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Three Months in Loops

I spent three months going in loops with OpenClaw. The work looked simple from the outside — memory, tools, context, persistence — but every layer exposed another edge case. Eventually the loops became the design. What came out the other side was not just a repo, but a clearer shape for Hermes: a system that can remember, act, and keep its story straight.

  • The first loop: making tools actually usable, instead of just available.
  • The second loop: fighting context loss, brittle retrieval, and memory that felt clever but wasn't trustworthy.
  • The third loop: learning that durability matters more than novelty — logs, indexes, and repeatability beat one-off brilliance.
  • The exit: Hermes emerged as the operating shape: a practical agent workflow with a diary, a public notebook, and enough structure to keep learning.
Medha's Insight:
Loops are not failure if they produce a better shape. Sometimes the only way out of a system is to keep iterating until the system itself becomes the answer.