Insights
Practical writing on production software, AI systems, and the gap between demos and things that work.
Production Software
What Production Grade Software Actually Means
Most software that gets called production grade is not. Here is what the term actually requires: failure handling, observability, audit trails, deployment discipline, and the long term design choices that determine whether a system lasts or gets rebuilt every five years.
9 articles in this series
AI Systems
Running AI in Production: What Actually Works
Enterprise AI projects fail for predictable reasons that have nothing to do with the model. This series covers evaluation, monitoring, explainability, data isolation, cost control, and how to build AI systems that stay trusted once they are live.
9 articles in this series
Business Software
Software That Solves Real Business Problems at Scale
Packaged tools stop fitting at a certain point. Custom software done badly costs twice as much and needs rebuilding. This series is about what it takes to build systems that genuinely solve operational problems and keep doing so as the business grows.
9 articles in this series
RAG Systems
Production RAG: Beyond the Chatbot Demo
A RAG proof of concept is straightforward to build. A RAG system that is accurate, secure, cost controlled, and maintainable under real conditions is a different problem. This series works through the architecture decisions that separate the two.
9 articles in this series
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