AINeutralarXiv – CS AI · 7h ago6/10
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Experience Compression Spectrum: Unifying Memory, Skills, and Rules in LLM Agents
Researchers propose the Experience Compression Spectrum, a unifying framework that reconciles two separate research communities studying LLM agent memory and skill discovery by positioning them along a single compression axis. The framework identifies a critical gap—no existing system supports adaptive cross-level compression—and reveals that memory systems and skill discovery communities operate in isolation despite solving overlapping problems.