Secure AI exams can hide both the test and the model, yet… — How AI Helps — TG.ME

Secure AI exams can hide both the test and the model, yet cryptography still cannot prove that the exam deserves public trust

On August 27, 2026, Google DeepMind announced a pilot with the Singapore AI Safety Institute, OpenMined, AVERI and MLCommons. A Gemini Flash Lite model meets confidential benchmarks inside a secure GPU environment: the evaluator cannot see the weights, Google cannot see the prompts, and cryptographic evidence records what ran.

This can prevent benchmark contamination without forcing a lab to surrender its model. It is a method pilot, not a Gemini safety verdict or an industry standard.

Use a four-part receipt for every “secure evaluation” claim: what stayed secret, what was proven, who chose the test, and what happens after failure.
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August 30, 2026 93