NUS researchers' MRAgent framework reduces LLM agent memory retrieval to 118K tokens per query — vs. 3.26M for LangMem — using step-by-step reasoning.
Perplexity's Brain is a self-improving memory layer that tracks what the AI agent Computer did, what worked, and what failed.