Observe, Question, Codify
A practitioner turned 24 commits to a single config file into a self-improving AI system. The pattern: observe what fails, question the assumption, codify the fix as a rule.
Klaus Kaan made 24 commits to a single file. Each commit encoded a lesson learned from watching his AI agent fail.
The pattern was always the same. Observe the failure. Question the assumption that caused it. Codify the fix as a permanent rule.
After 24 iterations, his system had evolved from a simple code generator into a multi-agent architecture with adversarial review, feedback resolution protocols, and checkpoint decision tables.
He did not design this system. He grew it.
The output (code) was never the product. The workflow (the living, self-correcting governance layer) was the product all along.
Every workflow is a garden. Most people treat it like a machine.