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Notes on Data, Architecture & AI

Practical writing on the questions we hear most: how to organize data, when AI makes sense, and what to do first.

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RAG

Why Most Enterprise RAG Deployments Underperform

Retrieval quality, not model choice, is the most common reason enterprise RAG systems disappoint in production.

6 min read
Architecture

Lakehouse vs. Data Warehouse: What Actually Changes

A clear-eyed comparison for teams deciding whether a Lakehouse migration is worth the disruption.

7 min read
Databricks

Unity Catalog: A Practical Governance Blueprint

A step-by-step approach to structuring catalogs, schemas, and access policies before your Lakehouse rollout scales past the pilot.

8 min read
Agents

Designing Multi-Agent Systems for the Enterprise

A practical pattern for orchestrating specialized agents without turning your architecture into an unmanageable mesh.

10 min read