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AI-assisted development generates incorrect code when specifications are ambiguous or incomplete. Enforcing a documentation-first methodology ensures clarity and completeness upfront, preventing AI misinterpretations and reducing significant rework.

To create AI-ready documentation, you must pass a 13-item Spec Gate checklist ensuring it is clear, actionable, and structurally sound. This process involves strategic planning, detailed documentation, and adversarial review before execution.

A Spec Gate is a 13-item checklist used in the software development lifecycle to verify that technical specifications are structurally sound and actionable for AI execution. It ensures documentation completeness before automatic code generation begins.

Agile methodology supports documentation-first code generation by integrating phased development steps like strategic thinking and adversarial review. This approach allocates specific time for testing to ensure specifications yield accurate, usable code.

The best way to prevent AI from generating unusable code is incorporating an adversarial review phase where a different AI or human critic attacks the documentation to find flaws. This step ensures specifications are robust before execution.

You need a documentation-first methodology when starting a new software feature that requires direct AI implementation. It guides the creation of technical specifications clear enough for AI to generate code with minimal human oversight.