bmad-checkpoint-preview

A structured human-in-the-loop code review uses a five-step workflow—Orientation, Walkthrough, Detail Pass, Testing, and Wrap-Up—to standardize change evaluation and enforce thorough testing. This guided process aligns reviewer attention to high-risk spots.

A checkpoint review process is a deterministic, human-in-the-loop workflow that guides reviewers through code changes using LLM-assisted prompts. It integrates a structured review trail with step-based guidance to ensure comprehensive evaluation and testing.

Risk assessment during a code walk-through is scoped by integrating explicit risk-scoping and decision points within the review workflow. The process surfaces high-risk spots in the diff, providing a structured review trail to support human decision making.

Yes, you can use an LLM-assisted workflow to guide a design review for a diff. The workflow provides structured prompts and context to facilitate comprehension, enforcing a five-step process from Orientation to Wrap-Up to standardize the human review.

The limitations of a guided human review workflow include its strict enforcement of a deterministic five-step process, which requires explicit human decision points at each stage. This standardized structure may slow down rapid, informal evaluations of minor changes.