Zhichen Liu

Current memory systems, despite their complexity, are surprisingly worse than naive RAG when applied to continuous lifelogging scenarios, revealing a critical need for better context preservation.

Skip the costly generative evals: a simple probe trained on internal LLM representations can accurately predict downstream task performance during training, slashing evaluation time from an hour to just three minutes.