Portfolio
Major expertise
- Senior platform engineering
  AWS foundations, Terraform modules, Kubernetes platforms, CI/CD, observability, and the governance needed when teams depend on the platform.
- AI platforms and MLOps
  Training and inference paths, data and model lineage, evaluation gates, deployment controls, and operational feedback loops.
- Polyglot production systems
  Java, Rust, C++, Python, and Go where runtime behavior, interfaces, correctness, and maintainability matter more than framework fashion.
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Blog
Technical Archive and Platform Notes
- Legacy Hakyll Archive
Latest Post
The Software Testing Fallacy
30 Apr 2020
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Publications
Talks and papers
Formal writing, seminars, and technical notes will live here as the archive is normalized into publication records.
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- Slides and handouts
Slides
Presentation material
A future home for talks on platform engineering, MLOps, infrastructure, typed systems, and applied software architecture.
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- Related publications
CV
Professional profile
A concise senior engineering CV will be added after the archive cutover and consulting pages are in place.
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About
Background
Engineering notes from the intersection of cloud platforms, AI infrastructure, data systems, and rigorous software design.
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Archive categories

Categories describe the restored technical archive and future platform notes. They are kept deliberately simple: enough structure to browse the corpus without turning old essays into a taxonomy they were never written for.

Legacy Hakyll Archive

The preserved demming.dev writing corpus: Haskell, numerical methods, databases, software correctness, and systems thinking.

8 posts

Archive categories

Legacy Hakyll Archive