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.
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
Ouroboros — self-creating AI agent. Born Feb 16, 2026.
🐿️ 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 extensible framework for custom, self-evolving AI agents, with configurable agent packages, tools, skills, and multi-round recursive self-improvement (RSI).
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.
EvoOntology: A Self-Evolving Ontology Layer for Data Agents ⚙️ EvoOntology插件为Claude Code/Codex 建立&进化本体层
AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation
HugAgentOS: The Self-Evolving AgentOS for Ontology-Grounded Trustworthy Reasoning
[NeurIPS'26] MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
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.
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.
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.
AgentGarten: Code Worlds for Evolving Agents
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.
EvoQuant is a self-evolving AI research agent specialized in quantitative investment research. It runs the full research loop autonomously
Self-evolution for any agent harness. Plug in. Evolve. Measure.
Self-evolving browser automation for Codex, Claude Code, and Cursor—learn reusable site knowledge and safely replay verified routines with agent-browser.
A simple, feasible repository to reproduce and learn self-evolving/recursive self-improvement agent.
Fewer Tokens, Better Action: GPT-6 Astra Robot Agents with 14% Higher Success but 65% Fewer Tokens
A self-evolving skill framework for evaluable agent tasks, with reproducible multi-domain validation experiments.
HyperSkill: Self-Evolving LLM Agents via Hypergraph-Structured Skill Memory
Self-evolving cognitive decision engine & TypeSafe Jev alternative. Deliberative decision flywheel ('explore first, crystallize later' System 2→1) with 100% option-order invariance. Typed probabilistic API (Choice, Noul, Score) for Open LLMs, Laya (ModernBERT), & commercial Jev with calibrated logprobs and adaptive safety guards.
Open-source AI agents for coding, research and automation. Run locally with your models, persistent memory, multi-agent execution, skills, MCP and self-evolving.
Enterprise multi-agent self-evolving workflow orchestration platform MVP
🌊 Evaluation infrastructure for self-evolving agents, on the Harbor task standard.
《自进化 Agent Harness 工程实战》课程配套代码,整理中。
Official implementation of “Harness Optimization for Agentic Multi-Reference Image Generation”
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EvoHarness-RL: Learning Runtime Harness Coordination for Self-Evolving Agents