AI-generated key takeaway: Give coding agents explicit file, constraint, and acceptance criteria; have them write a failing test before the fix, then verify the behavior.
A useful idea. A practical next step.
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A coding-agent workflow for technical founders working in a real codebase: define the change, approve checks, inspect behavior and own the merge decision.
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A playbook for non-technical founders to scope, build and test an AI-built MVP, check account access, and decide what needs review before wider use.