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Hacker News Ask

Ask HN: Are you building agents? What do they need access to?

I'm curious to know who our building agents and what are they building them for and what kind of external access do you need to different kinds of data or apis? I previously built an API platform that tried to aggregate a lot of the main needs for app development or web development. The idea you know to build some MVP you need authentication and a database and maybe email, SMS that kind of stuff. And I'm starting to see the same kind of thing with agents. Where past certain prototyping you do st

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Hacker News LLMLLMs

Wolfram LLM Benchmarking Project

Article URL: https://www.wolfram.com/llm-benchmarking-project/ Comments URL: https://news.ycombinator.com/item?id=48965874 Points: 1 # Comments: 0

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Hacker News AILLMs

Reviewing AI Code Is Not a Viable Argument

Article URL: https://www.softwaremaxims.com/blog/reviewing-ai-code Comments URL: https://news.ycombinator.com/item?id=48965817 Points: 1 # Comments: 0

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The DecoderBusiness

AI chatbots reading X-rays can be dangerously confident even when they're wrong

The RadLE 2.0 benchmark tests whether AI models in radiology can tell when they should leave a diagnosis to a human. Many models deliver wrong findings with full confidence, and human radiologists are still well ahead. Before AI can diagnose on its own, it needs to learn when it's better to say nothing. The article AI chatbots reading X-rays can be dangerously confident even when they're wrong appeared first on The Decoder .

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AI chatbots reading X-rays can be dangerously confident even when they're wrong
Hacker News AILLMs

Prodigy – AI Workforce for professional teams

Hello folks! I am Samay, founder of Prodigy. We're building an AI infrastructure that provides on-demand subagents who work like autonomous teammates alongside your team. How are we any different? 1. Our Prodigy brain indexes every bit of information from tools used by your company. This includes emails, documents, meetings, conversations, git work, CRM etc. The agents communicate with the brain instead of humans. 2. The Prodigy orchestrator spins up agents with designated roles and goals. Each

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Product Hunt — The best new products, every day

Blume

<p> AI-ready, Markdown-first documentation framework </p> <p> <a href="https://www.producthunt.com/products/blume-3?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/1200353?app_id=339">Link</a> </p>

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MarkTechPostResearch

Perplexity AI Releases WANDR: An Open Benchmark Evaluating Research Agents That Must Search Wide And Deep

Perplexity's WANDR is an open benchmark and evaluation harness with 500 evidence-heavy tasks. It tests whether research agents can discover many qualifying entities and back each one with cited, re-verifiable evidence. Perplexity Search as Code leads at 0.363 soft F1 and 0.133 hard F1. The post Perplexity AI Releases WANDR: An Open Benchmark Evaluating Research Agents That Must Search Wide And Deep appeared first on MarkTechPost .

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Hacker News AILLMs

AI Agents for the Working Mathematician

Article URL: https://chaoxu.prof/posts/2026-07-18-ai-agents-for-the-working-mathematician.html Comments URL: https://news.ycombinator.com/item?id=48965610 Points: 3 # Comments: 0

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Product Hunt — The best new products, every day

FlowTask 2.0

<p> Company brain for AI Agents </p> <p> <a href="https://www.producthunt.com/products/flowtask?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/1200340?app_id=339">Link</a> </p>

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Product HuntTools

tterm

<p> A terminal, a real browser, and Claude Code under one roof </p> <p> <a href="https://www.producthunt.com/products/tterm?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/1200336?app_id=339">Link</a> </p>

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Hacker News AILLMs

Ask HN: How do you as a normal swe use AI?

So am looking for more normal people, experienced people using AI, but I feel like whenever I hit youtube or other platforms the AI culture is way deep in the trenches and don't feel like this is how the majority of people tackle work, especially at their jobs. What I see is mostly solo-devs going full battlestar gallactica on things. And I just want to see other people, normal people talk about and show how they use these new tools. I'm also more interested in the first principles of things and

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OpenClaw Commits

fix(agents): preserve ANSI sanitizer state across bash chunks (#103706)

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): preserve ANSI sanitizer state across bash chunks (#103706) * fix(agents): preserve ANSI sanitizer state across bash chunks * fix(agents): harden streaming ANSI sanitization Keep incremental parser state in the canonical terminal owner, avoid a second sanitizer pass, and leave OutputAccumulator and public terminal APIs unchanged.\n\nCo-authored-by: Jicheng Xu <xu.jincheng@xydigit.com> --------- Co-authored-by: Peter Steinberger <steipete@g

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OpenClaw Commits

feat(agents): Swarm core — collector spawn, agents_wait, structured o…

<pre style='white-space:pre-wrap;width:81ex'>feat(agents): Swarm core — collector spawn, agents_wait, structured output, caps (gated) (#110932) * docs: add Swarm implementation spec * feat(agents): Swarm core — collector spawn, agents_wait, structured output, fastMode, caps Implements docs/plan/swarms.md §4-6: tools.swarm config gate (default off), collector-mode sessions_spawn (collect/outputSchema/fastMode/groupId), fail-closed child approvals, agents_wait race-semantics tool, per-group FIFO s

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Dev.to

A Complete Guide to Moonshot's New 2.8T Flagship

<p>By the end of this article, you'll know:</p> <ul> <li>what Kimi K3 actually is, the architecture, the scale, and what changed from the K2 family</li> <li>how to run it today, free in the browser, through the API, or wired into Claude Code, Cursor, Cline, and RooCode</li> <li>which exact model ID and settings unlock the full 1 million token context</li> <li>how K3 stacks up on price and benchmarks against DeepSeek V4, Qwen3.7 Max, GLM-5.2, and its own sibling K2.7 Code</li> <li>whether switchi

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Dev.to

5 Proof Gates Between an AI Demo and a Shippable MVP

<p>AI coding agents have dramatically shortened the distance between an idea and working software. They can inspect a project, create files, run commands, write tests, and help diagnose failures.</p> <p>What they have not eliminated is judgment.</p> <p>A polished screen is not proof that data survives a reload. A passing unit test is not proof that keyboard users can complete the core task. A successful deployment is not proof that the intended commit reached production.</p> <p>This is why I use

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Dev.to

How to build a reliable video-to-prompt pipeline

<p>A video-to-prompt tool looks simple from the outside: upload a clip, wait a moment, and copy the result. The hard part is not generating text. It is preserving enough of the source video's structure that the prompt remains useful when another model interprets it.</p> <p>I learned this while working on a small video analysis workflow. Early versions produced fluent paragraphs, but they often dropped a camera move, merged two events, or placed dialogue in the wrong shot. The output sounded good

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Dev.to

Three Crashes and One Mystery: Deploying a Medical AI Model Offline for Four Nigerian Languages

<p>I set out to deploy a fine-tuned LLM fully offline, on a mid-range Android phone, answering medical questions in Yoruba, Hausa, Igbo, and Nigerian Pidgin. No internet connection required, because that's the reality for a lot of the people this was meant to help.</p> <p>The model worked. Getting there broke three times, in three completely different ways, and left me with one problem I still haven't solved.</p> <h2> The setup </h2> <p>I fine-tuned <code>unsloth/Llama-3.2-3B-Instruct</code>, Un

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The Guardian AIBusiness

Victoria announces new social media ‘demasking’ powers for accounts accused of vilification

<p>New laws would give Vcat power to force social and AI platforms to identify anonymous users in move premier says will protect children</p><ul><li><p>Get our <a href="https://www.theguardian.com/email-newsletters?CMP=cvau_sfl">breaking news email</a>, <a href="https://app.adjust.com/w4u7jx3">free app</a> or <a href="https://www.theguardian.com/australia-news/series/full-story?CMP=cvau_sfl">daily news podcast</a></p></li></ul><p>Social media companies could be forced to identify anonymous accou

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Victoria announces new social media ‘demasking’ powers for accounts accused of vilification
MarkTechPostResearch

10 Open-Source No-Code AI Platforms for Building LLM Apps, RAG Systems, and AI Agents

Retrieval, agents, and workflows now ship as visual and plain-English tools. This roundup covers 10 open-source no-code and low-code platforms for building LLM apps, RAG systems, and AI agents, each with its verified license, repository, and best-fit use case. The post 10 Open-Source No-Code AI Platforms for Building LLM Apps, RAG Systems, and AI Agents appeared first on MarkTechPost .

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OpenClaw Commits

feat(agents): canonical agent creation with Custodian hatch flow (#11…

<pre style='white-space:pre-wrap;width:81ex'>feat(agents): canonical agent creation with Custodian hatch flow (#111052) * refactor(agents): centralize agent creation * feat(ui): add new agent hatch flow * refactor(agents): keep creation paths lean * fix(agents): hide internal creation types</pre>

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Hacker News AILLMs

AI for Systems is "AGI-Complete"

Article URL: https://dl.acm.org/doi/10.1145/3830422.3830425 Comments URL: https://news.ycombinator.com/item?id=48965245 Points: 2 # Comments: 0

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Simon WillisonLLMs

AI Mania Is Eviscerating Global Decision-Making

<p><strong><a href="https://ludic.mataroa.blog/blog/ai-mania-is-eviscerating-global-decision-making/">AI Mania Is Eviscerating Global Decision-Making</a></strong></p> Here's an entertaining perspective from Nik Suresh on the AI mania that is overwhelming the large companies that he consults with. It's crammed with spicy anecdotes from anonymous sources.</p> <blockquote> <p>In one extreme case, I have seen an executive confess that they had never even used ChatGPT or any AI tool in their life, im

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Hacker News AILLMs

Netflix Pays $587M for Ben Affleck's AI Startup InterPositive

Article URL: https://variety.com/2026/film/news/netflix-paid-587-million-ben-affleck-ai-interpositive-1236815111/ Comments URL: https://news.ycombinator.com/item?id=48964935 Points: 3 # Comments: 1

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VentureBeat

The cleanup trap: Stop asking RAG to fix bad data

The enterprise technology ecosystem is caught in a costly cycle. Over the past two years, millions of dollars have been funneled into generative AI pilots, yet many of these initiatives stall out before ever reaching a live production environment. When a project fails, the immediate instinct of technical leadership is often to blame the model: The context window was too restrictive, the latency was too high, or the reasoning capabilities simply were not there. But as data engineers building the

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The cleanup trap: Stop asking RAG to fix bad data
Simon WillisonLLMs

Claude Code uses Bun written in Rust now

<p>In <a href="https://bun.com/blog/bun-in-rust">Rewriting Bun in Rust</a> Jarred Sumner made the following claim:</p> <blockquote> <p>Claude Code v2.1.181 (released June 17th) and later use the Rust port of Bun. Startup got 10% faster on Linux but otherwise, barely anyone noticed. Boring is good.</p> </blockquote> <p>I decided to have a poke at my own Claude Code installation to see if I could find evidence that it was using Bun written in Rust.</p> <p>I found these two commands convincing:</p>

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Hacker News AILLMs

Disney Has Started Feeding Your Kids AI Slop

Article URL: https://kotaku.com/disney-has-started-feeding-your-kids-ai-slop-2000717222 Comments URL: https://news.ycombinator.com/item?id=48964602 Points: 7 # Comments: 0

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Hacker News AILLMs

Lawyers risk being sued for failing to use AI

Article URL: https://www.legalcheek.com/2026/07/lawyers-risk-being-sued-for-failing-to-use-ai/ Comments URL: https://news.ycombinator.com/item?id=48964599 Points: 6 # Comments: 0

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Hacker News LLMLLMs

LLM-Integrated Multivariable Calculus Course

Article URL: https://calculus.academa.ai/ Comments URL: https://news.ycombinator.com/item?id=48964585 Points: 15 # Comments: 7

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