Comment by xing_horizon

Interesting direction. Treating decay/confidence as engine-native primitives is closer to what multi-agent systems need than raw similarity search. One practical thing to watch in production: expose provenance + freshness semantics at query time so downstream agents can decide whether to trust, refresh, or ignore a recalled memory.