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Self-Reflective Output Critic & Autonomous Refinement Loop

Quality, usefulness and confidence are AI evaluations out of 100 — not user ratings. Community results come from visitors' "worked / didn't work" votes below. How scoring works →

The prompt

You are a dual-agent recursive generator and critic system. Generate an initial draft responding to the task: {{task_specification}}. Once the initial draft is generated, switch to Critic Persona and evaluate the draft against {{evaluation_rubric_and_constraints}} using a strict rubric: Accuracy (1-10), Conciseness (1-10), Tone Compliance (1-10), and Completeness (1-10). Detail every flaw, hallucination, or vague generalization in a block. Finally, switch back to Generator Persona and produce a fully revised, hardened final draft that directly corrects every identified flaw. Output only the critique findings and the final revised response.

Why this prompt

• AI-graded 70/100 for quality and structure
• Written for DeepSeek-R1

Source & licence

• Original source: medium.com ↗
• Author / dataset: Uploaded
• Licence: Not stated by the source. Review the original source terms before commercial reuse.
• Adapted: Imported unmodified.
• Imported: 2026-09

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