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.
Meta's Muse Glimmer is a 30-billion-parameter open-source multimodal model distilled from Muse Spark. Here's the full technical breakdown — architecture, prompting, quantization, speculative decoding, and production deployment.
Read Article →Hour by hour, a Computer System Validation engineer's workday before and after deploying AI agents — from document factory to validation orchestrator.
Read Article →Linear's five architectural decisions for building AI agents — boundaries, constrained tools, domain skills, contextual approval, and a custom harness — map directly to the regulatory requirements of Computer System Validation in life sciences.
Read Article →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.
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