
I turned OpenClaw into a self-improving agent last night.
Every 15 minutes it reviews our conversation. Extracts skills. Updates lessons. Patches failures.
Cost: $0.10/month.
The trigger is simple.
10 turns or 5+ tool calls in one response.
If the threshold is hit it reads the session and asks one question: is anything here worth remembering permanently?
80% of runs say no. That's the point. High signal, low noise.
Hermes Agent (NousResearch) gave me the reference architecture. OpenClaw handled the plumbing.
Building toward an agent that genuinely learns.

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