A practical breakdown of OpenAI's May 21, 2025 Responses API updates: remote MCP tooling, built-in image generation and code interpreter, enhanced file search with multi-store and metadata filtering, background mode, reasoning summaries, and encrypted reasoning for zero data retention. Covering GPT-4.0/4.1 and O-series, with concrete patterns and tactics for engineers building agentic apps today.

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