Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.
Harness self-evolution: update targets, theory, evaluation, and reported evidence. Bilingual reading list and project website.
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.
🐧 Unified and Stable RSI Platform
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.
EvoOntology: A Self-Evolving Ontology Layer for Data Agents ⚙️ EvoOntology插件为Claude Code/Codex 建立&进化本体层
One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.
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.
The evolving interface between humans and agents — Claude Code and Codex answer with interactive pages you can edit, keep and share.
The Harness of Harnesses • built for RSI: a trusted, persistent, self-evolving multi-agent ecosystem for all-domain collaboration.
Real-time multimodal desktop agent evolving toward a persistent AI OS interface (0.17 α).
The offical repo for "Dream-RSI: Recursive Self-Improvement through Evolving Worlds"
Composable, view-based context for DeepSeek Harness. Pluggable sources and strategies, with layered memory and self-evolving skills out of the box.
Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption
The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai
Miles is an enterprise-facing reinforcement learning framework for LLM and VLM post-training, forked from and co-evolving with slime.
Orkas is an open-source (MIT), local-first AI team for your desktop: a Commander turns your goal into to-dos and coordinates 16 built-in specialist agents plus Claude Code, Codex, OpenCode, OpenClaw and Hermes, with projects, scheduled automations and connectors. Free app for macOS & Windows; built-in models or your own keys.
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/
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.
A curated research map of Recursive Self-Improvement (RSI): models, agents, harnesses, embodied systems, automated AI R&D, benchmarks, and safety.
HugAgentOS: The Self-Evolving AgentOS for Ontology-Grounded Trustworthy Reasoning
Gradient descent, but the parameters are agents — a parallel, asynchronous framework for self-evolving agents (skills, prompts, harnesses). Diffs are the gradients; the aggregator is the optimizer.
PocketStrike is a privacy-first mobile AI workstation. It combines zero-cloud native on-device GGUF inference (ARM NEON accelerated) │ with frontier cloud LLMs, multi-step ReAct agent tools, Model Context Protocol (MCP) servers, self-evolving cross-session memory, and FLUX neural image │ generation.
HyperSkill: Self-Evolving LLM Agents via Hypergraph-Structured Skill Memory
We believe the Agent is evolving into the next-generation operating system (OS). In this paradigm shift, a plugin is no longer just a feature extension: a plugin is software, and a plugin is an app (a Mini App).
Official implementation of “Harness Optimization for Agentic Multi-Reference Image Generation”
"Sigma File Manager" is a free, open-source, quickly evolving, modern file manager (explorer / browser) app for Windows and Linux.
Ouroboros — self-creating AI agent. Born Feb 16, 2026.
🐿️ Sirchmunk: Raw data to self-evolving intelligence, real-time.
[NeurIPS'26] SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning
Measuring and evolving with the frontier of agent work
Official repository for DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research
A curated list for Self-Improvement in Foundation Model Based Agentic Systems.
Self-hosted Enterprise and Personal AI + agent runtime in .NET (NativeAOT-friendly)
A self-evolving multi-agent system for autonomous research, operating 24/7 to explore, learn, and improve.
Adaptive Agent Learning with Evolving Supervision
A self-evolving harness framework for Hermes Agent. Evolution + Critic + Verifier + Gardener cooperate to make your Hermes instance measurably more useful over time. Generic, MIT-licensed, ships empty.
Fewer Tokens, Better Action: GPT-6 Astra Robot Agents with 14% Higher Success but 65% Fewer Tokens
Enterprise multi-agent self-evolving workflow orchestration platform MVP
《自进化 Agent Harness 工程实战》课程配套代码,整理中。
🔬 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.
Evolving the Prometheus exposition format into a standard.
A constantly evolving and thoughtful architecture for creating static blogs.
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.
An incremental game about evolving a civilization
Fully Open Framework for Democratized Multimodal Training
An RSI Agent Harness for running, evaluating, and evolving agents—with tools, skills, MCP, stateful execution, and multi-agent workflows.
🐙 Give your AI a life — open-source agent infrastructure for team collaboration.
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.
A simple, unified multimodal models training engine. Lean, flexible, and built for hacking at scale.
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。
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.
Diving into Reliable Self-Evolving Agents: A Survey
A continually evolving multi-user, multi-host NixOS configuration.