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  1. A simple 2x2 matrix based on human involvement and code validation reveals four distinct AI programming styles—Smart Autocomplete, Vibe Coding, AI-Augmented Development, and Agentic Engineering—each uniquely suited for different stages of the software lif…

  2. Executable specifications use structured, example-based tests to give coding agents an unambiguous contract that’s easy for humans to review and for machines to verify.

  3. By automatically extracting top-of-file comments and top-level declarations to generate folder and file outlines, you can help AI coding agents navigate your codebase efficiently while significantly reducing context token consumption.