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Hacker News LLMLLMs

Show HN: How do you know your LLM giving accurate info?

I spend a good amount of time chasing the LLM for evidence that its answer is actually accurate. To be honest, I can usually get there, but it works great for fresh work and gets messy on months-old work. And it's not just me; a lot of people have raised the same thing. So for the last 6 months I've been trying to fix it. Today I can say it's working for me — it flags me in advance. Obviously not perfect yet, and that's where I need help: I need people to test it and tell me what else needs fixi

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Hacker News LLMLLMs

What LLM coding agents have taken from me

Article URL: https://www.awanderingmind.blog/posts/2026-08-08-what-llm-coding-agents-have-taken-from-me.html Comments URL: https://news.ycombinator.com/item?id=49622154 Points: 2 # Comments: 0

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Simon WillisonLLMs

Quoting Terence Tao

<blockquote cite="https://mathstodon.xyz/@tao/117237320796901560"><p>I wrote recently about how the collection of good, fruitful open problems is now being mined in a non-renewable fashion, leading to the potential scenario of these problems becoming scarce. [...]</p> <p>We have now seen that even the rumor of someone working on a problem can trigger a massive amount of AI-powered effort to flatten it before the original research project has time to reach its full potential. The incentives may n

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Simon WillisonLLMs

Some thoughts on the Navier–Stokes Millennium Prize Problem

<p><a href="https://openai.com/index/navier-stokes-solution/">On the Navier–Stokes Millennium Prize Problem</a> introduces an impressive result from OpenAI, who used an unreleased model to produce a resolution to <a href="https://en.wikipedia.org/wiki/Navier–Stokes_existence_and_smoothness">the Navier–Stokes existence and smoothness problem</a>, one of the seven <a href="https://en.wikipedia.org/wiki/Millennium_Prize_Problems">Millennium Prize Problems</a> that have been subject to a $1,000,000

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Simon WillisonLLMs

Introducing ChatGPT Images 2.5

<p><strong><a href="https://openai.com/index/introducing-chatgpt-images-2-5/">Introducing ChatGPT Images 2.5</a></strong></p> OpenAI's image generation models are apparently used "more than 3 billion images across ChatGPT Images and the GPT‑Image models in the API". This latest release improves their instruction-following ability across multiple turns, responds faster, and "is better at preserving the subjects in your reference photos".</p> <p>There are two new model IDs in the API: <code>gpt-im

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OpenAI BlogLLMs

The Work Now Within Reach

Explore how more capable, affordable AI can expand the work people and businesses can accomplish—and make growth more economical.

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OpenAI BlogLLMs

Introducing ChatGPT Images 2.5

ChatGPT Images 2.5 helps turn your ideas, sketches, and reference photos into more personalized, polished images that better reflect your ideas.

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OpenAI BlogLLMs

On the Navier–Stokes Millennium Prize Problem

We’re sharing an AI-generated solution to the Navier–Stokes Millennium Prize Problem, including a writeup and a formal proof in Lean.

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Simon WillisonLLMs

llm 0.35

<p><strong>Release:</strong> <a href="https://github.com/simonw/llm/releases/tag/0.35">llm 0.35</a></p> <blockquote> <ul> <li>New OpenAI model: <code>gpt-6-astra</code> for <a href="https://openai.com/index/gpt-6-astra/">GPT-6 Astra</a>.</li> </ul> </blockquote> <p>Tags: <a href="https://simonwillison.net/tags/openai">openai</a>, <a href="https://simonwillison.net/tags/llm">llm</a>, <a href="https://simonwillison.net/tags/gpt-6-astra">gpt-6-astra</a></p>

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Simon WillisonLLMs

Quoting Jakub Pachocki

<blockquote cite="https://openai.com/index/an-alien-mind/#scalable-defense"><p>The strongest argument I see for continuing to train much smarter models quickly is the need to build defensive systems against the dangers posed by other AI. [...]</p> <p>We will need powerful, aligned AI for defense; to secure infrastructure, to protect against rogue agents in real time, and to invent entirely new protective measures. This will be a primary focus of OpenAI’s deployment efforts.</p> <p>At the same ti

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Simon WillisonLLMs

Video compressor

<p><strong>Tool:</strong> <a href="https://tools.simonwillison.net/video-compressor">Video compressor</a></p> <p>I recorded a short demo video of <a href="https://simonwillison.net/2026/Sep/7/equal-earth/">my Equal Earth</a> animation on my phone and wanted to publish an optimized version of that video (using FFMPEG) on my blog, so I had Claude Fable 5.1 in Claude Code for web <a href="https://claude.ai/code/session_01QHTdJZ4xg6TZfDXCmuvAE9">build me this tool</a> using the WebAssembly build of

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Simon WillisonLLMs

Mercator ↔ Equal Earth

<p><strong>Tool:</strong> <a href="https://tools.simonwillison.net/equal-earth">Mercator ↔ Equal Earth</a></p> <p>I got curious about the Equal Earth map projection that was recently <a href="https://www.theguardian.com/world/2026/sep/04/un-vote-world-map-mercator-equal-earth-africa">voted on at the UN</a> so I had GPT-6 Astra (medium) in ChatGPT Work <a href="https://chatgpt.com/share/6a9ee520-c82c-83ea-8111-2f7050c08638">build me</a> this animated transition between Mercator and Equal Earth us

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OpenAI BlogLLMs

Supporting independent journalism in Ukraine

OpenAI, AIRPPU and WAN-IFRA launch an AI program to help Ukrainian news organizations strengthen innovation, resilience, and independent journalism.

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Simon WillisonLLMs

Research acceleration: The view inside OpenAI

<p><strong><a href="https://openai.com/index/research-acceleration-view-inside-openai/">Research acceleration: The view inside OpenAI</a></strong></p> Apparently today is RSI day at OpenAI, for Recursive Self-Improvement - I think it's their new AGI. Both this piece and the new essay <a href="https://openai.com/index/an-alien-mind/">An Alien Mind</a> (by Chief Scientist Jakub Pachocki) talk about it, and this one doesn't even bother to expand the acronym.</p> <p>Included are details on how OpenA

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Hacker News LLMLLMs

Ask HN: How safe are our password managers in face of LLM cyber attacks?

Hey With LLMs having infinite attack resources compared to human researchers, how safe are we? We already know that you don't need top tier frontier models to create an attack vector. You can just loop a mid-sized model until it bears result. Or run a small swarm of agents to achieve the same goal How long until a criminal actor with running exo[1] over 2 mac studios breaches password managers? I understand that the storage of passwords might be encrypted, but they might find vulnerabilities at

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Hacker News LLMLLMs

Ask HN: (Why) Was the LLM breakthrough useful for images, audio, etc.?

This has been bothering me for a while. I feel like I have a decent conceptual grasp of what LLMs are doing with written text. But it seems like they also unlocked a bunch of progress in understanding and generating images, audio, and video. I can’t twist my brain into understanding the connection. Is the boom in generated non-text content also built on LLMs, or is it just correlated with it because a bunch of excitement drove investment into the industry? I’m hoping for an ELI-non-ai-but-cs-maj

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Hacker News LLMLLMs

Show HN: Local 3D LLM Sandbox a tiny assistant with an attitude

Built this small project as a proof of concept to see how fun it could be and how low latency it would be to interact with the local agent in a 3D environment. Any feedback is welcome! Comments URL: https://news.ycombinator.com/item?id=49586853 Points: 1 # Comments: 0

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Hacker News LLMLLMs

I track LLM API prices daily, found a 33x cost gap in the same model

I kept finding LLM pricing comparison posts that were already stale, so I built a scraper that snapshots the full OpenRouter catalog (425 models, 58 providers) every day and diffs it against the previous day. It's been running unattended for about a week now: https://costpertoken.dev One thing that fell out of the data surprised me: on the exact same model, a coding-agent-shaped call (large context in, code out) costs roughly 33x more per call than a bulk-classification-shaped call. I checked th

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Hacker News LLMLLMs

LLM representations have implicit symbolic structure

Article URL: https://twitter.com/RTomMcCoy/status/2094870131939684488 Comments URL: https://news.ycombinator.com/item?id=49586590 Points: 9 # Comments: 0

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Hacker News LLMLLMs

Should I reconsider my decision of self-hosting LLM Gateway?

The CVE-2026-35029 privilege escalation in LiteLLM is a reminder that middleware is not something you can install once and forget. What is your view on using self-hosted LLM gateway? I wrote this post - https://leanroute.dev/blog/self-hosting-an-llm-gateway Would like to hear your views. Comments URL: https://news.ycombinator.com/item?id=49586552 Points: 1 # Comments: 2

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Hacker News LLMLLMs

Show HN: I stopped using an LLM gateway and put rate-limits/fallback in-process

Sup HN. I built VernLLM cuz every LLM gateaway I looked at, meant adding a network hop just to get rate limiting, multi provider fallback, circuit breaking and other features. Needing to take a whole seperate service just to deploy, monitor and trust with my API keys is just annoying since my whole tech stack was just TypeScript and Node. VernLLM does the same job within your LLM calls, but its in process instead. Its supports OpenAI-compatible APIs, Anthropic, Gemini and Bedrock providers. I wo

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OpenAI BlogLLMs

An Alien Mind

Jakub Pachocki reflects on increasingly capable AI and the challenge of keeping it aligned. He calls for stronger safeguards and international coordination.

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OpenAI BlogLLMs

Research acceleration: The view inside OpenAI

Inside OpenAI, coding agents are reshaping AI research. Explore early data on agent usage, experiment velocity, task complexity, and research acceleration.

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Hacker News LLMLLMs

LLM-as-a-Verifier

Article URL: https://github.com/llm-as-a-verifier/llm-as-a-verifier Comments URL: https://news.ycombinator.com/item?id=49583167 Points: 2 # Comments: 0

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Hacker News LLMLLMs

BLLM / ALLM – before and after LLM

Shall we start indicating the time as "before llm" and "after llm"? I've just talked with someone who wants to break into the industry and i've wrote something like "i have few collogues who entered through contributing to open source, but it was before LLMs". LLMs seem to be such big thing and their impact is rolling throughout industries that maybe we shall start using ALLM to indicate the new time ;) Comments URL: https://news.ycombinator.com/item?id=49583058 Points: 1 # Comments: 0

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Simon WillisonLLMs

Introducing GPT-6 Astra for developers

<p><strong><a href="https://www.youtube.com/watch?v=bOC3DisEOfg">Introducing GPT-6 Astra for developers</a></strong></p> Blink and you'll miss it, but there's a familiar creature at <a href="https://www.youtube.com/watch?v=bOC3DisEOfg&t=119">1m59s</a>:</p> <blockquote> <p>Across the board, Astra has more attention to detail, better understanding of the user's prompt, and can build more sophisticated outputs. In particular, it excels at building 3D models. I've seen it make incredible renderings

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Hacker News LLMLLMs

An LLM runtime that boots from USB

Article URL: https://nightrun.io/ Comments URL: https://news.ycombinator.com/item?id=49581115 Points: 2 # Comments: 0

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Simon WillisonLLMs

Using Blender with coding agents on macOS

<p><strong>TIL:</strong> <a href="https://til.simonwillison.net/llms/blender-coding-agents-macos">Using Blender with coding agents on macOS</a></p> <p>I've been having fun with Blender in ChatGPT Codex on my Mac recently. Getting it to work with coding agents is really easy: install the full Mac application from <a href="https://www.blender.org">blender.org</a> and run a prompt like this:</p> <blockquote> <p><code>Use the already install /Applications/Blender to render a scene of a pelican ridin

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Hacker News LLMLLMs

Is your LLM Biased? Making ChatGPT evaluate itself

Article URL: https://think-twice.me/is-ai-biased-or-sexist-making-chatgpt-evaluate-itself/ Comments URL: https://news.ycombinator.com/item?id=49576559 Points: 1 # Comments: 0

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Hacker News AILLMs

Structure Around Intelligence – AI Native

As part of my job, I have worked across both width and depth. I have worked on the core architecture of deep learning models as well as designed large-scale machine learning systems. I have made this observation that AI Native transformation is all about who lays down a better structure around their core intelligence. Nothing else matters more. Even the context length issue can be handled through robust structure for the time being. I often term it as probabilism filled into determinism. Comment

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Hacker News AILLMs

AI doesn't suck, people do

Article URL: https://catalins.tech/ai-fatigue/ Comments URL: https://news.ycombinator.com/item?id=49576243 Points: 3 # Comments: 2

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Hacker News AILLMs

AMD unveils Threadripper Halo Station, an AI workstation packing 96 cores

Article URL: https://www.tomshardware.com/pc-components/cpus/amd-unveils-threadripper-halo-station-an-ai-workstation-packing-96-cores-and-dual-liquid-cooled-mi350p-accelerators-the-most-powerful-workstation-in-the-world-can-run-trillion-parameter-models-says-amd Comments URL: https://news.ycombinator.com/item?id=49576187 Points: 4 # Comments: 0

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