perspective
In regulated industries like pharma and biotech, organizations should utilize LLMs upstream for creative tasks such as drug discovery, target exploration, and hypothesis generation, while relying on rules-based AI and SQL systems downstream where accuracy is non-negotiable and validated systems are required.

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