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Agents Updated 2026

AI Agent

An AI system that plans and carries out multi-step tasks on its own — calling tools, reading the results, and deciding what to do next — rather than replying just once.

An agent runs a model in a loop: it reasons about a goal, takes an action such as a tool call, observes the result, and repeats until the task is done. Yao et al. (2023) formalised the interleaving of reasoning and acting in the ReAct framework, and Schick et al. (2023) showed in Toolformer that models can learn to decide when and how to call external tools.

The difference from a chatbot is autonomy over several steps — which makes agents powerful, but also raises reliability and safety questions.

References

Primary, peer-reviewed and archival sources for this definition.

ReAct: Synergizing Reasoning and Acting in Language Models
Yao, S., Zhao, J., Yu, D., Du, N., Shafran, I., Narasimhan, K., & Cao, Y. (2023). International Conference on Learning Representations (ICLR 2023).
Toolformer: Language Models Can Teach Themselves to Use Tools
Schick, T., Dwivedi-Yu, J., Dessì, R., Raileanu, R., Lomeli, M., Zettlemoyer, L., Cancedda, N., & Scialom, T. (2023). Advances in Neural Information Processing Systems 36 (NeurIPS 2023).

Dictionary & encyclopedic entries

Cite this entry

MultipleChat. "AI Agent." MultipleChat AI & LLM Glossary, 2026. https://multiple.chat/ai-glossary/agent

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