wxrks

Resources

Research, decks and playbooks from the team building the operating system for global language.

Papers

Research we publish so you can check our work.

Working paper · WP-2026-01

The Edit Distance Report

How much humans change machine suggestions, measured across 27 million translated segments. Context-sensitive output needs 47% less editing than neural machine translation.

Updated 2026-10-14Read