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Ask Model to Critique Itself

“Ask Model to Critique Itself” is a short 12-minute practice from Zayenha Practice in the Digital & AI domain. Its goal: Surface answer weaknesses before relying on it, by asking the model to grade itself. You can read its goal and first step for free; the full practice with every step and the interactive part comes with Plus.

After each output, ask: "What are 3 weaknesses in this answer? How to improve?" — use its intelligence against itself.

12 min Intermediate

Goal

Surface answer weaknesses before relying on it, by asking the model to grade itself.

Steps

1

Receive first answer. Don't respond yet.

4 more steps locked

Expected Outcome

Immediate

Every answer passes 2 cycles = 2x quality.

Evidence base

School: Self-Refinement / Constitutional AI

Founders: Madaan et al. · Anthropic (2023)

Madaan et al. 2023 "Self-Refine" proved models improve output 20-30% by self-critiquing then rewriting.

Frequently asked questions

How long does "Ask Model to Critique Itself" take?

This exercise takes about 12 minutes, practiced solo in a Creative format.

When will I notice the effect of "Ask Model to Critique Itself"?

Every answer passes 2 cycles = 2x quality. In the short term: You discover the model knows its weaknesses but won't show unless asked.

Is "Ask Model to Critique Itself" evidence-based?

Yes — it draws on Self-Refinement / Constitutional AI (Madaan et al., Anthropic (2023)). Madaan et al. 2023 "Self-Refine" proved models improve output 20-30% by self-critiquing then rewriting.

Is "Ask Model to Critique Itself" suitable for beginners?

Its difficulty level is: Intermediate. No external tools required — it can be practiced directly inside the platform.

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