Home users report significant thermal drifting when running multiple GPUs in tight consumer chassis. These temperature spikes trigger aggressive clock throttling, which degrades inference stability for large models. Practitioners should prioritize active airflow or water cooling to maintain consistent performance. This incremental hardware struggle highlights the gap between enterprise racks and home setups.