// ⌘ Agents & Tool Use
Reflexion
Agents write verbal self-reflections after failures and reuse them.
Reflexion 语言反思 2023 Intermediate core
IN PLAIN WORDS
Instead of weight updates, store verbal lessons from failures in memory as context for the next attempt, improving coding and decision tasks.
Used in: Coding agents, self-correction
01Original paper
Reflexion: Language Agents with Verbal Reinforcement Learning
Noah Shinn, Federico Cassano, Edward Berman, et al. · 2023
arXiv ↗ ✓ Verified · arXiv API
02Where it sits
Learn the left column first; the right column builds on this one.
Related:Generative Agents (Memory & Reflection)Self-Refine
Left: prerequisites · right: builds on this · dashed: related. Full map →
03Learning resources
Official docs, explainers, courses and reference code. All links checked.
04Where the course teaches it
On learning paths:AI Application Engineer
For AI / data
- Verification: verified, checked 2026-10-21.
- JSON: /api/learn/algorithms.json (id:
reflexion)