content-locale-humanize-ar

## Overview Sourced calibration anchors for Arabic, feeding `content-locale-humanize`'s AI-Slop & Translationese dimension. This is a calibration aid, not the checklist — reason natively beyond it (see the core skill's "why structure, not word lists" section). ## Instructions Sourcing confidence: the weakest of any language checked. Most published Arabic AI-word lists are direct translations of the English canon, not independently observed findings — treat any finding here as a starting hypothesis, not a confirmed tell. Stock phrases: "في الختام" ("in conclusion"), "لا شك أن" ("there's no doubt that"). Beyond this thin list, lean harder on the structural checks in `content-locale-humanize` (interference, connector density, rhythm clustering) than on vocabulary matching — the vocabulary evidence for Arabic specifically is not solid. ## References One Al Jazeera piece naming a handful of phrases; otherwise mostly translated-from-English lists.