AI
Enterprise RAG Architecture: Beyond Naive Vector Search
Production RAG requires hybrid search, reranking, access controls, and citation — not just embedding documents into a vector database.
Dr. Naudh Singh12 min
AI
Private LLM Deployment: When Your Data Cannot Leave
Regulated industries need LLMs on their infrastructure. Here's how to deploy fine-tuned models with data sovereignty, cost control, and production reliability.
All Insights
May 25, 202610 min readBy Dr. Naudh Singh · Founder & Chief Architect
Healthcare, finance, and government clients cannot send patient records, trade data, or classified documents to public APIs. Private LLM deployment — on-prem, VPC, or sovereign cloud — with LoRA fine-tuning on domain data delivers 90%+ of frontier model quality at 40–70% lower inference cost, with full data control.
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AI
Agentic AI for Enterprise: Beyond Chatbots
The next wave of enterprise AI isn't conversational — it's autonomous. Agents that ingest data, make decisions, and execute workflows without human intervention.
Dr. Naudh Singh10 min
AI
Document Intelligence: Turning Unstructured Data into Action
Contracts, invoices, medical records, and electoral forms hold critical data trapped in PDFs. IDP pipelines extract, validate, and route it at scale.
Dr. Naudh Singh9 min
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