Shane Lee 5/12/2026

Agentic Reflexion: Teach Your AI to Doubt Its Own Plan

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This article explains the Reflexion pattern for improving AI-generated plans by introducing a second agent (plan reviewer) with a fresh context and adversarial instructions to critique the plan before implementation. It covers why self-review fails, how to build a reviewer sub-agent, and the importance of using different models for planning and review. Includes insights from the Reflexion paper (Shinn et al., 2023) and GitHub Copilot CLI's Rubber Duck feature. Part 7 of a Context Engineering series focused on agentic coding and AI-assisted development.

Agentic Reflexion: Teach Your AI to Doubt Its Own Plan

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