Practical Model Journal

2026-02-19

Working with a Coding Assistant

Small feedback loops make automated code changes safer.

A productive coding loop begins with a narrow goal, repository context, and executable checks. The assistant can inspect, edit, and test, while the developer reviews behavior and tradeoffs. Small patches reveal mistakes early and preserve a clear connection between a requirement, its implementation, and its verification.

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