Memoria details enterprise Agent-Context architecture

Treating agent context as an unversioned, append-only prompt buffer is a recipe for enterprise hallucination; persistent agent memory must be treated with the same version control and governance rigor as production source code.

* The shift from deterministic CRUD logic to probabilistic agent execution moves enterprise engineering focus from writing rigid applications to designing governed, multi-modal context substrates.

* Simple vector retrieval and naive context stuffing fail in real-world deployments because they lack rollback mechanisms, contradiction resolution, and lineage tracking.

* Git-like primitives—such as branching, snapshotting, and time-travel rollbacks applied to agent state—provide the necessary infrastructure bridge between probabilistic LLMs and enterprise compliance requirements.