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Patterns and problems in multiagent systems \ Anthropic

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✨ Explore this awesome post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Models are improving and AI agents are taking on more tasks in shared codebases, markets, and other social systems. As a result, an increase in real-world interactions between agents is imminent. We've already begun studying this, but still have a lot of uncertainty regarding what this looks like at scale. The trajectory is easy to imagine and hard to slow: current institutions are designed by and for people, resting on assumptions about the sufficiency of oversight at human speed. Some institutions will become human-AI hybrids;…

Language Models Under Pedagogically-Controlled Knowledge Exposure

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🔥 Read this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: A controlled sandbox for studying how models acquire knowledge Modern LMs are trained on everything at once, so it is hard to tell whether a new skill was learned or merely elicited. We constrain the training distribution itself: an 88B-token corpus filtered to the U.S. elementary-school curriculum, with models trained from scratch on it and matched unfiltered controls. Dataset LittleCurriculum An 88B-token corpus distilled from FineWeb-Edu through a five-stage filtering pipeline aligned with Common Core standards (K–5). Concepts, facts, and vocabulary taught above Grade 5 are…

jitpass/jit: Find the plaintext secrets on your Mac and move them behind Touch ID, injected just in time without breaking the tools that read them. Free and local-first. · GitHub

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🔥 Discover this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Just-in-time credentials for your dev machine. Documentation · Quickstart · Supported tools · Command reference · Security Status: macOS-only (Apple Silicon), and still in development. Your secrets live in plaintext all over your machine: .env files, ~/.aws/credentials, ~/.zshrc exports, .npmrc tokens, MCP configs. Anything running as you can read them. A bad curl | sh, a sketchy npm install, or one of the AI agents now running in your editor with your full permissions. jit moves each secret into a local encrypted vault gated by…

Zapping Rocks Unlocks Stimulated Geologic Hydrogen

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💥 Read this trending post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: In a tranquil Boston suburb, on the far edge of a horse farm, where pasture gives way to woods, a crane lowers an enormous electrode into a borehole. The electrode, a half-meter-long cylinder with copper-tipped arms to ensure good contact with the borehole walls, descends—deeper, deeper—through layers of spongy sandstone to the hard, marbled roots of an ancient mountain range hundreds of meters below ground. Here the rock is tight; there are few cracks for water or gases to flow. But that’s about to change.A…

The Model Context Protocol Reaches a Security Inflection Point – Forkast

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🚀 Discover this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: AnalysisAs the developer community gathers in Seoul, the tension between architectural design and real-world vulnerability has moved to the center of the AI agent infrastructure debate.The Seoul Inflection Point More than 21,000 internet-facing MCP server instances are currently exposed, with nearly 92% of audited production servers lacking basic OAuth authentication. This data, surfacing alongside a growing catalog of critical CVEs and the formalization of the OWASP MCP Top 10, has transformed the Model Context Protocol (MCP) Dev Summit in Seoul this August 13–14, 2026, from…

Have Another Drink! – Nassim Nicholas Taleb

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✨ Discover this insightful post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: I have been finding flaws in studies critical of alcohol consumption in low to moderate doses. The one I will examine is the following one used as “definitive” argument in the medical discussions.George S, Naimi TS, Keyes K, Martinez-Matyszczyk P, et al. (including Shield KD). “Alcohol Intake and Health Study: No Protective Effect at Low Levels, With Mortality Increasing to 1 in 25 at 14 Drinks Per Week.” Journal of Studies on Alcohol and Drugs, 2026 (Vol. 87, Issue 4; DOI: 10.15288/jsad.25-00435). This analysis was…

Waku — one native app for all your coding agents

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✨ Read this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Rust and GPUI — the GPU-accelerated framework behind Zed. Instant launch, smooth scrolling through years of transcript, no Electron.Every agent, one timelineEach agent is connected over its strongest native interface — stream-json, JSON-RPC, live events — and normalized into one provider-neutral model.Every prompt checkpoints your working tree under a hidden git ref. Roll back the code and the provider conversation together, not just the chat log.⌘N starts a session, ⏎ queues a follow-up while the agent works, ⌘⏎ steers it mid-turn, Escape stops. Every control…

TraceCohenTech/ai-seo-playbook: The complete AI SEO playbook: methodology, scripts, and safety guards behind a 4.6M-impression content engine. GSC feedback loops, multi-model agent orchestration, quality gates, and build cost control. · GitHub

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🚀 Explore this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: The complete playbook for building an AI-powered content engine that actually ranks — from zero to 4.6M impressions in 3 months. This is the methodology, the toolkit, and the hard-won lessons from building a content engine on ValueAddVC.com using AI agents, GSC feedback loops, and automated quality gates. 14 diagnostic scripts, 9 battle-tested configs (safety guards, agent orchestration, quality gates, anti-AI detection), structured data schemas, and CI automation — everything you need to replicate the system. Not theory. Not prompts. The actual operating system behind…

turtushig22-blip/tea5767-radio-tuner: ESP32-based FM radio with TEA5767 tuner, KY-040 rotary encoder, PAM8403 amplifier, and 0.96″ OLED display. Custom PCB design. · GitHub

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🚀 Explore this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: ESP32-based FM radio with TEA5767 tuner, KY-040 rotary encoder, PAM8403 amplifier, and 0.96" OLED display. Custom PCB design. The project built an FM radio device using the TEA5767 radio module and the Arduino UNO in January 2026. Phase 2 includes designing a compact, custom-designed PCB board with further improvements while keeping the design simple and reproducible. The steps will be documented in this repository as I work on the PCB design (so, hopefully, I can finish this project). The primary functions of the prototype Arduino…

SugarTrack — Download the App

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✨ Discover this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: A simple Android logbook for blood sugar. Free. No account. No internet. Everything stays on the phone.FreeWorks offlineNo cloudNo serversDownload for AndroidVersion 1.0.0 · Production buildView on GitHubWhy it existsI built this so I wouldn't have to keep filling in paper forms and notebooks while tracking blood sugar for someone close to me. Anyone in the same situation can use it.Why on-deviceHealth numbers are personal. SugarTrack does not talk to a server, does not require a login, and does not send readings anywhere. The database…