CharlesQ9/Self-Evolving-Agents resource

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

1302 stars · 107 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated survey repository cataloging research papers on self-evolving AI agents, organized by what, when, how, and where agents evolve. It accompanies an academic survey paper on the path toward artificial super intelligence.

Use cases

• find papers on self-evolving LLM agents
• survey memory evolution and prompt optimization research
• learn about reward-based and evolutionary agent methods
• research multi-agent system optimization
• find literature on test-time self-improvement of agents
• explore evaluation methods for lifelong learning agents

When to choose

• you need a structured reading list on agent self-evolution
• you are writing a literature review on adaptive AI agents
• you want a taxonomy of agent improvement methods

When to avoid

• you need runnable agent code or a framework
• you want production tooling rather than research papers

Facets

learning-resource · maturity active

agent-framework llm-training prompt-engineering machine-learning artificial-intelligence large-language-models machine-learning tutorials awesome-lists survey paper-collection self-evolving-agents lifelong-learning research ai-agents web-server

Member repositories

For agents

markdown · JSON · MCP: product_card(name="CharlesQ9/Self-Evolving-Agents")