AI Proposals and My Role: Why I Retain Control

In the realm of coding, I do not aim to transform my coding agent into an independent developer. Instead, I establish a structured workflow for it: SPEC → PLAN → TEST → CODE → REVIEW → LEARN. Each phase produces artifacts, and I ensure that human judgment is involved at critical junctures where accountability arises. This article serves as an introduction to a series focused on the map-framework, covering elements like hooks, contracts, context, memory, and how I have adapted insights from academic literature into practical applications. The goal is to maintain a collaborative environment where AI supports rather than replaces human decision-making.