Benchmarks, architecture,
and operational findings

File-based memory scores #2 on the LongMemEval community leaderboard. No vector store. No embeddings. No additional infrastructure. Up from 86.7% after an operational efficiency upgrade — reducing verbose output on recall tasks — revealed the system's true accuracy had been masked. Temporal reasoning: 75% to 96%.