ANative-Lab/Awesome-Self-Evolving-Agents resource
[Survey] A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems observed · 2026-08-28
Health v2 · maintenance only
56/100
- Activity 82
- Release rhythm 35
- Longevity 34
Flags: no_releases
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 482
- days_rel: n/a
- days_push: 109
- n_releases_24m: 0
Adoption not part of the score
2458 stars · 187 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
A curated awesome-list accompanying an arXiv survey on self-evolving AI agents, cataloguing papers and open-source frameworks for agent optimisation. It organises research into single-agent, multi-agent, and domain-specific evolution techniques bridging foundation models and lifelong agentic systems.
Use cases
- find research papers on self-evolving AI agents
- learn how LLM agents can improve after deployment
- survey techniques for lifelong agentic systems
- find open-source frameworks for evolving agentic workflows
- research multi-agent optimisation methods
- study agent adaptation from environmental feedback
When to choose
- you need a curated reading list on agent evolution and optimisation
- you are writing a literature review on self-improving LLM agents
- you want links to papers and codebases for agent training techniques
When to avoid
- you need a runnable agent framework rather than a paper collection
- you want production-ready agent tooling
- you need non-agent machine learning resources
Facets
learning-resource · maturity active
agent-framework llm-training machine-learning artificial-intelligence large-language-models awesome-lists tutorials cross-platform awesome-list survey self-evolving-agents lifelong-learning multi-agent-systems research-paper ai-agents
6 sources
- readme: https://github.com/ANative-Lab/Awesome-Self-Evolving-Agents · fetched 2026-08-28 · 0be7d7abeb2a
- homepage: https://arxiv.org/abs/2508.07407 · fetched 2026-08-29 · 14fb7dd2866e
- site_page: https://info.arxiv.org/about/donate.html · fetched 2026-08-29 · cca9c3a11c56
- site_page: https://info.arxiv.org/about/ourmembers.html · fetched 2026-08-29 · 47cbc55ff1de
- site_page: https://info.arxiv.org/about · fetched 2026-08-29 · a1f16f915a9a
- site_page: https://info.arxiv.org/labs/index.html · fetched 2026-08-29 · b14a8d05a0ec
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| ANative-Lab/Awesome-Self-Evolving-Agents | main | 56 |
For agents
markdown · JSON · MCP: product_card(name="ANative-Lab/Awesome-Self-Evolving-Agents")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem