Practitioner Writings on Craft & Quality

QA Meditations

A quiet place for practitioners who believe that what you know matters as much as what you run.

Craft doesn't disappear
in the age of AI.
It relocates.

The tools have changed. The velocity has changed. But the judgment required to know what good looks like — and to recognize when a system is quietly beginning to fail — that belongs to the practitioner, not the platform.

QA Meditations is a collection of practitioner writings exploring what AI changes about quality assurance, and what it cannot change — no matter how fast the pipeline runs.

From the Field
"The question is no longer whether AI can generate tests. It can. The question is whether your organization still has the craft required to evaluate them. That is now the limiting factor."
— Senior VP, AI Testing Platform (anonymous peer reviewer)
On the GPS Problem
"AI can operate upstream — before judgment forms, before the practitioner has had the chance to develop it. Used as a shortcut, it quietly hollows out the pipeline that produces the next generation of people who actually know what good looks like."
— NBT Review Process, LinkedIn
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Current Writing
White Paper · 2026

The New Beautiful Testing

The foundational practitioner argument for the AI era. Craft from the discipline's formative texts is now encoded in LLM weights. Skilled practitioners activate it. The craftsman and the model are inseparable in 2026 — and the organizations that don't understand this are already beginning to drift.

QA Craft AI Testing Practitioner Judgment Oracle EBS Apprentice Pipeline

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Field Notes — Coming Soon
QA Activator
The judgment layer AI cannot replace
What separates the practitioner who unlocks a model's full capability from the one who merely runs it — and why that gap is widening, not closing.
Craft Death Spiral
When the apprentice pipeline collapses
The mechanism by which organizations quietly lose the ability to recognize their own degradation — and why it is not recoverable by the same means it was created.
Validated Fragility
Passing every test and failing when it matters
The condition produced when governance succeeds and craft is absent. Everything checked. Nothing caught. The Titanic was completely unit tested.

A living knowledge base mapping external voices to the NBT framework — publishing in 2026.