Mabahith Lab Compile this brief

Internal tooling

Six measured decisions, not forty guesses.

The reference interface is measured in a real browser, resolved against contrast floors, then compiled once. Every value keeps its sample count — nothing here was eyeballed.

Tokens carry their sample counts — nothing here was guessed.

  • 40deterministic rules run on the rendered page
  • 7:1body text contrast enforced before compile
  • 2rounds to convergence in the default loop

Four passes, each one testable.

Nothing is approved by vibes. Every pass ends in a value or a rule you can point at.

  1. 01

    Measure

    One headless pass records computed colour, type, spacing, radius, shadow and motion, weighted by how much of the page each value actually covers.

  2. 02

    Resolve

    Roles are assigned by area share, luminance and chroma, then every text pair is pushed to its floor. Corrections are reported, never silent.

  3. 03

    Compile

    A single page is generated from the resolved system: one h1, one action per screen, a real table instead of three identical cards.

  4. 04

    Audit

    The rendered output is measured again, at two widths, and scored. What you approve is the measurement, not the intent.

Resolved values

Values read from the reference interface, after contrast correction.
TokenResolved
Accent#22c55e
Body16px / 1.55
Radius8px
Grid4px

Measured at 1440px. Hover states, focus rings and the mobile breakpoint are generated from the same variables, so one edit propagates.

If the next page does not cost less than the last one, it was not a system.

Build note

Point it at your own interface.

One command reads the reference, writes tokens.json, compiles the page and returns a scored audit with the exact selectors that failed.

One message when the token schema changes. No sequence.