Beyond the Notebook

Maciej Kępa

Data & AI Architect

I write about building data and AI systems that survive production — MLOps, observability, platform engineering and architecture.

Current focus

Production over demos

Practical notes on operating AI systems under real production constraints.

Platforms
Azure Databricks
Topics
AI Data MLOps
Public work
Articles Conference talks
Featured writing

Long-form notes for engineers who have to ship

Architecture essays, delivery guides and operational lessons from the part of AI work that starts after the first promising notebook.

Speaking

Selected talks

Conference sessions on production AI, MLOps, observability and data platform architecture.

Maciej Kępa
About me

Architecture, delivery and AI systems that have to hold up in production

I am a Data & AI Architect working on production data platforms, MLOps and cloud-native AI systems. My work focuses on the engineering decisions that make these systems operable, observable and maintainable.