# Human review loop

AI can propose and execute. A person ratifies what ships.

## 1. Frame

State the problem, source material, constraints, and standard of quality. Separate known facts from assumptions.

## 2. Plan

Identify the load-bearing decision first. Define verification before implementation begins.

## 3. Execute

Use agents for bounded research, exploration, implementation, and checks. Preserve source-of-truth boundaries.

## 4. Inspect

Read the actual output. Render the interface. Exercise the behavior. Review the diff. Do not substitute a completion message for evidence.

## 5. Challenge

Test edge cases and the most plausible disconfirming scenario. Check whether the result still serves the original intent.

## 6. Ratify and codify

Decide what ships. Turn stable lessons into guidelines, tests, tokens, templates, or reusable skills.