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.
Qdrant is not just another vector database. It is a full retrieval engine with hybrid search, edge deployment, built-in inference, and quantization strategies that most teams never discover. Here is the complete architectural map.
Read Article →AI applications are inherently non-deterministic. Without structured tracing, debugging is guesswork. Here's the full architecture for LLM observability — from OpenTelemetry foundations to production-grade trace design.
Read Article →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.
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