One conversational AI interface connecting specialized agents for SOP drafting, audit readiness, CSV, and 21 CFR Part 11 compliance.
Saram ConsultingThoughts and strategies on the intersection of Biotech, Artificial Intelligence, and Regulatory Compliance.
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.
Read Article →A comprehensive engineering and governance playbook for deploying agentic AI in GxP environments — risk tiering, GAMP 5 validation, ALCOA+ audit trails, and the anti-patterns that get 483s.
Read Article →The hallucination war has shifted from 'build better models' to 'build better systems.' Here's what OpenAI, Anthropic, DeepMind, Meta, and xAI are actually doing — and why none of it will reach zero.
Read Article →Training alone won't save your Quality team from hallucinated IQ protocols and fabricated Part 11 citations. Here are the prompt design patterns, architectural guardrails, and governance frameworks that enforce correct AI usage by design — not by hope.
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