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Raghu Punnamraju
Raghu PunnamrajuCTO of Velocity Clinical Research30 years of experience

Raghu is CTO of Velocity Clinical Research and an Advisory Board Member at BairesDev. With over 25 years of global technology leadership, he specializes in applying AI and data science to clinical research and previously founded TrierHealth, an early AI-driven clinical trial platform.

Articles published 10 days since last publication
Illustration of a layered AI specification architecture showing governance layers, reasoning filters, execution boundaries, and controlled agent behavior.
Insights

AI systems fail when specifications capture processes but miss organizational judgment. This article introduces a five-layer framework for ensuring that what your organization actually means survives the trip into production.

By Raghu Punnamraju

9 min read