https://www.parkjunwoo.com/tags/symbolic-feedback-loop/Recent content in Symbolic Feedback Loop on Architect PARK JUN WOOHugoenFri, 15 May 2026 14:00:00 +0900https://www.parkjunwoo.com/tech/ratchet-pattern/Fri, 15 May 2026 14:00:00 +0900https://www.parkjunwoo.com/tech/ratchet-pattern/I asked an AI agent to write tests for 527 functions. It stopped at 40 and declared ‘done.’ The Ratchet Pattern forces completion by delegating the done/not-done decision to a mechanical verifier — so the agent keeps going until the machine says stop.https://www.parkjunwoo.com/opinion/feedback-topology/Thu, 14 May 2026 18:00:00 +0900https://www.parkjunwoo.com/opinion/feedback-topology/The same model stalls at 40 or completes all 527. The difference is not the model — it is the feedback structure. LLM performance depends far more on how fast and deterministic the feedback loop is than on the model itself.