
11x Token Cut for Agent Memory
Structured distillation compresses personalized AI agent conversation histories into compact retrieval structures, achieving 11x token reduction from 371 to 38 tokens per exchange. Evaluated on 14k exchanges, it preserves 96% of verbatim recall and exceeds baselines in cross-layer search. Open-source implementation released.





