Private AI Review — Page 7

AWS isolates sensitive data processing below the operating system.

Kata Containers protects workloads from the infrastructure itself using hardware-encrypted memory.

Hardware isolation alone won't protect your secrets without careful boundary design.

Patching confidential computing requires tearing down running enclaves to update attestation claims.

Hardware-rooted sealing encrypts enclave secrets for storage, but binds them to a single processor.

OS-level adversaries can extract secrets from SGX enclaves through deterministic side channels.

Intel centralizes security in firmware, while AMD distributes it throughout the hardware.

How four AI giants handle your data, and why the differences matter.

Cryptographic proofs let AI providers prove model behavior without exposing proprietary weights.

Three trust participants and reference values are the foundation of attestation security.

Zero-trust moves security from perimeters to every workload request in AI inference.