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.

Measure production token economics and user latency, design cacheable prompts and context budgets, and ship only quality-gated optimizations.