Turn coding assistance into shippable changes: plans, diffs, reviews, and governance.
How autonomous coding differs from assistants.
System-level workflows and outcomes.
Why “chat output” is not enough.
How code assistance becomes shippable reviewable output.
Where reviewer-ready artifacts matter across workflows.
The goal isn’t “write code.” The goal is producing a change-set that passes human review, tests, and safety checks.