Multi-Agent Harness for Production AI
达尔文.skill —— 一个让你的Skill无限进化的系统：评估→改进→测试→保留或回滚 | Autoresearch-inspired autonomous skill optimization for Claude Code. Evaluate, improve, test, keep or revert.
The Harness of Harnesses • Super Agent: a trusted, persistent, self-evolving multi-agent ecosystem for all-domain collaboration.
构建受监督的、自我进化的 Agent 组织的基础设施 | Infrastructure for supervised, self-improving agent organization. 飞书/Telegram 手机端运行 Claude Code 或 Kimi Code（双引擎，两家原生订阅直接用），共享记忆、Agent 工厂、定时任务、通信总线。
A curated research map of Recursive Self-Improvement (RSI): models, agents, harnesses, embodied systems, automated AI R&D, benchmarks, and safety.
The official repository of "Position: Agentic Evolution is the Path to Evolving LLMs".
My AI Stand. Realtime by day, rewriting itself by night. Summon my AI superpower.
Self-improving code for any git repo: give it a measurable goal, a coding agent (Claude Code or Aider) proposes changes, the kernel scores them, keeps winners and rolls back failures. Open-source AlphaEvolve / FunSearch-style evolution loop, sandboxed, with an auditable ledger.
The agent that grows with you
ClawCode is claude code inspired implementation in python and Rust focused on agents and experience-based evolution, and is an Open-source coding-agent CLI for Anthropic, OpenAI, Gemini, DeepSeek, GLM, Kimit, Ollama, Codex, GitHub Models, and 200+ models via OpenAI-compatible APIs.
SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning
🔨 Kyoko is the all-in-one, fully local tool for debugging and improving your AI agents.
Self-correcting learning engine for Claude Code — persistent identity, behavioral pattern tracking, and cross-session memory
Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning
A task conductor for Claude Code that gets better the more you use it. Multi-agent orchestration with an evidence contract that BLOCKS instead of asking, gates written as hooks rather than prompts, and a retrospective that learns your repo's rules and tunes its own playbook.
EcomBrain's open-source Grok Bot growth agent for X: scouts the gold, drafts in your voice, publishes via Typefully with your approval, and nightly SkillOpt keeps only what worked.
A tiny model that teaches itself to code better. On your laptop. No cloud. No teacher model. No human feedback.
The coding agent you don’t have to watch. Start a task and walk away. AFK builds the feature, verifies its own work, and texts you when it’s done. You come back to a receipt of every step, every decision, and what’s waiting on you. If it’s unsure, it stops and asks instead of guessing.
Detail-Oriented CLIP for Fine-Grained Tasks (ICLR SSI-FM 2025)
Hermes Agent-style self-improvement for Claude Code
To associate your repository with the self-improving topic, visit your repo's landing page and select "manage topics."