Beyond Benchmarks: The Hard Truth About AI Agent Memory

Giving AI agents persistent memory often leads to silent ingestion failures and system-clogging background processes. This evaluation proves that for real-world reliability, a local-first architecture with transparent error reporting is far more valuable than complex theoretical features.