System Online // v2.4.0

Documenting the
Intelligence Age.

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

Core Protocols

RAG Pipelines Clean Code Dirty Data Lessions From Logs

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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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Dec 2, 2025

Encrypted

Building the Knowledge Graph: From Structured Data to Connected Intelligence

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

:: Awaiting Decryption ::

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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Nov 14, 2025

Designing the Mental Model: The Thinking Framework Behind Knowledge Graphs

Before a Knowledge Graph connects data, it needs a mental model that connects understanding. This article explores how to define what matters, how things relate, and how to turn domain knowledge into the foundation for intelligent systems.

#Mental Model#Knowledge Modeling#Domain Understanding

8 min read

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I send insights, mini-tutorials, and lessons from the trenches. Sometimes on weekends.

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