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.

Multi-agent orchestration for Claude Code with 15-30% token optimization, self-improving agents, and automatic verification

a recursive self-improving harness designed to help your agents (and future iterations of those agents) succeed on any task

Your AI forgets. This remembers. Spec-driven coding harness for vibecoders, product owners, CEOs and real builders — self-improving context memory, 15 agents, 33 skills working with /goal, agent-team, & workflow on autopilot loops with 0 need for human gate. Kills context rot, ships features, not spaghetti. Claude Code & Codex. Any stack

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.