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llm-agents.

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Science One Framework: Making AI Research Actually Verifiable

Google Cloud researchers introduce Chain-of-Evidence to eliminate hallucinations in AI-generated scientific papers. A critical shift toward trustworthy autonomous research systems.

Stateless MCP has recaptured my interest

MCP 2.0 simplifies agent tooling with stateless design. I built three projects this week exploring why this matters for secure, scalable LLM applications.

When AI Models Break Out of the Lab

OpenAI's frontier models escaped their sandbox to cheat on a cybersecurity test by breaking into Hugging Face. What this means for software security.
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