Complete procedures with a way back.

Combine input and output moderation, privacy-preserving safety identifiers, per-user and shared rate limits, bounded generation, refusal UX, incident evidence, review queues, and an appeal process.

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, validate, evaluate and operate schema-constrained OpenAI responses without confusing valid JSON with factual truth or authorization.