A strategic blueprint for CTOs choosing the right cloud data foundation for scalable, enterprise-grade artificial intelligence workloads.Continue reading on Medium »
How authentication actually works when Genie runs behind an external application.Continue reading on Level Up Coding »
Article Overview Evaluate data engineering services by moving beyond price to focus on governance and low-latency logic. Select data engineering companies that prioritize business outcomes and unit economics over simple data movement. Audit data engine…
Vector Search Done Right: Best Practices, Qwen3 Dimension Control, and Why Reranking Is Non-NegotiableThree things your RAG pipeline on Databricks needs to get right — and why most pipelines get at least one of them wrong.The Problem With “Good Enough”…
Adding content staleness tracking, CDC-based updates, and recency-weighted retrieval to a Databricks RAG pipelineYou built a RAG system. It parses PDFs, chunks them, embeds them, retrieves relevant context. It even remembers conversations across turns …
Your RAG Agent Forgets Everything After One Message – Here’s How I Fixed It with Databricks LakebaseBuilding a context-aware RAG system end-to-end: from PDF parsing to multi-turn conversations that actually rememberMost RAG tutorials show you how to bu…
Databricks Certified Generative AI Engineer Associate — A Complete Breakdown (the new March 2026 Syllabus with Exam pattern)Detailed journey covered for GenAI technical deep-dive on Databricks (that would not only get you covered for exam but ready as …
Two similarity score formulas. One silent assumption. A ~270× discrepancy waiting to bite you.If you’ve read the Databricks Vector Search documentation, you’ve probably come across two similarity score formulas:Cosine-form: score = 1 / (3 − 2·cosθ)Eucl…
A hands-on look at Unity AI Gateway — LLM governance, MCP control, and the observability SQL you can run this weekContinue reading on Medium »
I’ve been deep in data architecture for nearly two decades, and watching agentic AI take over software/data development feels like the…Continue reading on Medium »