We Almost Deployed a Temporal Knowledge Graph. The Eval Said No.
A temporal knowledge graph passed every static RAG test and still failed. The gap was temporal reasoning, and one eval caught it before prod did.
#agent-memory
3 posts
The Write Policy Is the Hard Part: Promotion Pipelines for Agent Memory
Storing agent memory is easy. Deciding what earns a permanent write, and keeping the write-path alive through RBAC and network policy, is the real work.
Eviction Without Deletion: Running an ACT-R Decay Policy for Agent Memory
Stop deleting agent memories to fight vector-store noise. An ACT-R decay policy lowers activation instead, so cold context can re-activate later.