update-implementation-plan

To update an implementation plan for AI agent execution, the plan file must be modified to enforce explicit front matter, standardized identifier prefixes like REQ- and TASK-, and atomic phase structures. This ensures the resulting Markdown file is deterministic and machine-readable for automated validation.

A deterministic implementation plan in Markdown is a machine-readable document that enforces strict front matter fields, prescribed section headers, and naming conventions. It converts high-level requirements into atomic phases and verifiable tasks with precise file paths for autonomous execution.

You structure Markdown implementation plans for automated validation by applying standardized identifier prefixes, explicit front matter, and atomic task decomposition with precise file paths. This format allows automated workers to execute phased, verifiable tasks without ambiguity.

Existing Markdown implementation plans can be used for automated task execution if they are updated to include mandated front matter, standardized identifier prefixes, and atomic phase structures. Precise file paths and completion criteria must be added for automated validation.

Implementation plans fail automated validation when they lack explicit front matter, mandated naming conventions, or standardized identifier prefixes like REQ- and TASK-. Missing precise file paths, atomic task structures, or completion criteria also prevent deterministic machine-readable execution.

Automated implementation plan generation works for infrastructure changes by converting high-level requirements into atomic phases with explicit file paths and validation checks. The deterministic Markdown output is directly consumable by AI agents or engineers for infrastructure refactors.