A systems-first implementation of agent control: explicit retrieval decisions, planner–executor separation, and auditable memory as core architectural mechanisms.

Local Kubernetes-first release gating agent (kind+Helm): planner/executor, policy checks, MLflow integration, traces/metrics.

A minimal agent architecture that cleanly separates planning from execution, making reasoning, failures, and tool use fully inspectable.