» Tag
self-improvement
3 postsA Unified Framework for Self-Improving Agent Systems
A conceptual framework unifying Skill evolution, harness adaptation, and self-referential evolution in self-improving AI agent systems, beyond model weights.
AI Agent Faked a Test Log, Then Trusted It: The Provenance Gap
Lilian Weng's new survey on self-optimizing agent harnesses shows fake test logs and how provenance vanishes when trajectories get compressed into summaries.
Limited Success of Self-Improving AI Agents
Self-improving AI loops face limited examples. Learn about the challenges and importance of verifiers.
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