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Topic

Regulated AI Workloads

AI deployments governed by privacy, sovereignty or sector-specific rules that constrain where prompts, model weights and enterprise context may be processed.

Current clusters

build1 publisher

Confidential inference on Blackwell retains 96-98 percent of throughput with CC-aware adaptations, NVIDIA reports

NVIDIA measured TensorRT LLM holding 96.1 to 98.2 percent of its non-confidential output throughput on Blackwell, and it got there by unpinning host memory on the affected paths, moving decode readback off the scheduler thread, and timing kernel tactics with the GPU's global timer instead of CUDA events.

Reality

Evidence58
Adoption22
Hype gap+10
Incentives80
Confidence55