# Content Locale Humanize Ja

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

- Skill: `muvon/content-locale-humanize-ja` (Agent Skill)
- Install (CLI): `npx skillmds@latest add muvon/content-locale-humanize-ja`
- Raw SKILL.md: https://api.skillmd.com/api/skills/muvon/content-locale-humanize-ja/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- License: Apache-2.0
- Author: Muvon (https://skillmd.com/u/muvon)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/muvon/content-locale-humanize-ja

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## Overview

Sourced calibration anchors for Japanese, 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: anecdotal blog discourse, not quantitative research.

Katakana-loanword overuse where a native term exists — インサイト (insight), アウトプット (output), スケーラビリティ (scalability).

Hedge endings like「〜ではないでしょうか」.

Overly formal/neutral register reading emotionally flat.

Same phrase repeated within one passage instead of natural rephrasing.

## References

note.com and Zenn blog discourse; ai-souken.com.