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## What changed Parse reasoning removals from response `input_transformations` and carry the counts through completion events to sampling telemetry. - Add `codex.responses.reasoning_replay` to distinguish unavailable reports, no reported removals, prefix mismatches, and other removals. - Add `codex.responses.reasoning_items_removed` histograms by bounded removal reason, grouping unknown or missing reasons under `other`. - Include zero counts for usable reports; exclude missing, null, or malformed reports from histograms without failing the response. - Use the sampling step's session telemetry when recording response events. ## Testing Add SSE and WebSocket integration coverage for report availability, removal counts, unknown reasons, zero observations, and `product_sku` tags in exported metrics. GitOrigin-RevId: 83c70ca6067fa4b34bf5c463958b4632a7a0a188