Multi-Agent Harness for Production AI
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. 从飞书/Telegram 运行 Claude Code，共享记忆、Agent 工厂、定时任务、通信总线。
CORAL is a robust, lightweight infrastructure for multi-agent autonomous self-evolution, built for autoresearch.
Summon your AI superpower — grows with you through voice, vision, and autonomous action
SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning
Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning
A tiny model that teaches itself to code better. On your laptop. No cloud. No teacher model. No human feedback.
Detail-Oriented CLIP for Fine-Grained Tasks (ICLR SSI-FM 2025)
Cognitive Memory OS for AI Agents — persistent, self-improving, multi-agent memory
Self-improving LLM system using Generator-Reflector-Curator pattern for online learning from execution feedback
[NeurIPS 2020 Spotlight Oral] "Training Stronger Baselines for Learning to Optimize", Tianlong Chen*, Weiyi Zhang*, Jingyang Zhou, Shiyu Chang, Sijia Liu, Lisa Amini, Zhangyang Wang
The bedrock layer for AI coding agents. One governance.md. Any project. Never stale. Universal skills + cross-agent compilation (Claude, Cursor, Codex, Gemini, Aider).
Open-source AI robotics framework — tiered brain, 8 AI providers, multi-robot swarm, self-improving loop
Declarative Self Improving Elixir - DSPy Orchestration in Elixir
DSPEx - Declarative Self-improving Elixir | A BEAM-Native AI Program Optimization Framework
Self-improving AI: Transform CLAUDE.md into a learning system. One prompt makes Claude learn from every mistake. Meta-rules + reflection = continuous improvement.
Self-improving python code writer and error checker.
Self-evolving skill engine for Claude Code — skills that create, score, repair, and harden themselves through recursive improvement loops
The personal AI that actually learns from its mistakes. 51 monitors, temporal KG, DPO fine-tuning. Runs on your GPU.
kbot — the AI agent that dreams, learns, and evolves. 764+ tools, 35 agents, 20 providers. Music production, iPhone control, financial analysis, cyber threat intel. Always-on daemon. Runs offline. npm i -g @kernel.chat/kbot
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