The Precise/Estimate Line Shouldn't Live in a UI Badge: Rebuilding a Token Counter as a Hosted Tool
A debrief on moving real tokenization out of a single HTML file into hosted Python, so the exact-vs-guess boundary is enforced by the backend and an editable pricing table.