Manager Review FAQs

Question 1

How does the Assertion Validation Protocol work?

Accepted Answer

It is a systematic four-step process where the AI identifies every factual claim it is making, checks for contradictions in chat history, selects specific skills (like grep or sql-reader) to verify those claims, and iterates on the response if any assertion fails validation.

Question 2

When should this skill be used?

Accepted Answer

This skill must be triggered at the end of every task, immediately before responding to the user. It is designed to catch 'shortcut' errors, unverified assumptions, and scope drift that can occur during complex coding or research tasks.

Question 3

What does the Manager Review skill do?

Accepted Answer

The Manager Review skill acts as a mandatory quality gate that audits proposed AI responses. It forces the model to act as a senior engineer, reviewing its own work for accuracy, alignment with the original query, and proper usage of other available tools before delivering a final answer.

Question 4

How does this skill improve Claude's coding performance?

Accepted Answer

By assuming a baseline 50% error rate for initial thoughts, the skill forces an 'Iterate' cycle that corrects mistakes in logic, evidence gaps, and missed edge cases. This shifts the final output from a guess to a verified, high-confidence response.

Question 5

What is the purpose of the unique validation token?

Accepted Answer

The validation token (e.g., approve_7f3d8a2e9c1b4f6e) serves as proof that the AI has successfully completed the entire checklist. It cannot be displayed unless all quality checks pass, ensuring that no unverified or low-quality responses reach the user.

Manager Review

Manager Review

Key Features

Use Cases

Key Features

Use Cases