structured-autonomy-implement

Overview

A GitHub Copilot implementation agent skill that executes development tasks by following a structured implementation plan exactly as written. It picks up from the next unchecked step, implements only what the plan specifies, verifies work by running build or test commands, and stops at designated stop points — ensuring controlled, plan-driven autonomous coding with no deviation.

Key Features

• Strict plan adherence: Follows the implementation plan step by step without skipping, reordering, or adding anything beyond what is explicitly specified, preventing scope creep and unintended changes during autonomous execution.
• Progress tracking with inline updates: Checks off completed items directly in the plan document using standard markdown checkbox syntax, providing a clear record of what has been done and what remains.
• Built-in verification: Runs build or test commands specified in the plan after completing each step to verify correctness before moving on, catching errors early in the implementation process.
• Controlled stop points: Halts execution at designated STOP instructions in the plan and returns control to the user, enabling a human-in-the-loop workflow for review and approval at critical junctures.

Who is this for?

This skill is designed for developers and teams who use structured implementation plans to guide AI-assisted coding. It is especially valuable for complex refactoring tasks, multi-step feature implementations, and any workflow where predictable, verifiable autonomous execution is preferred over open-ended code generation — ensuring the AI stays strictly within the boundaries of a pre-approved plan.