self-improving-agent

A masterclass guide on setting up Hermes Agent as a self-improving operating system for agent workflows, covering skills, tools, memory, and automation loops to turn the agent into a compounding productivity system.

Continual Harness is a reset-free, self-improving agentic harness that achieves 20.54% on ARC-AGI-3 at a cost of $774 by storing memories, reusing skills, and refining its prompt, outperforming prior baselines like Hermes and OpenClaw with greater efficiency.