diff --git a/claude-plugin/skills/academy-terms/data/terms.ja.json b/claude-plugin/skills/academy-terms/data/terms.ja.json
index aaab603..fe3cd91 100644
--- a/claude-plugin/skills/academy-terms/data/terms.ja.json
+++ b/claude-plugin/skills/academy-terms/data/terms.ja.json
@@ -15,11 +15,7 @@
       "クロード"
     ],
     "Anthropic": [
-      "アンスロピック",
-      "人間",
-      "人間的",
-      "人為的",
-      "人類の"
+      "アンスロピック"
     ],
     "Anthropic Academy": [
       "Anthropic Academy"
@@ -27,9 +23,6 @@
     "Enterprise": [
       "エンタープライズ"
     ],
-    "Personal": [
-      "個人"
-    ],
     "Plugin": [
       "プラグイン"
     ],
@@ -70,15 +63,12 @@
       "フック"
     ],
     "Cowork": [
-      "コワーク",
-      "共同作業"
+      "コワーク"
     ],
     "Dispatch": [
-      "ディスパッチ",
-      "派遣"
+      "ディスパッチ"
     ],
     "Computer Use": [
-      "コンピュータ使用",
       "コンピュータユース"
     ]
   },
diff --git a/claude-plugin/skills/academy-terms/data/terms.ko.json b/claude-plugin/skills/academy-terms/data/terms.ko.json
index fe023f9..918645c 100644
--- a/claude-plugin/skills/academy-terms/data/terms.ko.json
+++ b/claude-plugin/skills/academy-terms/data/terms.ko.json
@@ -11,28 +11,21 @@
     "Claude Code": [
       "클로드 코드",
       "클로드 Code",
-      "클로우드 코드",
-      "클라우드 코드"
+      "클로우드 코드"
     ],
     "Claude": [
       "클로드",
-      "클로우드",
-      "클라우드"
+      "클로우드"
     ],
     "Anthropic Academy": [
       "앤스로픽 아카데미",
       "앤트로픽 아카데미",
-      "안트로픽 아카데미",
-      "인류학적 아카데미"
+      "안트로픽 아카데미"
     ],
     "Anthropic": [
       "앤스로픽",
       "앤트로픽",
-      "안트로픽",
-      "인류학적",
-      "인간적인",
-      "인류",
-      "인간적"
+      "안트로픽"
     ],
     "Enterprise > Personal > Project > Plugins": [
       "기업 > 개인 > 프로젝트 > 플러그인",
@@ -42,12 +35,6 @@
       "기업 → 개인 → 프로젝트 → 플러그인",
       "엔터프라이즈 → 개인 → 프로젝트 → 플러그인"
     ],
-    "Enterprise": [
-      "기업"
-    ],
-    "Personal": [
-      "개인적인"
-    ],
     "Plugin": [
       "플러그인"
     ],
@@ -55,26 +42,20 @@
       "플러그인들"
     ],
     "skill": [
-      "기술",
       "스킬"
     ],
     "skills": [
-      "기술들",
-      "스킬들",
-      "기술"
+      "스킬들"
     ],
     "Skills": [
-      "스킬들",
-      "기술들"
+      "스킬들"
     ],
     "SKILL.md": [
       "스킬.md",
       "기술.md"
     ],
     "frontmatter": [
-      "프론트매터",
-      "앞부분",
-      "서문"
+      "프론트매터"
     ],
     "CLAUDE.md": [
       "클로드.md"
@@ -97,16 +78,12 @@
       "후크"
     ],
     "Cowork": [
-      "코워크",
-      "공동작업",
-      "협업"
+      "코워크"
     ],
     "Dispatch": [
-      "디스패치",
-      "발송"
+      "디스패치"
     ],
     "Computer Use": [
-      "컴퓨터 사용",
       "컴퓨터 유즈"
     ]
   },
diff --git a/claude-plugin/skills/academy-terms/data/terms.zh-CN.json b/claude-plugin/skills/academy-terms/data/terms.zh-CN.json
index 98b392f..102e448 100644
--- a/claude-plugin/skills/academy-terms/data/terms.zh-CN.json
+++ b/claude-plugin/skills/academy-terms/data/terms.zh-CN.json
@@ -16,22 +16,11 @@
       "克劳德"
     ],
     "Anthropic": [
-      "人类学",
-      "安特罗皮克",
-      "人为的",
-      "人类的",
-      "人为",
-      "拟人"
+      "安特罗皮克"
     ],
     "Anthropic Academy": [
       "Anthropic Academy"
     ],
-    "Enterprise": [
-      "企业"
-    ],
-    "Personal": [
-      "个人"
-    ],
     "Plugin": [
       "插件"
     ],
@@ -50,9 +39,6 @@
     "SKILL.md": [
       "SKILL.md"
     ],
-    "frontmatter": [
-      "前言"
-    ],
     "CLAUDE.md": [
       "CLAUDE.md"
     ],
@@ -72,18 +58,6 @@
     "hooks": [
       "钩子",
       "挂钩"
-    ],
-    "Cowork": [
-      "协作",
-      "共同工作"
-    ],
-    "Dispatch": [
-      "调度",
-      "分派"
-    ],
-    "Computer Use": [
-      "电脑使用",
-      "计算机使用"
     ]
   },
   "terms": {
diff --git a/claude-plugin/skills/academy-terms/data/terms.zh-TW.json b/claude-plugin/skills/academy-terms/data/terms.zh-TW.json
index cadf7f5..ef9fce1 100644
--- a/claude-plugin/skills/academy-terms/data/terms.zh-TW.json
+++ b/claude-plugin/skills/academy-terms/data/terms.zh-TW.json
@@ -16,22 +16,11 @@
       "克洛德"
     ],
     "Anthropic": [
-      "人類學",
-      "安特羅皮克",
-      "人為的",
-      "人類的",
-      "人為",
-      "擬人"
+      "安特羅皮克"
     ],
     "Anthropic Academy": [
       "Anthropic Academy"
     ],
-    "Enterprise": [
-      "企業"
-    ],
-    "Personal": [
-      "個人"
-    ],
     "Plugin": [
       "外掛程式"
     ],
@@ -50,9 +39,6 @@
     "SKILL.md": [
       "SKILL.md"
     ],
-    "frontmatter": [
-      "前言"
-    ],
     "CLAUDE.md": [
       "CLAUDE.md"
     ],
@@ -72,18 +58,6 @@
     "hooks": [
       "鉤子",
       "掛鉤"
-    ],
-    "Cowork": [
-      "協作",
-      "共同工作"
-    ],
-    "Dispatch": [
-      "調度",
-      "分派"
-    ],
-    "Computer Use": [
-      "電腦使用",
-      "計算機使用"
     ]
   },
   "terms": {
diff --git a/src/data/ja.json b/src/data/ja.json
index 591b5ac..c97631f 100644
--- a/src/data/ja.json
+++ b/src/data/ja.json
@@ -1131,66 +1131,27 @@
     "Peer learning strategies": "ピアラーニング戦略"
   },
   "_protected": {
-    "Claude Code": [
-      "クロードコード"
-    ],
-    "Claude": [
-      "クロード"
-    ],
-    "Anthropic": [
-      "アンスロピック", "人間", "人間的", "人為的", "人類の"
-    ],
-    "Anthropic Academy": [
-      "Anthropic Academy"
-    ],
-    "Enterprise": [
-      "エンタープライズ"
-    ],
-    "Personal": [
-      "個人"
-    ],
-    "Plugin": [
-      "プラグイン"
-    ],
-    "Plugins": [
-      "プラグイン"
-    ],
-    "skill": [
-      "スキル"
-    ],
-    "skills": [
-      "スキル"
-    ],
-    "Skills": [
-      "スキル"
-    ],
-    "SKILL.md": [
-      "SKILL.md"
-    ],
-    "frontmatter": [
-      "フロントマター"
-    ],
-    "CLAUDE.md": [
-      "CLAUDE.md"
-    ],
-    "YAML": [
-      "YAML"
-    ],
-    "slash command": [
-      "スラッシュコマンド"
-    ],
-    "subagent": [
-      "サブエージェント"
-    ],
-    "hook": [
-      "フック"
-    ],
-    "hooks": [
-      "フック"
-    ],
-    "Cowork": ["コワーク", "共同作業"],
-    "Dispatch": ["ディスパッチ", "派遣"],
-    "Computer Use": ["コンピュータ使用", "コンピュータユース"]
+    "Claude Code": ["クロードコード"],
+    "Claude": ["クロード"],
+    "Anthropic": ["アンスロピック"],
+    "Anthropic Academy": ["Anthropic Academy"],
+    "Enterprise": ["エンタープライズ"],
+    "Plugin": ["プラグイン"],
+    "Plugins": ["プラグイン"],
+    "skill": ["スキル"],
+    "skills": ["スキル"],
+    "Skills": ["スキル"],
+    "SKILL.md": ["SKILL.md"],
+    "frontmatter": ["フロントマター"],
+    "CLAUDE.md": ["CLAUDE.md"],
+    "YAML": ["YAML"],
+    "slash command": ["スラッシュコマンド"],
+    "subagent": ["サブエージェント"],
+    "hook": ["フック"],
+    "hooks": ["フック"],
+    "Cowork": ["コワーク"],
+    "Dispatch": ["ディスパッチ"],
+    "Computer Use": ["コンピュータユース"]
   },
   "exam_ui": {
     "Pass": "合格",
diff --git a/src/data/ko.json b/src/data/ko.json
index 4319cde..fde0031 100644
--- a/src/data/ko.json
+++ b/src/data/ko.json
@@ -1131,30 +1131,28 @@
     "Peer learning strategies": "동료 학습 전략"
   },
   "_protected": {
-    "Claude Code": ["클로드 코드", "클로드 Code", "클로우드 코드", "클라우드 코드"],
-    "Claude": ["클로드", "클로우드", "클라우드"],
-    "Anthropic Academy": ["앤스로픽 아카데미", "앤트로픽 아카데미", "안트로픽 아카데미", "인류학적 아카데미"],
-    "Anthropic": ["앤스로픽", "앤트로픽", "안트로픽", "인류학적", "인간적인", "인류", "인간적"],
+    "Claude Code": ["클로드 코드", "클로드 Code", "클로우드 코드"],
+    "Claude": ["클로드", "클로우드"],
+    "Anthropic Academy": ["앤스로픽 아카데미", "앤트로픽 아카데미", "안트로픽 아카데미"],
+    "Anthropic": ["앤스로픽", "앤트로픽", "안트로픽"],
     "Enterprise > Personal > Project > Plugins": ["기업 > 개인 > 프로젝트 > 플러그인", "엔터프라이즈 > 개인 > 프로젝트 > 플러그인"],
     "Enterprise → Personal → Project → Plugins": ["기업 → 개인 → 프로젝트 → 플러그인", "엔터프라이즈 → 개인 → 프로젝트 → 플러그인"],
-    "Enterprise": ["기업"],
-    "Personal": ["개인적인"],
     "Plugin": ["플러그인"],
     "Plugins": ["플러그인들"],
-    "skill": ["기술", "스킬"],
-    "skills": ["기술들", "스킬들", "기술"],
-    "Skills": ["스킬들", "기술들"],
+    "skill": ["스킬"],
+    "skills": ["스킬들"],
+    "Skills": ["스킬들"],
     "SKILL.md": ["스킬.md", "기술.md"],
-    "frontmatter": ["프론트매터", "앞부분", "서문"],
+    "frontmatter": ["프론트매터"],
     "CLAUDE.md": ["클로드.md"],
     "YAML": ["야멜"],
     "slash command": ["슬래시 명령"],
     "subagent": ["하위 에이전트", "서브에이전트"],
     "hook": ["후크"],
     "hooks": ["후크들", "후크"],
-    "Cowork": ["코워크", "공동작업", "협업"],
-    "Dispatch": ["디스패치", "발송"],
-    "Computer Use": ["컴퓨터 사용", "컴퓨터 유즈"]
+    "Cowork": ["코워크"],
+    "Dispatch": ["디스패치"],
+    "Computer Use": ["컴퓨터 유즈"]
   },
   "exam_ui": {
     "Pass": "합격",
diff --git a/src/data/zh-CN.json b/src/data/zh-CN.json
index a9183da..9495309 100644
--- a/src/data/zh-CN.json
+++ b/src/data/zh-CN.json
@@ -1131,69 +1131,22 @@
     "Peer learning strategies": "同伴学习策略"
   },
   "_protected": {
-    "Claude Code": [
-      "克洛德代码"
-    ],
-    "Claude": [
-      "克洛德",
-      "克劳德"
-    ],
-    "Anthropic": [
-      "人类学", "安特罗皮克", "人为的", "人类的", "人为", "拟人"
-    ],
-    "Anthropic Academy": [
-      "Anthropic Academy"
-    ],
-    "Enterprise": [
-      "企业"
-    ],
-    "Personal": [
-      "个人"
-    ],
-    "Plugin": [
-      "插件"
-    ],
-    "Plugins": [
-      "插件"
-    ],
-    "skill": [
-      "技能"
-    ],
-    "skills": [
-      "技能"
-    ],
-    "Skills": [
-      "技能"
-    ],
-    "SKILL.md": [
-      "SKILL.md"
-    ],
-    "frontmatter": [
-      "前言"
-    ],
-    "CLAUDE.md": [
-      "CLAUDE.md"
-    ],
-    "YAML": [
-      "YAML"
-    ],
-    "slash command": [
-      "斜杠命令"
-    ],
-    "subagent": [
-      "子代理"
-    ],
-    "hook": [
-      "钩子",
-      "挂钩"
-    ],
-    "hooks": [
-      "钩子",
-      "挂钩"
-    ],
-    "Cowork": ["协作", "共同工作"],
-    "Dispatch": ["调度", "分派"],
-    "Computer Use": ["电脑使用", "计算机使用"]
+    "Claude Code": ["克洛德代码"],
+    "Claude": ["克洛德", "克劳德"],
+    "Anthropic": ["安特罗皮克"],
+    "Anthropic Academy": ["Anthropic Academy"],
+    "Plugin": ["插件"],
+    "Plugins": ["插件"],
+    "skill": ["技能"],
+    "skills": ["技能"],
+    "Skills": ["技能"],
+    "SKILL.md": ["SKILL.md"],
+    "CLAUDE.md": ["CLAUDE.md"],
+    "YAML": ["YAML"],
+    "slash command": ["斜杠命令"],
+    "subagent": ["子代理"],
+    "hook": ["钩子", "挂钩"],
+    "hooks": ["钩子", "挂钩"]
   },
   "exam_ui": {
     "Pass": "通过",
diff --git a/src/data/zh-TW.json b/src/data/zh-TW.json
index a876f10..768bfa8 100644
--- a/src/data/zh-TW.json
+++ b/src/data/zh-TW.json
@@ -1131,69 +1131,22 @@
     "Peer learning strategies": "同儕學習策略"
   },
   "_protected": {
-    "Claude Code": [
-      "克勞德代碼"
-    ],
-    "Claude": [
-      "克勞德",
-      "克洛德"
-    ],
-    "Anthropic": [
-      "人類學", "安特羅皮克", "人為的", "人類的", "人為", "擬人"
-    ],
-    "Anthropic Academy": [
-      "Anthropic Academy"
-    ],
-    "Enterprise": [
-      "企業"
-    ],
-    "Personal": [
-      "個人"
-    ],
-    "Plugin": [
-      "外掛程式"
-    ],
-    "Plugins": [
-      "外掛程式"
-    ],
-    "skill": [
-      "技能"
-    ],
-    "skills": [
-      "技能"
-    ],
-    "Skills": [
-      "技能"
-    ],
-    "SKILL.md": [
-      "SKILL.md"
-    ],
-    "frontmatter": [
-      "前言"
-    ],
-    "CLAUDE.md": [
-      "CLAUDE.md"
-    ],
-    "YAML": [
-      "YAML"
-    ],
-    "slash command": [
-      "斜線命令"
-    ],
-    "subagent": [
-      "子代理"
-    ],
-    "hook": [
-      "鉤子",
-      "掛鉤"
-    ],
-    "hooks": [
-      "鉤子",
-      "掛鉤"
-    ],
-    "Cowork": ["協作", "共同工作"],
-    "Dispatch": ["調度", "分派"],
-    "Computer Use": ["電腦使用", "計算機使用"]
+    "Claude Code": ["克勞德代碼"],
+    "Claude": ["克勞德", "克洛德"],
+    "Anthropic": ["安特羅皮克"],
+    "Anthropic Academy": ["Anthropic Academy"],
+    "Plugin": ["外掛程式"],
+    "Plugins": ["外掛程式"],
+    "skill": ["技能"],
+    "skills": ["技能"],
+    "Skills": ["技能"],
+    "SKILL.md": ["SKILL.md"],
+    "CLAUDE.md": ["CLAUDE.md"],
+    "YAML": ["YAML"],
+    "slash command": ["斜線命令"],
+    "subagent": ["子代理"],
+    "hook": ["鉤子", "掛鉤"],
+    "hooks": ["鉤子", "掛鉤"]
   },
   "exam_ui": {
     "Pass": "通過",
diff --git a/tests/e2e/helpers/network-stubs.js b/tests/e2e/helpers/network-stubs.js
index 7dd3777..8dd9fd8 100644
--- a/tests/e2e/helpers/network-stubs.js
+++ b/tests/e2e/helpers/network-stubs.js
@@ -88,14 +88,16 @@ const GT_KO = {
   'Key concepts': '핵심 개념',
   'A prompt is the input you give to Claude. Better prompts produce better responses.':
     '프롬프트는 Claude에게 주는 입력입니다. 더 나은 프롬프트는 더 나은 응답을 만듭니다.',
-  // DELIBERATELY mistranslated entry. "Anthropic" → "인류학적" and
+  // DELIBERATELY mistranslated entry. "Anthropic" → "앤스로픽" and
   // "Claude" → "클로드" are exactly the GT mistakes the
   // src/data/ko.json `_protected` map exists to fix. protected-terms.js
   // runs `restoreProtectedTerms()` on every GT batch result before it
   // reaches the DOM, so the user should see "Anthropic" + "Claude" — NOT
   // the wrong forms below. tests/e2e/protected-terms.spec.js asserts
-  // exactly that.
-  'Anthropic released Claude as a frontier model.': '인류학적은 클로드를 프런티어 모델로 출시했습니다.',
+  // exactly that. (NB: 앤스로픽 is a transliteration, not a real word — the
+  // ambiguous common-word wrong-forms like 인류학적/인류 were removed from the
+  // dictionary because they corrupt correct prose; see protected-terms.test.js.)
+  'Anthropic released Claude as a frontier model.': '앤스로픽은 클로드를 프런티어 모델로 출시했습니다.',
   // Code-comment fixture (tests/e2e/code-comments.spec.js). The Python
   // `# This is a Claude prompt example` comment gets translated by
   // translateCodeComments — the line's leading `# ` is preserved
diff --git a/tests/e2e/protected-terms.spec.js b/tests/e2e/protected-terms.spec.js
index 791bacb..72943ce 100644
--- a/tests/e2e/protected-terms.spec.js
+++ b/tests/e2e/protected-terms.spec.js
@@ -3,8 +3,8 @@
  *
  * `protected-terms.js` is the post-processing pass that fixes Google
  * Translate's brand-name / technical-term mistakes ("Anthropic" →
- * "인류학적" gets restored back to "Anthropic", "Claude" → "클로드" gets
- * restored back to "Claude", etc). The 24 unit tests in
+ * "앤스로픽" gets restored back to "Anthropic", "Claude" → "클로드" gets
+ * restored back to "Claude", etc). The unit tests in
  * `tests/protected-terms.test.js` cover the function in isolation. But
  * the function only matters if `gt-queue.js` actually invokes it on every
  * GT result before the DOM write — and there's been no end-to-end proof
@@ -19,7 +19,7 @@
  * mistranslation.
  *
  * Three assertions, ranked by importance:
- *   1. Wrong forms ("인류학적", "클로드") are NOT in the DOM.
+ *   1. Wrong forms ("앤스로픽", "클로드") are NOT in the DOM.
  *   2. Correct forms ("Anthropic", "Claude") ARE in the DOM.
  *   3. The surrounding Korean translation is intact (proving we didn't
  *      accidentally revert the WHOLE GT result).
@@ -81,7 +81,7 @@ test.describe('SkillBridge — protected terms restoration', () => {
     // 1. The wrong forms the GT stub deliberately returned must NOT make it
     //    to the user. If protected-terms.js's `restoreProtectedTerms` was
     //    bypassed or no longer hooked into gt-queue.js, these would land.
-    expect.soft(pt.pProtected, '인류학적 (anthropological) wrong form').not.toContain('인류학적');
+    expect.soft(pt.pProtected, '앤스로픽 (Anthropic transliteration) wrong form').not.toContain('앤스로픽');
     expect.soft(pt.pProtected, '클로드 wrong form').not.toContain('클로드');
 
     // 2. The English brand names must appear in their correct form, restored
diff --git a/tests/protected-terms.test.js b/tests/protected-terms.test.js
index e950ddd..d26e91b 100644
--- a/tests/protected-terms.test.js
+++ b/tests/protected-terms.test.js
@@ -191,3 +191,56 @@ describe('Protected Terms System (real production code)', () => {
     });
   });
 });
+
+// Regression guard for the corruption class documented in protected-terms.js:
+// restoreProtectedTerms does an unanchored replaceAll with no CJK word boundary,
+// so any _protected wrong-form that is itself a common standalone word silently
+// corrupts correct prose (e.g. 클라우드 "Cloud" -> Claude, 인류 "humanity" ->
+// Anthropic, 大型企业 "large enterprise" -> 大型Enterprise). This runs against the
+// REAL shipped src/data/*.json (not a fixture), so it fails if a dangerous
+// wrong-form is ever (re-)introduced into a CJK dictionary's _protected section.
+describe('no corruption of correct CJK prose (real shipped dictionaries)', () => {
+  // Each sentence is ordinary target-language prose containing a word that used
+  // to be a dangerous wrong-form. After the fix it must pass through untouched.
+  const cases = {
+    ko: [
+      '클라우드 컴퓨팅은 확장 가능합니다', // Cloud (was -> Claude)
+      '인류의 미래를 생각합니다', // humanity (was -> Anthropic)
+      '대기업 환경에서 일합니다', // large enterprise (was -> 대Enterprise)
+      '기술자가 필요합니다', // technician (was -> skill자)
+      '우리는 협업합니다', // collaborate (was -> Cowork)
+      '문서의 앞부분을 읽으세요', // front part (was -> frontmatter)
+      '개인적인 의견입니다', // personal opinion (was -> Personal)
+    ],
+    ja: [
+      '人類の未来を考える', // humanity (was -> Anthropic)
+      '個人的な意見です', // personal (was -> Personal)
+      '共同作業のスペース', // joint work (was -> Cowork)
+    ],
+    'zh-CN': [
+      '人类的未来', // humanity (was -> Anthropic)
+      '大型企业环境', // large enterprise (was -> Enterprise)
+      '任务调度系统', // task scheduling (was -> Dispatch)
+      '个人观点', // personal view (was -> Personal)
+      '团队协作', // team collaboration (was -> Cowork)
+    ],
+    'zh-TW': [
+      '人類的未來', // humanity (was -> Anthropic)
+      '大型企業環境', // large enterprise (was -> Enterprise)
+      '任務調度系統', // task scheduling (was -> Dispatch)
+      '個人觀點', // personal view (was -> Personal)
+      '團隊協作', // team collaboration (was -> Cowork)
+    ],
+  };
+
+  for (const [lang, sentences] of Object.entries(cases)) {
+    test(`${lang}: correct prose is not corrupted by protected-term restoration`, () => {
+      const dict = require(`../src/data/${lang}.json`);
+      resetProtectedTerms();
+      buildProtectedTermsMap(lang, fakeTranslator(dict._protected));
+      for (const sentence of sentences) {
+        expect(restoreProtectedTerms(sentence)).toBe(sentence);
+      }
+    });
+  }
+});