Awesome Adaptation of Agentic AI

Skill by ara.so — AI Agent Skills collection.

Overview

This repository is a curated research collection accompanying the paper "Adaptation of Agentic AI" (arXiv:2512.16301). It systematically organizes papers on how AI agents adapt their behavior, particularly focusing on:

• Agent Adaptation: Methods to improve agent decision-making through tool execution signals (A1) or output signals (A2)
• Tool Adaptation: Approaches to optimize tools either independently (T1) or with agent supervision (T2)

The collection categorizes 40+ research papers by adaptation strategy, training method (RL, SFT, DPO), task domain, and implementation details.

Repository Structure