After GPU fan speed aliases stopped working correctly — leaving only silent or full-throttle modes — the author spent significant time troubleshooting with an LLM, cycling through settings three times. The actual culprit: a twist tie accidentally lodged in the fan during cable management for a recently installed hard drive. Classic hardware debugging lesson — physical interference, not software misconfiguration.