Deterministic LLMs for GxP: how to make generative AI repeatable and traceable

November 04 - , 2026
Deterministic LLMs for GxP: how to make generative AI repeatable and traceable
Deterministic LLMs for GxP: how to make generative AI repeatable and traceable

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Under GxP, an AI answer only counts if the same input gives the same output every time and you can show how it was reached. Most LLM setups can’t guarantee either. In this session, Gabriel Viela, Principal ML Engineer at Visium, walks through a tool he built to make LLMs deterministic and GxP compliant, and what it takes to use generative AI in a regulated environment without losing control.

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