Field notes from building with data and AI

AI · 5 min

Agent-Ready Data: Why Dashboard-Ready Data Is No Longer Enough

AI agents are changing the definition of data readiness. Learn the five layers of the Agent-Ready Data Stack and how to build trustworthy AI systems beyond the

May 5, 2026

Data & AI · 4 min

Real Time Event Streaming in Microsoft Fabric How It Works What You Need and How to Set It Up

Learn how real time event streaming works in Microsoft Fabric including Event Streams Eventhouse KQL and Power BI along with a step by step setup guide for real

Mar 18, 2026

AI · 5 min

Fabric IQ, Fabric Data Agents, Azure AI Foundry, and MCP: How They Work Together

A practical breakdown of how Fabric IQ, Fabric Data Agents, Azure AI Foundry, and MCP work together in enterprise AI architectures and when MCP is truly require

Feb 24, 2026

AI · 5 min

Understanding MCP: What the Model Context Protocol Actually Does

A clear, practical guide to understanding the Model Context Protocol (MCP), how it works in AI agents, and when modern data teams actually need it.

Feb 23, 2026

AI · 3 min

Attention Mechanism : The Secret Behind How Transformers Think

Feb 20, 2026

AI · 3 min

Feed-Forward Networks: How Transformers Refine What They Learn

Feb 20, 2026

AI · 3 min

Multi-Head Attention: How Transformers Think in Parallel

Feb 20, 2026

AI · 2 min

Positional Encoding : Teaching Transformers the Concept of Order

Feb 20, 2026

Data · 4 min

Fabric Data Agents and Claude

What Happens When Governed Data Meets Advanced Reasoning

Feb 20, 2026

Data · 4 min

Microsoft Purview : Classifying and Protecting Data at Scale

Feb 20, 2026

Data · 4 min

Protecting Sensitive Data in a Digital (and AI-Driven) World

Feb 20, 2026

Data · 3 min

The Foundation Beneath Every Power BI Report

The Role of Clean Modeling and Medallion Architecture

Feb 20, 2026

AI · 4 min

Understanding Transformers : Encoder, Decoder, and Everything In Between

Feb 20, 2026