The consumer GPU ecosystem built its monitoring stack around gaming — a workload with natural recovery cycles that GDDR6X was designed to handle. Local AI inference removed those recovery cycles without anyone updating the tooling. The result is a telemetry gap where the most consequential thermal state — VRAM in emergency protocol — produces no alert visible to practitioners running standard software [1]. VRAM thermal data is available at the hardware level, but it requires OS-level instrumentation that nothing in the typical local AI stack installs by default . The…