GPU fan speed aliases stopped working — fans would only go silent or full-throttle, nothing in between. After three rounds of LLM troubleshooting with no luck, the culprit turned out to be a twist tie accidentally lodged in the fan during cable management for a newly installed hard drive. Classic hardware debugging red herring: software/driver investigation when the actual cause was physical interference introduced during an unrelated task.