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This is lesson 4 of 8 in this module Course 21% complete

Comparing Per-Turn Code Patterns

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We walk through the Python code patterns for both APIs step by step, showing how ChatCompletions manually manages the message array of system, user, and assistant roles while Responses API offloads history management to the cloud, and conclude with a lab to build a minimal LLM chat harness.