Blog
Writing & Ideas
Architecture notes, AI deployment insights, and reflections from the field.
RAGArchitecture
Why Most RAG Implementations Fail in Production
Retrieval-Augmented Generation works in demos but breaks in production for predictable reasons. Here's the architectural checklist I use with every client.
Apr 1, 20263 min read
TrainingTeams
The AI Team Training Framework I Use at Every Engagement
After training dozens of engineering and product teams on AI, I've settled on a framework that works regardless of team size or AI maturity.
Mar 15, 20263 min read
AgentsArchitecture
Designing Small Agents That Actually Run Unsupervised
The word 'agent' is doing a lot of heavy lifting in AI right now. Here's how I scope, design, and ship agents that work reliably without babysitting.
Feb 28, 20264 min read