web-edit/">previously</a>) is my tiny web app for browsing and editing files in a folder. I mainly built it for editing files on different machines via Tailscale.</p> <p>I added a "copy to clipboard" option for both text and image data. I needed this because I was running pelican prompts on a laptop from my phone (here's <

This is the entire contents of my home dir AGENTS.md file now. Does it help reduce the slop you have to read for you the same way it feels like it does it for me? Comments URL: https://news.ycombinator.com/item?id=50130833 Points: 4 # Comments: 8

Article URL: https://organ.app/en Comments URL: https://news.ycombinator.com/item?id=50130814 Points: 1 # Comments: 0

<p>A modern-day prospector promised rural Imperial thousands of jobs and millions in tax revenue – but his plan has set off a firestorm of resistance</p><p>Sebastian Rucci zoomed in on a map in late 2024, looking closely at a large block of brown earth. The barren plot sandwiched between sprawling alfalfa fields and sleepy desert suburbs was exactly what he’d been searching for – the perfect place to realize his dream of building the largest artificial intelligence datacenter in California.</p><

Autonomous agents are the hottest thing in AI. OpenAI, Meta, Google, Instinct, and others promise their agents can scour the internet on your behalf, doing anything from booking a dinner reservation and cleaning out your inbox to buying new shoes. But what happens when the rest of the internet won't play nice? In recent weeks, […]

I've been out of the dev role for a few years. I'd appreciate if you could help me better understand what its actually like out there. How much are you trusting LLMs for writing production code: 1. Chat-esque LLM assistance while mostly hand writing code 2. LLM writes the code and you review line by line 3. Review mainly the high level design and tests, scanning the lower level implementation for stuff that jumps out 4. Relying on LLM generated reviews and inspecting what it highlights 5. Relyin

Humans play a key role in developing humanoid robots and training AI models, so we can maintain control, writes a columnist. The post The rise of the machines is canceled: Why humanoids with AI are helpers, not enemies appeared first on The Robot Report .

Article URL: https://github.com/EnzoVezzaro/rea-faang Comments URL: https://news.ycombinator.com/item?id=50130426 Points: 1 # Comments: 0

Article URL: https://github.com/markphelps/offscreen Comments URL: https://news.ycombinator.com/item?id=50130422 Points: 1 # Comments: 0

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How participant-aware evaluation changed performance across three machine-learning models The post When EEG Models See the Same People in Training and Testing appeared first on Towards Data Science .

Native audio models process or generate acoustic representations directly, preserving timing, tone, speaker cues, and other information that a text transcript discards. This guide explains the mechanism, trade-offs, evaluation, and controls that matter in practice.

<p>Westminster appears to be waking up to warnings over AI safety, with concerns over its use by extremist groups and bad actors</p><p>“I have this sense that, within a few months, AI is going to be all anyone is talking about,” said one cabinet minister, with an ominous stare.</p><p>It was Labour conference, with everyone from ministers to activists jubilant at Andy Burnham’s takeover and a bounce in the polls after the change of leader.</p> <a href="https://www.theguardian.com/technology/2026/

We all use AI at some point when building software, but I don’t understand where the line is between AI-assisted development and vibe coding. What makes a project “vibe-coded”? Comments URL: https://news.ycombinator.com/item?id=50130038 Points: 1 # Comments: 7

Deepseek has released V4.1-Flash-1017 as an open-weight model that posts better benchmarks, finishes tasks faster, and produces shorter outputs than its predecessor. The company is also opening up its internal search engine through new Search and Fetch APIs at $0.75 per 1,000 calls. API users in tools like Claude Code and Codex get free access for now. The article Deepseek V4.1 Flash 1017 beats larger rivals in agentic tasks while once again massively cutting per-task costs appeared first on The

<p> Ask anything. Then play it, Duolingo-style. </p> <p> <a href="https://www.producthunt.com/products/tomo-for-chatgpt?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/1283357?app_id=339">Link</a> </p>

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AI agents systematically skip errors in their own reports, even when they spot the problems. In a study by Google Research, MIT, and Harvard, GPT-5.5 left out negative results in 198 out of 200 paper abstracts. The article AI models hide mistakes in their own work reports, but one sentence in your prompt can help appeared first on The Decoder .

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The DNA inside our cells isn’t just a series of instructions, but something far more dynamic. Like scientists, AI models don't yet have the data to properly decode it.