Daniel Fook Hao Tan

Guided Behavioral Evolution for LLM Agents: A Three-Generation Framework for Behavioral Continuity

2026 · Zenodo (CERN European Organization for Nuclear Research)

LLM-based agents suffer from behavioral amnesia: corrections, preferences, and operational patterns are lost across session boundaries, while instructions degrade within sessions as context windows fill. Existing approaches focus on memory augmentation — compressing, indexing, and …