Articles and white papers

Useful thinking for the point where an app starts to matter.

Practical guidance for turning a proof of concept, vibe-coded app, or new software idea into a product people can depend on.

White paper · Production readiness

What production-ready should mean for AI-assisted software.

A practical look at the product decisions, security, testing, deployment, and operating knowledge that turn a useful app into software a team can rely on.

Latest reading

Field note

A working demo is not a production decision.

Engineering brief

Keep the intent. Make the decisions testable.

White papers

AI Code Generation Needs Airbags, Not Warnings

Python vs. Reality — Part 3 of 3 8 min read AI Code Generation Needs Airbags, Not Warnings A proposal for Foundation Standard defaults and constrained generation Applied Minds AI · February 2026 The proposal in 30 seconds Stop asking developers “is this for production?” and start assuming it might be. AI coding tools should […]

White papers

The Case Against Python for AI-Assisted Development

Python vs. Reality — Part 2 of 3 28 min read The Case Against Python for AI-Assisted Development Why the Language of AI May Be the Worst Choice for AI-Assisted Coding Applied Minds AI · February 2026 · 18 citations TL;DR — The 60-second version Python’s training data has the worst signal-to-noise ratio of any […]

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