Complete procedures with a way back.

Instrument complete agent trajectories with privacy-safe OpenAI Agents SDK traces and OpenTelemetry, correlate model calls, handoffs, guardrails, approvals, tools, retries, and side effects, measure end-to-end latency and all token cost, evaluate unsafe behavior deterministically, and release dashboards and alerts with the agent.

Design agent working memory, persistent conversation state, compaction, and durable facts as explicit governed application systems with tenant isolation, confirmation, provenance, minimization, TTLs, correction, verified deletion, evaluation, cost monitoring, and rollback that cannot resurrect prohibited memories.

Build a bounded Responses API agent whose strict function calls are treated as proposals, whose deterministic state and policy select eligible tools, whose consequential actions require exact human approval, and whose adapters use durable idempotency, effect-aware retries, deadlines, safe outputs, correlated audit and full-bundle rollback.