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AI Summary
- Traces the evolution from prompt engineering hacks to structured output frameworks, with Instructor providing clean SDK solution for reliable AI outputs
- Discusses how model providers (OpenAI, Claude) added function calling and JSON mode, standardizing what was previously black magic prompt techniques
- Compares high-agency Pydantic-based approaches versus venture-backed frameworks, emphasizing developer ergonomics and practical implementation patterns