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Saram ConsultingThoughts and strategies on the intersection of Biotech, Artificial Intelligence, and Regulatory Compliance.
When Model B checks Model A from memory, you get correlated hallucination, not verification. Here's the evidence-grounded pipeline that cuts hallucinations 30-50%.
Read Article →The Model Context Protocol delegates security to OAuth 2.1, but the details matter. A protocol-level walkthrough of the discovery flow, token lifecycle, Enterprise-Managed Authorization, and the seven-layer defense model for regulated deployments.
Read Article →The 7-layer reference architecture that turns individual AI compliance components into one integrated, inspectable, FDA-defensible system — from identity to evals.
Read Article →How to build deterministic evaluation systems for AI agents in GxP computer system validation — code evaluators, narrow judges, binary metrics, and datasets that survive FDA inspection.
Read Article →A deep technical reference for building the deterministic control layer that makes AI agents inspectable, auditable, and defensible in FDA-regulated life sciences environments.
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