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<p><strong>Corporate AI gives you sanitized Aristotle from English Wikipedia summaries. We went back to the actual <a href="https://www.perseus.tufts.edu/hopper/collection?collection=Perseus:collection:TLG" rel="noopener noreferrer">polytonic Greek</a> . Here's why that changes everything.</strong></p> <p>When you ask ChatGPT about <a href="https://plato.[stanford](https://plato.stanford.edu/).edu/entries/aristotle/" rel="noopener noreferrer">Aristotle's concept</a> of <em><a href="https://dev.t

<p>Here's a pattern I kept hitting while running a small fleet of agents:</p> <p>Agent A needs market data. It finds a paid API, checks that the endpoint is alive, checks the price, makes the call. Twenty minutes later Agent B needs market data. It finds the same API… and checks that the endpoint is alive, checks the price. Same check, same result, new tokens, new latency, new cost. Multiply by every agent, every task, every session — because agents start cold, they re-derive trust from scratch

<p><em>How I used the Model Context Protocol, Gemini Vision, and AES-256 encryption to let Claude answer questions about your personal health data — without sending that data anywhere.</em></p> <h2> The Problem With Health AI </h2> <p>Every major health AI product has the same architecture: you upload your documents to their cloud, they process and store them, and you hope their privacy policy holds up. For general wellness tips, that's probably fine. For your actual medical records — prescripti

<p><strong>Uber's AI team ran out of budget in April. Their fiscal year started in January.</strong></p> <p>That sentence appeared on Hacker News and hit the front page in under two hours, accumulating hundreds of comments from engineers who recognized the pattern immediately. Not because Uber is uniquely reckless, but because the same story is playing out at organizations everywhere. The r/LocalLLaMA thread about compute cost frustration — 181 upvotes, hundreds of comments from engineers descri

Mistral AI released Leanstral 1.5, an open-source model for formal verification in Lean 4. Beyond math, the model found five previously unknown bugs while scanning 57 open-source repositories. The article Mistral's open-source Leanstral 1.5 aces formal math benchmarks and catches real bugs in code appeared first on The Decoder .

I finally decided to try out Fable 5 using the standard Claude.ai interface. I have a go-to test prompt that answers simple kids' questions in an absurdly scientific style. I asked a pretty straightforward one: "Why don't cats and dogs get along?" Immediately, the interface bumped me from Fable 5 to Opus 4.8 with a warning: "...The safeguards are intentionally broad right now and may flag safe and routine coding, cybersecurity, or biology work..." Since the question has absolutely nothing to do

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): preserve fallback tool-call hints (#99851)</pre>

Comments URL: https://news.ycombinator.com/item?id=48783120 Points: 1 # Comments: 0

Article URL: https://www.nordan.ai/research/which-swedish-party-do-llms-vote-for Comments URL: https://news.ycombinator.com/item?id=48782988 Points: 4 # Comments: 1

Article URL: https://www.finmav.ai Comments URL: https://news.ycombinator.com/item?id=48782909 Points: 1 # Comments: 0

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Article URL: https://www.fastcompany.com/91568793/ai-puts-b-corps-values-to-the-test Comments URL: https://news.ycombinator.com/item?id=48782817 Points: 1 # Comments: 1

Article URL: https://github.com/christopherkarani/Orca Comments URL: https://news.ycombinator.com/item?id=48782806 Points: 2 # Comments: 0

I usually run 3-5 Claude Code sessions concurrently on the same repo and hate juggling worktrees. So I built crew. The idea is simple: If autonomous cars don't need stoplights (supposedly), then agents don't need worktrees (or branches). crew hooks into Claude Code and injects what every other running session is doing (status, recap, last few transcript entries) into each session's context. It also lets agents message each other, landing messages in another agent's context even mid-turns. Since

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Article URL: https://github.com/SmolNero/SmolSignal Comments URL: https://news.ycombinator.com/item?id=48782458 Points: 2 # Comments: 1

Built a complete legal document generation toolkit using AI that produces contracts, NDAs, and other legal templates. Replaced paying $500/month for a SaaS subscription. One-time purchase, works offline with any LLM. Comments URL: https://news.ycombinator.com/item?id=48782457 Points: 1 # Comments: 0

Article URL: https://github.com/Octember/earshot Comments URL: https://news.ycombinator.com/item?id=48782439 Points: 1 # Comments: 1

<pre style='white-space:pre-wrap;width:81ex'>fix: keep OpenClaw control tools available when tool_search misroutes (#99561) * fix(codex): keep OpenClaw control tools direct * test(codex): refresh direct-tool prompt snapshots * fix(codex): keep heartbeat direct only when available * fix(codex): keep heartbeat tool schema stable --------- Co-authored-by: Eva <eva@100yen.org> Co-authored-by: joshavant <830519+joshavant@users.noreply.github.com></pre>

Article URL: https://www.reuters.com/world/americas/argentinas-plan-ai-run-companies-cant-avoid-humans-2026-07-03/ Comments URL: https://news.ycombinator.com/item?id=48782138 Points: 1 # Comments: 0

<p>I build an agent firewall, and the question I keep hitting is not "did it block the attack." It is "how would anyone else <em>know</em> what my agent did, without taking my word for it." Most tools answer that with "we keep tamper-proof logs" and stop. That phrase claims the strongest property that still requires trusting whoever holds the signing key. So I wrote down a way to grade the gap, as an open standard, and shipped it with a checker so nobody has to trust me about it either.</p> <h2>

Article URL: https://www.youtube.com/watch?v=2ODq6IsmkhM Comments URL: https://news.ycombinator.com/item?id=48782054 Points: 3 # Comments: 2

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<p>I've been debugging Cocos Creator 3.x for months. The gray screens, the corrupt scenes, the CLI builds that fail with cryptic errors. Each time I fixed one, I wrote a skill for my AI agent so it wouldn't happen again.</p> <p>Today I'm open-sourcing all 17 of those skills.</p> <h2> The Skills </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>#</th> <th>Skill</th> <th>Problem It Solves</th> </tr> </thead> <tbody> <tr> <td>1</td> <td>cocos-creator-install-and-debug</td> <td>Ver

<p>There's a version of this future everyone is quietly chasing. The agent drives, fully, and you just watch. You hand it the repo, you hand it the goal, and you go get coffee. Total delegation.</p> <p>Honestly, it's the biggest trap in the whole thing.</p> <p>Not because the agent can't do the work. It usually can. The trap springs later, at the exact moment it can't. Something breaks. The build is red, the behavior is wrong, and the model is confidently going in circles. Now it's your problem.

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<pre style='white-space:pre-wrap;width:81ex'>feat(providers): add ClawRouter routing and quotas (#99658) * feat(providers): add ClawRouter routing and quotas * docs(plugins): refresh Ollama inventory * test(plugins): register ClawRouter boundary coverage * docs(i18n): add ClawRouter glossary terms * docs(providers): expand ClawRouter setup guide</pre>

Article URL: https://variety.com/2026/film/news/midjourney-studios-ai-copyright-discovery-1236800902/ Comments URL: https://news.ycombinator.com/item?id=48781828 Points: 2 # Comments: 0

Article URL: https://tokendiet.dev/ Comments URL: https://news.ycombinator.com/item?id=48781678 Points: 3 # Comments: 1

Article URL: https://github.com/tiliondev/fortress Comments URL: https://news.ycombinator.com/item?id=48781600 Points: 7 # Comments: 0

Article URL: https://nanonets.com/blog/what-is-a-context-graph/ Comments URL: https://news.ycombinator.com/item?id=48781571 Points: 3 # Comments: 0

Article URL: https://www.scmp.com/tech/big-tech/article/3359373/chinas-bytedance-discovers-new-scaling-law-could-sustain-ai-boom Comments URL: https://news.ycombinator.com/item?id=48781487 Points: 4 # Comments: 0

Article URL: https://slopscan.ava.pet/ Comments URL: https://news.ycombinator.com/item?id=48781453 Points: 2 # Comments: 0

Article URL: https://github.com/manojmallick/gavio Comments URL: https://news.ycombinator.com/item?id=48781448 Points: 2 # Comments: 1

Article URL: https://github.com/surfgolfski-dev/billy Comments URL: https://news.ycombinator.com/item?id=48781437 Points: 2 # Comments: 1

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I like doodling, and I like character animation. I made a little tool that can animate your hand drawn characters and put them into an animated meme. It's free, there's no login needed, and it uses an animation pipeline (not generative AI) to create the outputs. Works on desktop and mobile. If you give it a try, I'd love to hear your feedback. Thanks! Comments URL: https://news.ycombinator.com/item?id=48781359 Points: 2 # Comments: 0

Article URL: https://mailkite.dev/blog/give-your-agent-an-inbox/ Comments URL: https://news.ycombinator.com/item?id=48781354 Points: 2 # Comments: 0

Hi HN, I manage short term rentals and always send guests my direct booking. I see others constantly post on reddit asking for tips for direct booking and how to do it. So I have been aggregating the free direct booking sites PMS's give their hosts into one large booking site with a shared map. Airbnb, VRBO, Booking and other OTAs have gone too far with their commissions and its costing guests and hosts a lot of money. You just select dates and click book on the preview and it loads the listing

Article URL: https://rootme.nebusec.ai/ Comments URL: https://news.ycombinator.com/item?id=48780857 Points: 7 # Comments: 1