Category
Stack & engineering
The locked, opinionated stack behind the Novus ecosystem and how it is built — code-as-content architecture, type-safe content, edge rendering, and the AI-assisted engineering workflow that ships it solo.
19 articles
Stack & engineering · Jun 4, 2026
The approver model: running a build pipeline where AI writes and you review
The operating model for one person directing AI execution: what the human keeps, what the agent takes, and how to keep the review meaningful.
Engineering
Stack & engineering · Jun 4, 2026
Guardrails and human review: where we let the agent run and where we don't
A practical map of where AI agents operate autonomously and where a human checkpoint is non-negotiable, and the reasoning behind each boundary.
Engineering
Stack & engineering · Jun 3, 2026
Our three-mode workflow: prompt expansion → planning → coding (and why we never skip the middle)
Why the planning pass between understanding a request and writing code is the step that determines whether AI-assisted development produces something maintainable.
Engineering
Stack & engineering · Jun 1, 2026
Shipping a model registry you can trust: auditing against Hugging Face
An engineering note on auditing an AI model registry for honesty — verified IDs, real sizes and licenses, and classical baselines labelled as such.
Stack & engineering