pl.03 — notes — kyii.studio
17 May 2026
The author cannot be the test suite forever
I ran more than ten manual audits to make one tool respond well. That worked once. It does not scale.
I ran more than ten manual audits to make one tool respond well.
That worked once. It does not scale.
If a tool depends on judgment, the repeatable part of that judgment has to become an evaluation layer. Otherwise the author becomes the test suite, and every improvement quietly reopens old failures.