Tag
MemPro is a system-level evolution framework that treats the memory construction–retrieval pipeline as an evolvable program, using an Evolving Agent to iteratively diagnose failures and create improved versions. Experiments on long-horizon benchmarks show consistent improvement over static and prompt-level baselines with favorable performance–cost trade-off.