Atlas · GenAI 2026

Automated Prompt Optimization

Auto meta-prompting (AI-critiques-AI prompts)

conceptPeak: 2024Prompt Optimization FrameworksAI consensus: 1/3

Prerequisites

  • Meta-prompting uses one LLM to improve another's prompts — understanding prompting is essential for both sides

Recommended reference

Madaan et al. (2023) 'Self-Refine: Iterative Refinement with Self-Feedback' — arXiv:2303.17651

Notes from AI deep research

Anthropic Opus

Self-Refine (Madaan 2023). Model A krytykuje output B. Meta-prompting at scale

Google Deep Think

Model ewaluacyjny krytykuje prompty wykonawcze [G#38]

Related skills