Author's GPU fan speed aliases suddenly stopped working, causing the GPU to alternate between complete silence and full-throttle noise. After extensive LLM-assisted troubleshooting, discovered the culprit: a twist tie accidentally placed on/near the GPU during cable management for a newly installed hard drive, physically obstructing the fan mechanism. **Key insight:** Physical obstructions can mask as software/driver failures in GPU fan control systems.