Content Locale Humanize Ar

Per-language calibration anchors for detecting AI-slop and translationese in Arabic (ar) target text — auto-loads alongside content-locale-humanize when the target language is Arabic.

Muvon Updated

File contents

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.

Muvon/octomind-tap/tree/main/skills/content-locale-humanize-ar commit 47381bbfb0

Frequently asked questions

npx skillmds@latest add muvon/content-locale-humanize-ar