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Make the AI coding decision measurable.

Small, transparent tools for choosing a workflow, planning a private deployment, and evaluating whether an AI coding pilot created real engineering value.

Method: These tools expose their assumptions and produce planning guidance, not benchmarks, guarantees, security certification, or production sizing. New to the vocabulary? Start with the AI development glossary.

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