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arXiv CS.AI
7/16/2026
The user wants me to rewrite a headline for a mobile feed. The original is "Self-Improvements in Modern Agentic Systems: A Survey"

The user wants me to rewrite a headline for a mobile feed. The original is "Self-Improvements in Modern Agentic Systems: A Survey"

Original: Self-Improvements in Modern Agentic Systems: A Survey

Short summary

This survey frames modern self-improving AI agents as adaptive systems that convert experience into capability gains with minimal human input. It proposes a system-level framework representing agents as configurations coupling foundation models with operational scaffolds (prompts, memory, tools, control logic), and formalizes self-improvement as a self-induced update operator targeting model parameters or scaffold components. The paper organizes prior work by update target and change-driving signals, reviews applications, and identifies open problems.

  • Survey formalizes self-improving agents as adaptive systems with update operators
  • Framework couples foundation models with scaffolds of prompts, memory, tools, and control logic
  • Organizes prior work by update target and signals driving change; includes GitHub repo

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