Reflexion converts binary or scalar feedback from the environment into verbal feedback in the form of a textual summary, which is then added as additional context for the LLM agent in the next episode.
task-specific action choice abilities. To achieve full automation, we introduce a straightforward yet effective heuristic that enables the agent to pinpoint hallucination instances, avoid...
Reflexion converts binary or scalar feedback from the environment into verbal feedback in the form of a textual summary, which is then added as additional context for the LLM agent in the next episode.
In this paper, we propose an alternative approach called Reflexion that uses verbal reinforcement to help agents learn from prior failings. Reflexion converts binary or scalar feedback from the Preprint. …
Dec 25, 2025 · In this section, we introduce Multi-Agent Reflexion (MAR), our extension to the Reflexion framework that re-places single-agent self-critique with a coordinated team of persona driven critics …
We implemented Meta-Policy Reflexion (MPR) on the AlfWorld benchmark to evaluate whether memory-conditioned, training-free rule consolidation improves execution accuracy and general-ization …
RefleXion’s SCINTIX technology is the first and only radiotherapy approach that uses a single radiotracer injection to transform cancer cells into real-time biological guides that steer radiotherapy …