ReadOnce

A QUIETER WAY TO CATCH UP

Spot the repeat.
Keep the change.

Two versions of the same update? Let a small local model suggest what sounds familiar. Keep every original line, especially when the details change.

Local open-weight modelNo account or API keyEvery line stays yours

01 / COMPARE

A little less rereading.

0 notes

0 notes

English prototype · up to 50 nonblank notes per side · 500 characters per line · 16,000 per box. Compare important details yourself. Names, relationships and subtle meaning can still fool the model.

Ready. The model loads only when you compare with AI.

SMALL MODEL. VISIBLE REASONS.

A suggestion,
with the receipts.

  1. Match the meaning. A pinned, open-weight MiniLM model embeds both sets locally in your browser. Model files are about 23 MB, plus the runtime.
  2. Check the details. Lexical guards look for changes to quantities, dates, negation, selected status words and uppercase identifiers. Close or reused matches go to review.
  3. Keep the originals. Every current note and its earlier reference remain visible. The audit includes text, scores, reasons, settings and measured timings.