Agent memory systems write self-generated, unreviewed data that agents then trust as fact. Consolidation de-hedging, semantic drift, and memory poisoning are data-quality failures — here is how to treat the write path like a real data pipeline.
You finish a piece of work. You ask AI to review it. It says "looks good." You publish. It wasn't...
Same agent, same faults, two ways to see the cluster. The one with the resource graph and change timeline used 76% fewer tool calls and finished in half the time.
You have built an AI agent harness. It calls tools, routes requests, and returns results. Your team...