Complete procedures with a way back.

Build a production incident assistant that accepts signed alerts and bounded log excerpts, removes credentials and personal identifiers before durable storage, links every conclusion to immutable evidence, suggests only reviewed runbooks, drafts rather than performs external actions, requires an incident commander to approve dispatch, and exports a portable incident record.

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.

Deploy OpenTelemetry Collector Contrib 0.157.0 agents and gateways with least-privilege receivers, memory protection, privacy transforms, bounded persistent queues, TLS identity and failure drills.