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Saram ConsultingThoughts and strategies on the intersection of Biotech, Artificial Intelligence, and Regulatory Compliance.
The Model Context Protocol uses OAuth 2.1 for authorization — but the spec's attack vectors tell a deeper story. Here's the full architecture, from initial handshake to the 11 ways it can break.
Read Article →DSPy treats prompt engineering as a compilable software problem. Here's how to architect it for 21 CFR Part 11, GAMP 5, and ALCOA+ environments — with frozen artifacts, SHA-256 integrity checks, and deterministic production runtimes.
Read Article →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.
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