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
One-for-All Multimodal Evaluation Toolkit Across Text, Image, Video, and Audio Tasks
Miles is an enterprise-facing reinforcement learning framework for LLM and VLM post-training, forked from and co-evolving with slime.
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/
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).
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.
[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.
Automatically monitor the evolving performance of Flask/Python web services.
AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation
Official repository for DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research
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.
HugAgentOS: The Self-Evolving AgentOS for Ontology-Grounded Trustworthy Reasoning
[NeurIPS'26] MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
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
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.
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.
The official code of Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence
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.
Adaptive Agent Learning with Evolving Supervision
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.
Nocturne Memory Core — A continuity layer for AI systems, connecting human-readable memory, selective Breath, Drive dynamics, latent notes, and evolving Trails. Evolved from Ombre Brain.让AI的记忆、状态与判断轨迹跨越会话继续抵达。一个连接记忆、主动记录与演化路径的连续性系统。樱花粉/灰烬黑双色前端
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
Reconstructing Big Tech T2I/T2V captioning pipelines for production and research
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
A minimal, evidence-gated harness for Codex and Claude Code: reuse what works, add only what is missing, verify before evolving.
🌊 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
Code for paper "JailbreakSkill: Scaling Automated Red-Teaming with Reusable and Ever-Evolving Skills."
Full MiniMax H3 speedrun workflows for Apple Silicon with strict staging, Turbo, FBC, Spectrum, and SolAttn