Hippo: Training-Free Agent Self-Evolution via Hippocampal Replay.

arXiv:2610.24453v2 Announce Type: replace Abstract: Motivated by recursive self-improvement (RSI), we study how LLM agents can learn through external memory without updating model parameters. Extracting useful experience from a single attempt is difficult: fla