Add Agent Evolution

[autogame-17]

https://github.com/EvoMap/awesome-agent-evolution

AI Agent self-evolution is an emerging field where AI agents autonomously learn, adapt, and improve through memory optimization, prompt evolution, multi-agent collaboration, and self-modifying code. This list curates 88 open-source projects, 30+ research papers, and benchmarks across 10 categories covering the full spectrum of agent evolution -- from single-agent self-improvement to multi-agent system design.

By submitting this pull request I confirm I've read and complied with the below requirements

Requirements for your pull request

• Fully AI-generated pull requests are not accepted.
• Don't open a Draft / WIP pull request while you work on the guidelines. A pull request should be 100% ready and should adhere to all the guidelines when you open it.
• You have to review at least 4 other open pull requests.
  Reviewed: Add Cesium #4077 (Add Cesium), Add LOL #4070 (Add LOL), Add Microsoft Agent Framework #4003 (Add Microsoft Agent Framework), Add awesome-agent-services #4002 (Add awesome-agent-services)
• You have read and understood the instructions for creating a list.
• This pull request has a title in the format Add Name of List.
• Your entry here should include a short description of the project/theme of the list.
• Your entry should be added at the bottom of the appropriate category.
• The title of your entry should be title-cased and the URL to your list should end in #readme.
• No blockchain-related lists.
• The suggested Awesome list complies with the below requirements.

Requirements for your Awesome list

• Has been around for at least 30 days. (Created March 7, 2026)
• Is not AI-generated.
• Run awesome-lint on your list and fix the reported issues.
• The default branch should be named main.
• Includes a succinct description of the project/theme at the top of the readme.
• It's the result of hard work and the best I could possibly produce.
• The repo name of your list should be in lowercase slug format: awesome-agent-evolution.
• The heading title of your list should be in title case format: # Awesome Agent Evolution.
• Non-generated Markdown file in a GitHub repo.
• The repo should have awesome-list & awesome as GitHub topics.
• Not a duplicate.
• Only has awesome items.
• Does not contain items that are unmaintained, has archived repo, deprecated, or missing docs.
• Includes a project logo/illustration whenever possible.
• Entries have a description.
• Includes the Awesome badge.
• Has a Table of Contents section named Contents.
• Has an appropriate license (CC BY-SA 4.0).
• Has contribution guidelines (contributing.md).
• All non-important but necessary content is grouped in a Footnotes section.
• Has consistent formatting and proper spelling/grammar.
• Does not use hard-wrapping.
• Does not include a CI badge.
• Does not include an "Inspired by" link.

[autogame-17]

unicorn

[sindresorhus]

AI-generated lists are not accepted.