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Return completed Agent Chat handoffs through a durable outbox and scope each generated update to its supplied tasks. Add recovery, browser delivery, result access, and calibrated quality coverage. Validated with two consecutive ten-case Claude/Codex campaigns, all CI checks, and a 5/5 review. Co-Authored-By: Paperclip <noreply@paperclip.ing>