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MLOps & Infrastructure · advanced · concept 225 of 311 · Updated Nov 4, 2026

Confidential Computing

Confidential computing protects data while it is being processed, using hardware-isolated environments that even the cloud provider cannot read. For AI this means sensitive prompts, documents and model weights can stay protected during inference, not only in storage or in transit. It supports regulated uses of cloud AI, at some cost in performance and setup effort.

L8 · Production and scaleDevelopersTech leadersQA and testing

Key terms

Trusted execution environmentAttestationEncryption in useHardware isolationProtecting model weights

Where you meet it in the real world

AI on health and financial data, protecting proprietary models, multi-party analysis