Learning Lab

Experiments in public. Where side projects become proof of engineering judgment — building, testing, documenting, breaking, and recovering. Home of the Vox Mana build notes.

Vox Mana Build Notes

A running log of building a Commander worldbuilding tool — source-first data design, visual regression that fails for the right reasons, and keeping AI-assisted work from drifting.

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latest notes

The full Vox Mana build & decisions

Individual build-note writeups are in progress and will appear here as they ship.

// topics in the lab

Vox Mana Build Notes UX Experiments Data Modeling Visual QA Codex Workflows Prompt Engineering Side App Ideas Writing / Worldbuilding

Experiment log

~/lab/notes
Learning Lab6 min read

Static Doesn’t Mean Safe — What Building voxmana.io Taught Me

A static site has no server to crash — which is exactly why its release risks hide in the seams. Where a “static” side project still bites, and how I made it visible before launch.

Static SitesRelease ReadinessBuilding in Public
Learning Lab9 min read

How I Run AI Like a QA System

AI is non-deterministic by design. I run my AI work the way I run quality engineering: operating prompts, grounding, examples, gates, and feedback loops.

AI WorkflowsSystems ThinkingNon-determinism

More build notes are coming — start with the Vox Mana case study or subscribe to get them as they land.