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. 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。
My AI Stand. Realtime by day, rewriting itself by night. Summon my AI superpower.
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.
The agent that grows with you
SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning
Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning
Self-correcting learning engine for Claude Code — persistent identity, behavioral pattern tracking, and cross-session memory
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
The bedrock layer for AI coding agents. One governance.md. Any project. Never stale. Universal skills + cross-agent compilation (Claude, Cursor, Codex, Gemini, Aider).
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
OpenCastor — productized open-core RCAN runtime. Gateway-as-kernel + drivers + fleet + cloud bridge + UI. Layer 4 of the OpenCastor stack. See rcan.dev/compatibility for protocol versions.
Self-improving LLM agent in TypeScript using Reflexion (verbal RL): custom evaluators, reflexion memory, HTTP API, CLI. Built with Vercel AI SDK.
Self-improving AI: Transform CLAUDE.md into a learning system. One prompt makes Claude learn from every mistake. Meta-rules + reflection = continuous improvement.
Declarative Self Improving Elixir - DSPy Orchestration in Elixir
Self-evolving skill engine for Claude Code — skills that create, score, repair, and harden themselves through recursive improvement loops
DSPEx - Declarative Self-improving Elixir | A BEAM-Native AI Program Optimization Framework
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