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Beyond demos, notebooks and hype

Showing posts for AI Architecture. Longer essays and technical guides on MLOps, data engineering, AI architecture, Azure and the platform concerns that tend to show up after the model finally works.

All MLOps AI Architecture

Hand-drawn lifecycle sketch showing data, model, deployment and monitoring

article May 20, 2026 · 7 min read

What MLOps actually is and why teams keep misdefining it

A practical definition of MLOps and a clearer view of where it starts, what it covers and why teams keep reducing it to tooling or deployment.

mlopsproduction-mlsoftware-engineeringarchitecture

Hand-drawn notebook sketch transitioning into a production ML system

article May 15, 2026 · 5 min read

Beyond the Notebook: what has to exist before ML can run in Production

A practical guide to the systems, delivery and MLOps concerns that start after a model works in a notebook.

mlopsproduction-mlarchitecture