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BUILDING SMARTER LIFE SCIENCES LLMs: Solution Training and Management
Best Practices J. Harte Nielson Best Practices J. Harte Nielson

BUILDING SMARTER LIFE SCIENCES LLMs: Solution Training and Management

Article 4 – Solution Training and Management

From Ario Health’s “Building Smarter Life Sciences LLMs” series

Deploying an LLM is just the beginning. In life sciences, where precision and compliance are non-negotiable, managing that solution over time is critical. This article explores how to maintain performance, reliability, and regulatory alignment through structured LLM lifecycle management.

We dive into practical strategies for addressing prompt drift, implementing MLOps tailored to generative AI, monitoring output quality, enabling human-in-the-loop feedback, and establishing robust governance frameworks.

Each section includes real-world use cases and expert tips to help IT and strategy leaders ensure their LLMs continue delivering value long after go-live.

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