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Hacker News AILLMs

Ask HN: How are you using AI to learn?

It's time to start learning advanced topics again and I thought it'd be at least interesting to take advantage of LLM's to help me learn better or faster. I've read here that some of you are using "socratic skills" where you give the LLM some content and then you get a series of questions in order to learn but I don't think it's the only approach to this. I'll start tackling the "Attention is all you need" paper and then I want to go deeper. What's your approach? Comments URL: https://news.ycomb

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Simon WillisonLLMs

Ten advances in mathematics and theoretical computer science

<p><strong><a href="https://openai.com/index/ten-advances-in-mathematics/">Ten advances in mathematics and theoretical computer science</a></strong></p> A few days ago it was Anthropic <a href="https://simonwillison.net/2026/Jul/28/discovering-cryptographic-weaknesses-with-claude/">discovering cryptographic weaknesses with Claude</a> using Mythos Preview, spending $100,000 on tokens and with prompts that included "again we are not looking for low hanging fruit, we want proper research to find ge

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Hacker News AILLMs

"AI Brendans" or "Virtual Brendans" (2025)

Article URL: https://www.brendangregg.com/blog/2025-11-28/ai-virtual-brendans.html Comments URL: https://news.ycombinator.com/item?id=49137898 Points: 2 # Comments: 0

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Hacker News AILLMs

Which web browser has no AI?

I think it's time to stay away from softwares or tools which have AI features. First find the good enough web browser which has no AI. "No AI", I mean totally no AI features, not the options to close AI features. Because using AI or adding AI features can influence many aspects of the softwares (decisions, philosophy, UI, details, attitudes to users, privacy, security, etc.), and reflects the abilities and purposes of the developer or company. Comments URL: https://news.ycombinator.com/item?id=4

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The Verge

Is this Billboard Hot 100 hit AI slop?

Fenix Flexin is best known as a member of Shoreline Mafia, a rap duo from Los Angeles. But he's recently found solo success with the track "Rubberz," which has climbed to number 58 on the Billboard Hot 100. Almost immediately, though, questions were raised about the song's origins, with many speculating that it was largely, […]

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Is this Billboard Hot 100 hit AI slop?
Hacker News LLMLLMs

Show HN: Goulash – heckler/helper to local-LLM your shell as little as possible

I use the terminal a lot, but I don't remember every command, flag, and syntax available. ffmpeg, piping to awk, find, etc... I know I'm not cool enough, but it's crazy-making. I get into a regular pattern of asking Claude, ChatGPT, or a local model how I'd write a command or do something with some files or a prompt, then going back to the terminal with a mad-lib command and reasoning through it. So I built goulash. It takes up the bottom four lines of your terminal as a place to comment on your

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r/MachineLearningResearch

How Symmetric Are the Insides of a Go Network? [R]

<!-- SC_OFF --><div class="md"><p>I just now posted a small research / ML interp study on symmetries inside the neural nets for an open source Go-playing program that I maintain ("KataGo"). The rules of Go are completely symmetric under rotation/reflection, but such symmetry is not enforced in the models - the only thing we do for that is stochastic 8-fold data augmentation during training, randomizing the spatial orientation of each batch. </p> <p>To what degree do superhuman-strength Go-playin

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The DecoderBusiness

AI keeps cracking unsolved math problems, and mathematicians have mixed feelings

OpenAI's refutation of the Unit Distance Conjecture has sparked a wave of AI-assisted advances in mathematics. Fields Medal winner Timothy Gowers says GPT 5.6 Pro solved two problems he had spent considerable time working on, each on its first attempt. He warns of the "possible destruction of mathematical culture" if mathematicians stop building the expertise needed to understand such results. Others simply see AI as a productivity tool. The article AI keeps cracking unsolved math problems, and

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AI keeps cracking unsolved math problems, and mathematicians have mixed feelings
Towards Data Science - Medium

Coding Agents Don’t Need Bigger Context Windows — They Need a Context Compiler

Most coding agents treat prompt construction like retrieval: gather more files, add more context, hope the model figures it out. But that approach breaks down fast. As context grows, irrelevant code competes for attention, and when the window fills, agents start compressing their own memory—often mid-task. What looks like “forgetting” is usually just degraded context. This article explores a different approach: treating prompt construction like a compiler that decides what to keep, what to reduc

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Hacker News LLMLLMs

How to Prompt Any LLM?

Article URL: https://blog.sparsh.dev/how-to-prompt-llms/ Comments URL: https://news.ycombinator.com/item?id=49134770 Points: 3 # Comments: 2

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The DecoderBusiness

AI coding agents can modernize research software but can't judge if the science is right

A field report from OpenAI and academic partners shows coding agents can modernize neglected research software, with speedups of up to 60x. But the systems are "eloquent, convincing, and confidently wrong in ways that are easy to miss," participants say. The effort shifts from writing code to the time-consuming work of verifying scientific correctness. The article AI coding agents can modernize research software but can't judge if the science is right appeared first on The Decoder .

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AI coding agents can modernize research software but can't judge if the science is right
Product Hunt — The best new products, every day

agent-manager

<p> The fastest workflow for developing with AI </p> <p> <a href="https://www.producthunt.com/products/agent-manager?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/1212310?app_id=339">Link</a> </p>

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Product Hunt — The best new products, every day

Lumichats(Free)

<p> A Claude Code alternative for people who avoid the terminal </p> <p> <a href="https://www.producthunt.com/products/lumichats-offline?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/1212303?app_id=339">Link</a> </p>

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The DecoderBusiness

A security researcher built a self-spreading worm that hides inside Word docs and hijacks Microsoft Copilot

A security researcher has demonstrated a worm-like attack on Microsoft Copilot for Word: invisible prompt injections hidden in documents spread automatically into new files every time they're reused. Microsoft confirmed the issue but failed to fix it after 144 days and two attempts. The article A security researcher built a self-spreading worm that hides inside Word docs and hijacks Microsoft Copilot appeared first on The Decoder .

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Hacker News Ask

Wyro – Draw a backend on a canvas, export TypeScript with no lock-in

Hi HN. Wyro is a visual backend builder that compiles to a plain TypeScript repo you own outright. The motivation: AI app builders got good at generating apps and stayed bad at letting you leave. Frontend code you can always lift out. The backend is the hostage — their runtime, their DB, their deploy target. How it works: you wire blocks on a canvas (HTTP routes, tables, auth, queues, cron, multi-step pipelines) into a graph. That graph is an IR, and the compiler lowers it to a conventional Node

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Dev.to

Google’s April Gemini Drop Expands Desktop, Mobile and Agentic App Integration

<p>Google’s April 2026 Gemini Drop broadens how the Gemini app connects across desktop and mobile experiences. The update adds a native macOS app, integrates NotebookLM into Gemini conversations and introduces new ways to organize chats. It also sits within Google’s wider push toward agent-like task automation, including Gemini Agent for eligible Ultra subscribers.</p> <p>The company’s <a href="https://blog.google/innovation-and-ai/products/gemini-app/gemini-drop-april-2026/" rel="noopener noref

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Dev.to

What "Context-Aware Code Review" Actually Means🤔

<p>Hello Devs 👋</p> <p>If you've looked at AI code review tools recently, you've probably seen the term <strong>"context-aware code review"</strong> everywhere.</p> <p>Every tool seems to use it.</p> <p>Some talk about repository awareness. Others mention codebase understanding. A few claim they understand architecture and engineering best practices.</p> <p>After spending some time reading docs, testing different tools, and comparing how they review pull requests, I realized something:</p> <p>M

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Dev.to

More Tools Can Make Your AI Agent Slower

<p>A renewal agent can call the CRM, email, calendar, support, document search, and contract systems. On its first run, it asks every system for everything related to one customer.</p> <p>The result looks thorough: hundreds of CRM fields, years of ticket history, complete email threads, and the same contract attached to several messages. But the agent now has to spend time and tokens deciding which records matter before it can make progress on the renewal.</p> <p>The agent is well connected. It

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Dev.to

Spec-driven development with AI agents: constitutions, checkpoints, and handoffs

<p>AI coding agents are strangely lopsided. Hand one a well-scoped task and it writes better code, faster, than I do. Hand it a <em>large</em> feature, the kind that takes days and touches a dozen files across several layers, and the failure mode changes. The context window fills up and quality quietly degrades (AKA <strong>context rot</strong>). A fresh session, missing the history, confidently invents an API that never existed. And even when the code is good, you're left staring at a 3,000-lin

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OpenClaw Commits

fix(codex): guide recovery from unimported agent auth (#116807)

<pre style='white-space:pre-wrap;width:81ex'>fix(codex): guide recovery from unimported agent auth (#116807) * fix(codex): diagnose unimported agent auth Add agent-scoped Codex migration guidance and expose a validated --agent target so non-default credentials cannot be imported into the default agent store. Fixes #116763 * fix(codex): surface auth migration before route planning * fix(codex): scope auth migration recovery * fix(codex): preserve API key auth fallback * test: repair memory import

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Towards Data Science - Medium

Put the Agent Inside the Workflow

A hybrid LLM application pattern that combines a predefined workflow with adaptive agent behavior The post Put the Agent Inside the Workflow appeared first on Towards Data Science .

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Hacker News Show

Show HN: Agent Architect Skill for building agentic systems

I built a skill for building agents that helped me ship agentic products within days that otherwise took several weeks and broke often in production. It is inspired by gstack. Comments URL: https://news.ycombinator.com/item?id=49134004 Points: 1 # Comments: 0

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Hacker News LLMLLMs

Integrate LLM into your Python runtime

Article URL: https://github.com/MiskaKan/thinair Comments URL: https://news.ycombinator.com/item?id=49133864 Points: 2 # Comments: 0

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