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.
Graph databases store relationships as first-class citizens — physical pointers on disk, not computed joins. With ISO GQL now standardized and GraphRAG driving AI adoption, the $2B market is no longer niche. A deep dive on architecture, query languages, and when graphs actually beat relational.
Read Article →Vector RAG retrieves semantically similar chunks. GraphRAG builds a knowledge graph from your corpus, clusters it hierarchically, and pre-computes community summaries — enabling global sensemaking queries that flat retrieval fundamentally cannot answer. A deep dive on architecture, cost, and the variant landscape.
Read Article →When your agent searches the web to fix an error, it is asking the open internet for instructions. Attackers are already poisoning the answers. Here is the architecture that stops them.
Read Article →A production-ready architecture combining PostgreSQL, Qdrant, and Memgraph with Pydantic AI agents for GxP-compliant quality management and computer system validation.
Read Article →Vector search alone collapses on multi-hop questions. Graph traversal alone misses semantic nuance. Here is the three-database architecture that handles both — and the retrieval patterns that make it work.
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