Stage 4 Review

GPTClaudeGemini··▲ 1,312 copies·updated 2026-07-14

stage-4-review.prompt

# Stage 4: Review

> Prompts: **AASS** (Quality Scoring) | **DARE** (Targeted Dimension Review) | **IRIN** (Integrated Review Inline) | Reader Simulation panels
>
> **Calibration warning:** Apply **×0.85** to AASS scores. Static-prompt
> self-assessment often overestimates quality without world-model anchoring, so
> always run DARE or IRIN follow-up before accepting the calibrated score.
> Never treat a single scoring pass as a final quality determination.
>
> **DO_DONT circuit breaker:** Run the DO_DONT check before starting another revision pass.
> Don't iterate because the system allows it. Do stop when scores plateau across 2 passes.

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## AASS — Accessibility and Structural Scoring

**Use when:** After drafting a chapter. Holistic quality review across 8 dimensions.

when to use it

Community prompt sourced from the open-source GitHub repo RobLe3/agenticbook-starter (no explicit license). A "Stage 4 Review" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.