WorkflowWorkflows
The AI Pair Programming Loop I Actually Use
A repeatable five-step loop for working with an AI coding assistant on a real codebase: brief, constrain, generate, verify, integrate — and what belongs in each step.
Workflows5 min read
Tools change every few months; workflows survive longer. These are the sequences worth keeping: how to brief a coding agent, how to review what it produces, and where a human has to stay in the loop.
A repeatable five-step loop for working with an AI coding assistant on a real codebase: brief, constrain, generate, verify, integrate — and what belongs in each step.
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A review workflow tuned to the specific mistakes coding models make: a triage order, the six failure patterns worth hunting for, and where to spend your attention.