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Reflexion

Spicy — senior dev territoryAI & ML

ELI5 - The Vibe Check

Reflexion is an agent re-reading its own exam answers before the next attempt and catching its own mistake. It doesn't get its weights updated or go back to school, it just writes itself a note about what went wrong and keeps that note around for the next try. Cheap, weirdly effective, and a little bit humbling to watch an AI do to itself.

Real Talk

Reflexion is an agent pattern where the model critiques its own output or trajectory after a failure, generates a natural-language reflection on what went wrong, and feeds that reflection back into its context on the next attempt. It improves task success rates without any weight updates, functioning as a form of in-context learning from the model's own mistakes.

When You'll Hear This

"The agent reflected on why the first patch broke the build, then fixed it on attempt two." / "We added a reflexion step and the retry success rate doubled."

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