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Measure TTFT from the first semantic response event across streaming, retry, scheduler, usage telemetry, and dashboard paths. Expose first-token percentiles and concise UI labels, and isolate concurrent Redis-backed test runs. Co-authored-by: Codex <noreply@openai.com>