How I Build
Fluency is not knowledge. A passing test is not a live system. The work is to keep those states from collapsing into each other.
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Plausible output is cheap. In medicine it is dangerous. In agent systems it is merely expensive until it is also dangerous. I do not accept a fluent answer that cannot be traced, and I do not accept a green test as a substitute for a system that has been seen to work where it claims to work.
The distinction is not aesthetic. Local completion is not deployment. A push is not a release. A release is not authenticated acceptance. Mixing those states is how a notebook becomes a product in language only.
The loop
Anchor on the actual object of work: the repository, the route, the document, the host. Memory is routing context. It is not proof.
Research against current primary sources, not against the nearest summary. Freeze what you believe before you plan.
Plan with acceptance criteria, then freeze the plan. Implementation without a frozen question will invent a new one in order to look finished.
Implement with narrow ownership. Do not silently swap the model, the scope, or the claim.
Check the result against the research, not against the vibe of the output.
Accept independently. Then close, or stop. Two approaches that do not move the work are a halt, not a reason to guess a third time.
When the work is large, keep roles separate. The public idea is the separation. A roster of tools is not a method.
What the product owes a person
A tool should be dense and operable. Few duplicated controls. Empty states and error states as part of the design, not as leftovers. No marketplace, billing, or team theatre while the thing is still local. Source fidelity first. Uncertainty stated in the interface, not only in a footnote.
This is the same standard in a skill router, a memory system, and a medical study workspace. If a demonstration needs copyrighted stems, patient records, or invented metrics to look serious, it is not ready to be shown.
Claims
I do not publish exam content. I do not publish patient material. Local tests are not live verification. If a number cannot be re-checked against a receipt, it does not belong on this site as proof.