System Online // v2.5.3

Documenting the
Intelligence Age.

From model madness to MLOps reality - I’m documenting what works, what breaks, and what’s worth your time.

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RAG Pipelines Clean Code Dirty Data Lessions From Logs
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Author

AI ML Insider

Behaved Engineer

// Recent Writes

Fresh from the Lab.

If you like code, chaos, and clarity you'll like these all.

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Mar 26, 2026

Understanding the .claude Folder: Turning Claude from a Tool into a System

A practical breakdown of the .claude folder and how it controls Claude’s behavior. Learn how to move from inconsistent outputs to a predictable, system-driven workflow.

#Claude Code#AI Development#Developer Tools#AI Systems
12 min read
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Dec 18, 2025

Building the Knowledge Graph: From Structured Data

A hands-on guide to building a Knowledge Graph directly from structured data. This article walks through shaping entities, defining relationships, preparing data, and constructing a graph that turns tables and files into meaningful connections.

#Knowledge Graphs#Structured Data#Graph Modeling#Neo4j
12 min read
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Nov 18, 2025

Building an Agent with Microsoft Agent Framework and Microsoft 365 Agents SDK

Create a working AI agent using Microsoft Agent Framework along side MCP and Microsoft 365 Agents SDK. Run it in Azure Bot Service and get it ready for Teams and Microsoft 365 Copilot.

#Microsoft 365 Agents SDK#MCP#Azure AI Foundry
11 min read
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I send insights, mini-tutorials, and lessons from the trenches. Sometimes on weekends.

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