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Notes on software control, vendor risk, and prototype readiness
Practical writing on software projects, vendor evaluation, maintainability, workflow design, AI-built prototypes, and realistic automation.
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GPT-6 Astra in 3D: I Put It to Work on Our House
GPT-6 Astra turned our house plans into an editable 3D model we could keep changing and measuring. A practical guide to trying that capability, and why each major AI release deserves a fresh look.
From Angular to Swift: AI and the Team of One
Moving my nutrition app from Angular to Swift made a team of one feel more capable. Shopify's native migration adds evidence for rethinking technology choices, hiring, and delivery costs.
How I structure AI-assisted development: slides from MAINDSET Žilina
AI coding becomes useful when the work around it is designed just as carefully. These are the slides and resources from my MAINDSET talk in Žilina.
I wanted to understand a perceptron, so I built one
I wanted to understand what a perceptron actually learns, so I used AI to build one I could train, break and inspect. The demo became a much better lesson than another explanation.
I turned podcast transcripts and papers into an Obsidian second brain
I used Karpathy's llm-wiki pattern, Obsidian and GPT-5.6 Sol High to turn podcast transcripts and research papers into a maintained knowledge base, then used it to produce evidence-aware sleep and nutrition guides.
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