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self-evolving AI agent
also self-evolving agent or evolving AI agent
Definition of self-evolving AI agent
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: an AI agent that uses experience, feedback, or environmental interaction to revise parts of its own behavior after deployment, such as its memory, prompts, tools, policies, workflows, or models
- The self-evolving AI agent converted repeated support failures into new routing rules and reusable skills.
- Researchers tested whether a self-evolving agent could improve its planning without corrupting the safeguards around its tools.
Origin & history
The phrase became established in agent research in 2025 as surveys and experimental systems began treating post-deployment evolution as a distinct design problem. The literature describes agents that learn from interaction traces, feedback, and changing environments instead of remaining fixed after their initial training and configuration.
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Cite this entry
"Self-evolving AI agent." AI Dictionary, Dadgogo, https://dadgogo.com/dictionary/self-evolving-ai-agent/. Accessed 9 Oct. 2026.