FlowGrid AML Retriever lands 8th on Agent Memory Leaderboard

Transparent and deterministic retrieval over auditable plain-text logs often proves far more practical for agent governance than opaque, embedding-only memory stores. Structuring memory around Markdown decision logs provides transparent audit trails that simplify debugging and compliance. Combining message-level search with sliding windows and session-level indexing preserves both granular evidence and contextual continuity across handoffs. Scoring in the top ten on the AML Open Leaderboard demonstrates that disciplined retrieval design can rival complex proprietary memory frameworks.