GPT-5.5 with the Responses API: Reasoning Effort, Tools, and Long Tasks May 8, 2026 Use a fixed GPT-5.5 snapshot in a controlled Responses API tool loop with reasoning policy, validation, idempotent execution, and recoverable checkpoints.