AI Agent research challenges

Anthropic highlights biological data infrastructure limitations for AI agents, showing retrieval accuracy varies from 16.9% to 91.3% across models.

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Personal Sites: A Personal Version of Codex, Sites Personal Sites is a personal plugin for Codex designed to locally create, validate, and version-control websites, dashboards, internal tools, and lightweight web apps. Its core objective is to adapt the reproducible local segments of the official Sites workflow—specifically creation, build validation, preview, versioning, approval, local deployment, inspection, and audit logs—for individual users.

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Anthropic built Claude Mythos an AI that can break into anything. Then decided not to release it. Not because it doesn’t work because it works too well. It found vulnerabilities in every major system it touched. Power grids. Hospitals. Water networks. Code that’s been running for years, quietly broken. So instead of dropping it publicly, they handed it to 150 hand-picked organizations in 15 countries. The most powerful AI ever built for cybersecurity. And you can’t have it. Until now. Public access is dropping this week. That’s not a release. That’s a warning.

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A good opportunity just crossed my radar 🤸‍♂️ Someone's hiring an AI video editor. Performance-based pay, so your output is directly tied to what you take home. The role: - Turn briefs into launch-ready ads using AI - QA everything before it goes out

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AI models kyun banate hain log? 🔬 Research: Insaan ki understanding badhana 💰 Business: problems solve karke paisa banana 🌍 Impact: healthcare, education, climate ke liye. 🏆 Competition: US, China, India Mai AI race chal rahi hai Par sabse bada reason? “Kyunki problems hain jo sirf AI solve kar sakta hai.” Cancer. Climate. Poverty. Hunger. AI luxury nahi — zaroorat hai. 🎯 📌 AI Series — Part 3/3 Follow @raajeevanand — agli post kal 👇

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A question no one asks—and here it is… Why do we build AI models? Just for technology? For money? Or is there something more? Hear the answer, and you’ll be forced to think. 🧠 📌 AI Series — Part 3/3 Follow @raajeevanand — next post tomorrow 👇

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App,nz is like if replit and supabase had a baby but when it arrives the baby looks kind of visually similar to openpaths and github but replit denies it and yet it always kind of haunts supabases mind that it could, replit was hanging around both openpaths and github at the time

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Google AI Plus price reduced from $7.99 to $4.99/month, with storage increased to 400GB (up from 200GB) 🔥 Currently around ฿169/month (USD equivalent), offering massive storage—perfect for existing Google One users. This is a highly worthwhile upgrade. 📌 Google AI Plus features: • Gemini Advanced (access to the latest model) • 400GB Google One storage • Early access to new features • Doc AI, NotebookLM If you're already a Google One user, upgrade now—it’s a better deal than waiting. Credit: @NewsFromGoogle

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Let's just agree.... "The Blow-Off-Top thesis" has been proven CORRECT! I began to talk about that in Mid-2022 - exactly at the take-off into the larger 5th wave.

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Prompt engineering courses charge $2,000 to teach what this article does for free! Most people using Claude are still playing the prompt lottery instead. Type something in. Hope something useful comes out. Add more words when it is not right. Start over with slightly different phrasing. Repeat until something usable appears or you give up. There is no secret. There is a foundation. → identity: tell Claude who it is for your specific work — role assignment is the single highest-leverage change → context: give Claude the minimum required to produce excellent work, not just to understand the task → standards: define what good looks like and what Claude should never do → write all three once — every session loads from them automatically Once you understand the system, the outcomes stop feeling random. You know exactly why an output was good and exactly how to fix one that was not. Follow @neil_xbt for more Claude foundations content that shows you what consistently excellent results actually require.