Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.
SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts.
Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption
One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.
Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings and DeepSeek Harness support.
The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai
Enterprise-grade, local-first Agent Workbench for people and agent teams. A unified multi-engine workspace for Codex Harness, DeepSeek Harness, and OpenCode, with unified plugins and Skills, multi-agent projects and tasks, and editable code, documents, presentations, design, and video.
"Sigma File Manager" is a free, open-source, quickly evolving, modern file manager (explorer / browser) app for Windows and Linux.
The Harness of Harnesses • built for RSI: a trusted, persistent, self-evolving multi-agent ecosystem for all-domain collaboration.
🔬 Harness Vibe Research with Self-evolving AI Scientists
One-for-All Multimodal Evaluation Toolkit Across Text, Image, Video, and Audio Tasks
Neo.mjs is a self-evolving software organism: a professional end-to-end AI engineering team whose cross-model swarm inhabits live apps via Neural Link, Active Hybrid GraphRAG, DreamService, and self-healing loops.
Miles is an enterprise-facing reinforcement learning framework for LLM and VLM post-training, forked from and co-evolving with slime.
🐧 Unified and Stable RSI Platform
Evolving the Prometheus exposition format into a standard.
Orkas is an open-source, local-first AI desktop app: a commander LLM directs specialist sub-agents, and runs your installed coding CLIs — Claude Code, Codex, OpenCode, OpenClaw, Hermes — as local sessions. Agents self-evolve via reflection and skill crystallization. BYO keys. macOS / Windows / Linux.
A constantly evolving and thoughtful architecture for creating static blogs.
Ouroboros — self-creating AI agent. Born Feb 16, 2026.
The offical repo for "Dream-RSI: Recursive Self-Improvement through Evolving Worlds"
🐿️ Sirchmunk: Raw data to self-evolving intelligence, real-time.
Self-evolving second brain with 35 AI skills, 10 agents, and people CRM. Closed-loop harness: a V-model verification lifecycle where the worker never grades its own homework. Plus paired anti-slop design skills for marketing and product UI. Works with Claude Code, Cursor, Kiro, Gemini CLI, Codex.
Zetta is an efficient closed-loop embodied harness for self-evolving physical intelligence. It evolves code-based runtime critics and recovery skills online while keeping the base policy frozen. Project Page: https://air-embodied-brain.github.io/zetta/
An incremental game about evolving a civilization
Fully Open Framework for Democratized Multimodal Training
An extensible framework for custom, self-evolving AI agents, with configurable agent packages, tools, skills, and multi-round recursive self-improvement (RSI).
🐙 Give your AI a life — open-source agent infrastructure for team collaboration.
Open-source autoresearch powered by autonomous coding agents. Run Claude Code, OpenCode, and Codex with grading, shared knowledge, and multi-agent evolution. Accepted at COLM 2026.
Hercules is a collaborative software development project revolving around the creation of a robust massively multiplayer online role playing game (MMORPG) server package. Written in C, the program is very versatile and provides NPCs, warps and modifications. The project is jointly managed by a group of volunteers located around the world as well as a tremendous community providing QA and support. Hercules is a continuation of the original Athena project.
Verifiable program-level self-evolution for AI-for-Science agents: Skills and typed Operators grow from replay-verified executions.
[NeurIPS'26] SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning
EvoOntology: A Self-Evolving Ontology Layer for Data Agents ⚙️ EvoOntology插件为Claude Code/Codex 建立&进化本体层
Measuring and evolving with the frontier of agent work
A simple, unified multimodal models training engine. Lean, flexible, and built for hacking at scale.
A curated research map of Recursive Self-Improvement (RSI): models, agents, harnesses, embodied systems, automated AI R&D, benchmarks, and safety.
Automatically monitor the evolving performance of Flask/Python web services.
AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation
SmartCodable is a data parsing library built on Swift’s Codable, designed for simple usage and strong real-world compatibility. It gracefully handles missing fields, default values, and evolving JSON structures. SmartCodable 是基于 Swift Codable 的数据解析库,主打简单易用与真实业务场景下的强兼容性,能够优雅应对不断变化的 JSON 数据。
Official repository for DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research
Diving into Reliable Self-Evolving Agents: A Survey
MindOS is a Human-AI Collaborative Mind System, where human thinks and agents act. Globally sync your mind for all agents: transparent, controllable, and evolving symbiotically.
The OWASP OFFAT tool autonomously assesses your API for prevalent vulnerabilities, though full compatibility with OAS v3 is pending. The project remains a work in progress, continuously evolving towards completion.
A continually evolving multi-user, multi-host NixOS configuration.
Motus2: A Self-Evolving General World Model for Dexterous Manipulation
HugAgentOS: The Self-Evolving AgentOS for Ontology-Grounded Trustworthy Reasoning
[NeurIPS'26] MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
A curated list for Self-Improvement in Foundation Model Based Agentic Systems.
Meta Agents Research Environments is a comprehensive platform designed to evaluate AI agents in dynamic, realistic scenarios. Unlike static benchmarks, this platform introduces evolving environments where agents must adapt their strategies as new information becomes available, mirroring real-world challenges.
A set of evolving nodes that streamline the best use practices in ComfyUI.
Framework for evolving code and prompts inspired by Darwinian evolution
Self-hosted Enterprise and Personal AI + agent runtime in .NET (NativeAOT-friendly)
Real-time multimodal desktop agent evolving toward a persistent AI OS interface (0.17 α).
结合多大模型分析与确定性代码风控的自主量化交易系统 | Autonomous crypto trading system with multi-LLM analysis, deterministic Python risk control & OKX execution.
A self-evolving multi-agent system for autonomous research, operating 24/7 to explore, learn, and improve.
Evolving Multimodal Inference Programs: LLM-guided evolutionary search for accurate and efficient vision-language inference.
WikiSkill (arXiv:2608.27454) for Hermes Agent — self-evolving agent skills via a persistent knowledge wiki. Faithful Algorithm 1 implementation with real agent runs, isolated skill gating, and a documented live run log.
VibeGame: Vibe Your Dream Game -- An open-source self-evolving multi-agent framework with an AI-Native game engine that turns your natural language into a fully playable 2D web game and edit it any way you want, built on Claude Code & Codex.
Harness self-evolution: update targets, theory, evaluation, and reported evidence. Bilingual reading list and project website.
Evolutionary multi-agent runtime that breeds, evaluates, and improves autonomous agents across reproducible epochs to converge on optimization of a goal.
The open-source design agent and harness, better than Claude Design on academic communication artifacts production. This DesignHarness can also be used with any coding harness you like ( Codex/Claude Code/Kimi Code/Pi/OpenCode etc..) and any agentic model you want.