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Building AI-Native Workflows1 / 3

1 min lesson

Prompt and context engineering for codebases

Work through the cases in "Prompt and context engineering for codebases", pairing each signal with the move that fits.

Step 1 of 3

The model didn’t fail your refactor. Your context did.

On a real codebase, output quality tracks context quality far more than prompt wording. The job is to assemble the smallest set of artifacts that fully specifies the change, then encode the customer’s standards so the model edits the way their team would.