Practice deciding which parts of an AI coding workflow can be delegated, which require human judgment, and which work best as a paired loop.
Sort each workflow task into the most appropriate owner. Agent-owned Human-owned Shared loop Enumerate all call sites for the invoice resend action. Decide whether the feature should be admin-only or manager-visible. Draft a patch on the known call path, then rerun the targeted suite and summarize risks. Choose whether the broader refactor is worth the delivery delay this sprint. Gather existing tests, logs, and related files for the named bug path. Compare two generated implementation options against the written acceptance criteria. Format the final diff summary with touched files and validation steps. Approve the branch for merge and accept residual…
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