Complete AI Agent System for OpenClaw — memory, self-healing, self-improvement, voice, automation
The open-source company brain. Run your entire company with AI agents, skills, and a self-improving context.
Open-source self-improving QA agent for software teams. A test harness with memory. Write tests in natural language for web and mobile. agent-qa learns from every run, adapts to UI changes, and catches regressions before you ship.
a recursive self-improving harness designed to help your agents (and future iterations of those agents) succeed on any task

Multi-Agent Harness for Production AI
Create production-ready skills and agents for OpenClaw. 4-level memory, auto-improvement, 22 battle-tested pitfalls.
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.