A continually evolving multi-user, multi-host NixOS configuration.
Motus2: A Self-Evolving General World Model for Dexterous Manipulation
[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
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.
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
Native, local-first knowledge graph engine for code and project artifacts—inspired by Graphify, built in Rust, and evolving beyond it.
A plugin runtime for software that iterates on itself — the substrate where agents write, swap and hot-reload their own plugins in Rust, TypeScript, Python and Go, across processes and machines.
Repository for Self-Evolving Coding Agents
EvoQuant is a self-evolving AI research agent specialized in quantitative investment research. It runs the full research loop autonomously
Self-Evolving Multi-Agent Operation System
Mojito — the local, evolving alternative to cloud personal AI like Meta Muse.
Janus: Towards Evolving Agentic Laboratory
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.
News: We add many jev+robot in infrastructure. A curated collection of papers and resources on robot-use agents, tool-based robot control, embodied agent runtimes, and self-evolving robotic systems.
A simple, feasible repository to reproduce and learn self-evolving/recursive self-improvement agent.
Self-Evolving Coding Agents for Physical World
EVO-WAM: Evolving World Action Models through Video-Action Verification. For implementation and experimental details, contact shiyangzhou@stu.hit.edu.cn.
An experimental native recompilation of Spider-Man 2 for the original Xbox, bringing the classic open-world adventure to modern Windows through an evolving native implementation.
A self-evolving skill framework for evaluable agent tasks, with reproducible multi-domain validation experiments.
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.
Deep, Evolving Environments for Computer-Use Agents
Open-source AI agents for coding, research and automation. Run locally with your models, persistent memory, multi-agent execution, skills, MCP and self-evolving.
High-performance C++20 + Python engine for dynamic and incremental graph analytics on evolving graphs — BFS, SSSP, connected components, triangles, k-core and PageRank.
A minimal, evidence-gated harness for Codex and Claude Code: reuse what works, add only what is missing, verify before evolving.
Official code for the SEAR benchmark
🌊 Evaluation infrastructure for self-evolving agents, on the Harbor task standard.
A continously evolving life simulation built around a world that exists beyond a single player.
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EvoHarness-RL: Learning Runtime Harness Coordination for Self-Evolving Agents
Latent communication fabric for continuously evolving agent collectives — training-free orthogonal alignment of hidden states as a network primitive.
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
Let Skills Evolve Collectively with Agentic Evolver
Dynamic MBTI Personality Simulation for LLM Agents via Carl Jung's Theory. A framework that enables LLM agents' MBTI personalities to naturally evolve and grow through interaction.