Confidential computing: the answer that wins LLM providers million-dollar enterprise deals

abhijithneil · x · 2026-09-27

Engineer abhijithneil published a blog post with a full experimental setup on confidential computing for LLM inference. If you serve models yourself, enterprises will almost always ask: "Is my data private from the model providers?" — and how you answer can stand between you and a million-dollar deal. Working with leading providers in the field, the author distills what confidential computing is, explained in plain language, and shares his complete lab setup so engineers can reproduce it. Practical security/privacy engineering for anyone running inference infrastructure.

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