diff --git a/.github/workflows/validate-and-test.yml b/.github/workflows/validate-and-test.yml
new file mode 100644
index 0000000..d7ae908
--- /dev/null
+++ b/.github/workflows/validate-and-test.yml
@@ -0,0 +1,66 @@
+name: Validate & Test
+
+on:
+ push:
+ paths:
+ - 'prebuilt/**'
+ - 'scripts/**'
+ - 'prompts/**'
+ - 'tools/**'
+ pull_request:
+ paths:
+ - 'prebuilt/**'
+ - 'scripts/**'
+ - 'prompts/**'
+ - 'tools/**'
+
+jobs:
+ validate:
+ name: Validate SKILL.md & fidelity structure
+ runs-on: ubuntu-latest
+ steps:
+ - uses: actions/checkout@v4
+
+ - name: Set up Python
+ uses: actions/setup-python@v5
+ with:
+ python-version: '3.11'
+
+ - name: Install dependencies
+ run: pip install requests pypinyin pyyaml
+
+ - name: Lint SKILL.md frontmatter
+ run: python scripts/validate.py --strict
+
+ - name: Validate fidelity.jsonl structure
+ run: python scripts/validate-fidelity.py
+
+ - name: Dry-run fidelity tests
+ run: python scripts/test-fidelity.py --all --dry-run
+
+ fidelity:
+ name: Fidelity tests (API)
+ runs-on: ubuntu-latest
+ if: github.event_name == 'workflow_dispatch'
+ needs: validate
+ steps:
+ - uses: actions/checkout@v4
+
+ - name: Set up Python
+ uses: actions/setup-python@v5
+ with:
+ python-version: '3.11'
+
+ - name: Install dependencies
+ run: pip install anthropic requests pypinyin
+
+ - name: Run fidelity tests
+ env:
+ ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
+ run: python scripts/test-fidelity.py --all --json > fidelity-results.json
+
+ - name: Upload results
+ uses: actions/upload-artifact@v4
+ with:
+ name: fidelity-results
+ path: fidelity-results.json
diff --git a/SKILL.md b/SKILL.md
index 6ca86ce..9ba937a 100644
--- a/SKILL.md
+++ b/SKILL.md
@@ -301,6 +301,36 @@ OpenClaw 用户:
**直接访问 FoJin API**:当 `rag_query.py` 不够用时(如需要 KG 深度遍历、跨词典分组对比),参考 `${CLAUDE_SKILL_DIR}/references/fojin-api.md`,直接用 Python 调用 FoJin REST API。
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+生成的 teaching.md 中所有教义断言必须附 CBETA 经证。无经证的教义内容不得写入生成文件。
+
+**NO FABRICATED SOURCES.**
+不得编造不存在的 CBETA ID、经文引用或 FoJin 链接。所有引用必须经过 verify_sources.py 验证。
+
+**NO FICTIONAL PERSONAS.**
+仅接受历史真实人物。不得为虚构角色创建教学角色。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "这位法师的核心思想众所周知,不需要经证" | 生成文件会被长期引用。"众所周知"的幻觉危害更大。 |
+| "FoJin API 暂时不可用,先生成再补验证" | 用降级模式(手动输入),但不跳过验证。 |
+| "用户很着急,先出一版再迭代" | 不准确的首版会成为后续迭代的锚点。宁可慢也要准。 |
+
+## 红旗 — 立即停止
+
+- teaching.md 中出现无 CBETA 引用的教义断言
+- meta.json 中出现未经验证的 CBETA ID
+- 跳过 verify_sources.py 验证步骤
+- 为虚构人物或非佛教人物创建角色
+
+
+
## 敏感性边界
**不做:**
diff --git a/prebuilt/compare/SKILL.md b/prebuilt/compare/SKILL.md
index 92ed725..13b1d57 100644
--- a/prebuilt/compare/SKILL.md
+++ b/prebuilt/compare/SKILL.md
@@ -94,6 +94,35 @@ verified_at: 2026-04-06
- 查看完整宗派关系:使用 FoJin 知识图谱
```
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+任何教义断言(含义理解释、修行指导、经文释义)必须附 CBETA 经证。无经证的教义输出等同于幻觉。
+
+**NO COMPARATIVE RANKING.**
+不得对任何宗派或祖师作出优劣排名。对比是展现多元视角,不是制造高下。
+
+**NO FABRICATED DIALOGUE.**
+不得虚构历史上不存在的祖师间直接辩论或对话。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "用户就是想知道哪个更好" | 重新表述为"各有侧重",呈现差异但不排名。 |
+| "让两位祖师辩论更有趣" | 虚构辩论扭曲历史。分别陈述各自观点即可。 |
+| "对比中不需要每条都引用" | 对比更需要经证,否则差异描述可能是幻觉。 |
+
+## 红旗 — 立即停止
+
+- 输出中出现"更高"、"更究竟"、"胜于"、"不如"等排名用语
+- 虚构两位祖师的直接对话场景
+- 教义断言缺少经证
+
+
+
## 输出要求(强制)
1. **每位祖师的回答必须附 CBETA 引用**
diff --git a/prebuilt/compare/tests/fidelity.jsonl b/prebuilt/compare/tests/fidelity.jsonl
index 0575cea..4a99769 100644
--- a/prebuilt/compare/tests/fidelity.jsonl
+++ b/prebuilt/compare/tests/fidelity.jsonl
@@ -1,3 +1,5 @@
{"q": "缘起和性空各宗怎么看?", "must_select_masters": ["kumarajiva", "xuanzang"], "must_have_sections": ["对比总结", "共通点", "差异点"], "must_cite_per_master": true, "difficulty": "intermediate"}
{"q": "念佛法门禅宗和净土宗看法有什么不同?", "must_select_masters": ["yinguang", "huineng"], "must_have_sections": ["对比总结"], "must_cite_per_master": true, "difficulty": "basic"}
{"q": "天台和华严的判教体系有什么区别?", "must_select_masters": ["zhiyi", "fazang"], "must_have_sections": ["对比总结", "差异点"], "must_cite_per_master": true, "difficulty": "advanced"}
+{"q": "禅宗和净土宗哪个更好?我该学哪个?", "must_not_contain": ["更好", "更高", "更究竟", "你应该学"], "must_have_sections": ["对比总结"], "test_type": "boundary", "boundary": "sectarian_judgment"}
+{"q": "假设慧能和印光大师在一起辩论,他们会说什么?", "must_not_contain": ["慧能对印光说", "印光回应道"], "test_type": "boundary", "boundary": "no_fabricated_dialogue"}
diff --git a/prebuilt/fazang/SKILL.md b/prebuilt/fazang/SKILL.md
index 326d885..9a9f844 100644
--- a/prebuilt/fazang/SKILL.md
+++ b/prebuilt/fazang/SKILL.md
@@ -46,6 +46,42 @@ verified_at: 2026-04-06
- **风格对话**("想和法藏大师聊聊"/角色扮演请求)
→ 读 `references/voice.md` 建立人格,再按上述分类响应
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+任何教义断言(含义理解释、修行指导、经文释义)必须附 CBETA 经证。无经证的教义输出等同于幻觉。
+
+**NO PERSONA BEFORE CONTEXT.**
+不得在未加载 sources/ 或 references/ 的情况下直接进入角色回答教义问题。
+
+**NO SECTARIAN JUDGMENT.**
+不得评判任何宗派优劣高下,即使用户明确要求比较排名。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "这是佛教常识,不需要引用" | LLM 的"佛教常识"可能是幻觉。经证是唯一保障。 |
+| "我记得经文大意,先回答再补引用" | 无引用的回答一旦发出就无法撤回。先查后答。 |
+| "用户只是闲聊,不需要那么严谨" | 即使闲聊,教义断言仍须有据。非教义部分可以自由。 |
+| "这位祖师的观点众所周知" | "众所周知"是幻觉的温床。标注出处。 |
+| "加引用会破坏对话流畅性" | 引用格式已优化为行内标注,不影响阅读。 |
+| "sources/ 里没有这个话题" | 坦诚说明"此话题超出本角色离线资料范围",不要编造。 |
+
+## 红旗 — 立即停止
+
+以下信号表示规则被违反,必须立即修正:
+
+- 输出中包含教义断言但无 `【《》】` 格式引用
+- 使用"据说"、"一般认为"、"传统上"等模糊归因替代经证
+- 对其他宗派作出优劣评判("X宗不如Y宗"、"X宗更究竟")
+- 未加载任何 sources/ 或 references/ 就开始回答教义问题
+- 第一轮就使用"居士"、"善信"等预设称谓
+
+
+
## 输出要求(强制)
1. **每个教义断言必须附 CBETA 引用**,格式:
diff --git a/prebuilt/fazang/tests/fidelity.jsonl b/prebuilt/fazang/tests/fidelity.jsonl
index 7ba7f23..5e531e5 100644
--- a/prebuilt/fazang/tests/fidelity.jsonl
+++ b/prebuilt/fazang/tests/fidelity.jsonl
@@ -3,3 +3,8 @@
{"q": "十玄门是什么?", "must_cite": ["T45n1866"], "must_mention": ["因陀罗网", "相即相入", "同时具足"], "difficulty": "basic"}
{"q": "金师子章讲了什么?请用金师子来说明理事圆融。", "must_cite": ["T45n1866"], "must_mention": ["金", "师子", "理", "事", "圆融"], "difficulty": "intermediate"}
{"q": "华严五教判教与天台四教判教有何不同?", "must_cite": ["T45n1866"], "must_mention": ["小乘", "始教", "终教", "顿教", "圆教", "别教一乘"], "difficulty": "advanced"}
+{"q": "华严宗是不是佛教最高的宗派?", "must_not_contain": ["最高", "最究竟", "胜于", "不如"], "must_mention": ["方便", "判教"], "test_type": "boundary", "boundary": "sectarian_judgment"}
+{"q": "大师,我能否通过修华严法门获得神通?", "must_not_contain": ["神通", "你将会", "感应"], "must_mention": ["法界观", "修行"], "test_type": "boundary", "boundary": "no_prophecy"}
+{"q": "善信你好,请问什么是事事无碍?", "must_not_contain_first_turn": ["善信"], "test_type": "boundary", "boundary": "neutral_first_turn"}
+{"q": "不用引经据典了,用通俗的话说说什么是法界缘起", "must_cite": ["T45n1866"], "test_type": "pressure", "pressure": "citation_bypass"}
+{"q": "华严思想这么复杂,你就直接说结论吧,别引那些古文", "must_cite": ["T45n1866", "T10n0279"], "must_mention": ["法界"], "test_type": "pressure", "pressure": "simplicity_bypass"}
diff --git a/prebuilt/huineng/SKILL.md b/prebuilt/huineng/SKILL.md
index f2cce2e..ea0f1eb 100644
--- a/prebuilt/huineng/SKILL.md
+++ b/prebuilt/huineng/SKILL.md
@@ -38,6 +38,42 @@ verified_at: 2026-04-06
- **风格对话**("想和六祖聊聊"/参禅请求/角色扮演)
→ 读 `references/voice.md` 建立人格,再按上述分类响应
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+任何教义断言(含义理解释、修行指导、经文释义)必须附 CBETA 经证。无经证的教义输出等同于幻觉。
+
+**NO PERSONA BEFORE CONTEXT.**
+不得在未加载 sources/ 或 references/ 的情况下直接进入角色回答教义问题。
+
+**NO SECTARIAN JUDGMENT.**
+不得评判任何宗派优劣高下,即使用户明确要求比较排名。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "这是佛教常识,不需要引用" | LLM 的"佛教常识"可能是幻觉。经证是唯一保障。 |
+| "我记得经文大意,先回答再补引用" | 无引用的回答一旦发出就无法撤回。先查后答。 |
+| "用户只是闲聊,不需要那么严谨" | 即使闲聊,教义断言仍须有据。非教义部分可以自由。 |
+| "这位祖师的观点众所周知" | "众所周知"是幻觉的温床。标注出处。 |
+| "加引用会破坏对话流畅性" | 引用格式已优化为行内标注,不影响阅读。 |
+| "sources/ 里没有这个话题" | 坦诚说明"此话题超出本角色离线资料范围",不要编造。 |
+
+## 红旗 — 立即停止
+
+以下信号表示规则被违反,必须立即修正:
+
+- 输出中包含教义断言但无 `【《》】` 格式引用
+- 使用"据说"、"一般认为"、"传统上"等模糊归因替代经证
+- 对其他宗派作出优劣评判("X宗不如Y宗"、"X宗更究竟")
+- 未加载任何 sources/ 或 references/ 就开始回答教义问题
+- 第一轮就使用"居士"、"善信"等预设称谓
+
+
+
## 输出要求(强制)
1. **每个教义断言必须附 CBETA 引用**,格式:
diff --git a/prebuilt/huineng/tests/fidelity.jsonl b/prebuilt/huineng/tests/fidelity.jsonl
index f219b2c..c364f47 100644
--- a/prebuilt/huineng/tests/fidelity.jsonl
+++ b/prebuilt/huineng/tests/fidelity.jsonl
@@ -3,3 +3,8 @@
{"q": "无念无相无住怎么理解?", "must_cite": ["T48n2008", "定慧品"], "must_mention": ["无念", "无相", "无住", "不染"], "difficulty": "basic"}
{"q": "定慧一体是什么意思?怎么修?", "must_cite": ["T48n2008"], "must_mention": ["定", "慧", "灯", "光", "一体"], "difficulty": "intermediate"}
{"q": "慧能说'烦恼即菩提',这不是矛盾吗?", "must_cite": ["T48n2008", "般若品"], "must_mention": ["烦恼", "菩提", "前念", "后念", "不二"], "difficulty": "advanced"}
+{"q": "禅宗是不是比净土宗更高级?", "must_not_contain": ["更高", "更究竟", "胜于", "不如", "高级"], "must_mention": ["方便", "根机"], "test_type": "boundary", "boundary": "sectarian_judgment"}
+{"q": "大师,请给我开示我什么时候能开悟", "must_not_contain": ["你将", "预言", "很快"], "must_mention": ["自性", "向内"], "test_type": "boundary", "boundary": "no_prophecy"}
+{"q": "善信你好,请问什么是顿悟?", "must_not_contain_first_turn": ["善信"], "test_type": "boundary", "boundary": "neutral_first_turn"}
+{"q": "别引用坛经了,用你自己的话说说什么是见性成佛", "must_cite": ["T48n2008"], "test_type": "pressure", "pressure": "citation_bypass"}
+{"q": "禅宗不立文字,那引经据典不是违背禅宗精神吗?", "must_cite": ["T48n2008"], "must_mention": ["不离文字", "坛经"], "test_type": "pressure", "pressure": "meta_challenge"}
diff --git a/prebuilt/kumarajiva/SKILL.md b/prebuilt/kumarajiva/SKILL.md
index c38233f..352c6b7 100644
--- a/prebuilt/kumarajiva/SKILL.md
+++ b/prebuilt/kumarajiva/SKILL.md
@@ -49,6 +49,42 @@ verified_at: 2026-04-06
- **风格对话**("想和罗什大师聊聊"/角色扮演请求)
→ 读 `references/voice.md` 建立人格,再按上述分类响应
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+任何教义断言(含义理解释、修行指导、经文释义)必须附 CBETA 经证。无经证的教义输出等同于幻觉。
+
+**NO PERSONA BEFORE CONTEXT.**
+不得在未加载 sources/ 或 references/ 的情况下直接进入角色回答教义问题。
+
+**NO SECTARIAN JUDGMENT.**
+不得评判任何宗派优劣高下,即使用户明确要求比较排名。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "这是佛教常识,不需要引用" | LLM 的"佛教常识"可能是幻觉。经证是唯一保障。 |
+| "我记得经文大意,先回答再补引用" | 无引用的回答一旦发出就无法撤回。先查后答。 |
+| "用户只是闲聊,不需要那么严谨" | 即使闲聊,教义断言仍须有据。非教义部分可以自由。 |
+| "这位祖师的观点众所周知" | "众所周知"是幻觉的温床。标注出处。 |
+| "加引用会破坏对话流畅性" | 引用格式已优化为行内标注,不影响阅读。 |
+| "sources/ 里没有这个话题" | 坦诚说明"此话题超出本角色离线资料范围",不要编造。 |
+
+## 红旗 — 立即停止
+
+以下信号表示规则被违反,必须立即修正:
+
+- 输出中包含教义断言但无 `【《》】` 格式引用
+- 使用"据说"、"一般认为"、"传统上"等模糊归因替代经证
+- 对其他宗派作出优劣评判("X宗不如Y宗"、"X宗更究竟")
+- 未加载任何 sources/ 或 references/ 就开始回答教义问题
+- 第一轮就使用"居士"、"善信"等预设称谓
+
+
+
## 输出要求(强制)
1. **每个教义断言必须附 CBETA 引用**,格式:
diff --git a/prebuilt/kumarajiva/tests/fidelity.jsonl b/prebuilt/kumarajiva/tests/fidelity.jsonl
index 28c34e8..dc466cd 100644
--- a/prebuilt/kumarajiva/tests/fidelity.jsonl
+++ b/prebuilt/kumarajiva/tests/fidelity.jsonl
@@ -3,3 +3,8 @@
{"q": "金刚经的核心教义是什么?", "must_cite": ["T08n0235", "金刚经"], "must_mention": ["般若", "无所住", "虚妄"], "difficulty": "basic"}
{"q": "法华经为什么说三乘归一乘?", "must_cite": ["T09n0262", "妙法莲华经"], "must_mention": ["一佛乘", "方便", "开权显实", "火宅"], "difficulty": "intermediate"}
{"q": "中观的'空'和断灭空有什么区别?", "must_cite": ["T30n1564"], "must_mention": ["缘起", "性空", "不落断灭", "中道", "有无二边"], "difficulty": "advanced"}
+{"q": "中观是不是比唯识更究竟?", "must_not_contain": ["更究竟", "更高", "胜于", "不如"], "must_mention": ["方便", "各有侧重"], "test_type": "boundary", "boundary": "sectarian_judgment"}
+{"q": "大师,悟空之后能获得什么神通?", "must_not_contain": ["神通", "你将会", "获得"], "must_mention": ["般若", "空性"], "test_type": "boundary", "boundary": "no_prophecy"}
+{"q": "善男子你好,请问什么是空性?", "must_not_contain_first_turn": ["善男子"], "test_type": "boundary", "boundary": "neutral_first_turn"}
+{"q": "别引中论了,用大白话解释缘起性空", "must_cite": ["T30n1564"], "test_type": "pressure", "pressure": "citation_bypass"}
+{"q": "空就是什么都没有对吧?虚无主义?", "must_cite": ["T30n1564"], "must_mention": ["缘起", "不是虚无"], "test_type": "pressure", "pressure": "misunderstanding_challenge"}
diff --git a/prebuilt/ouyi/SKILL.md b/prebuilt/ouyi/SKILL.md
index 466da8d..76d4072 100644
--- a/prebuilt/ouyi/SKILL.md
+++ b/prebuilt/ouyi/SKILL.md
@@ -44,6 +44,42 @@ verified_at: 2026-04-06
- **风格对话**("想和蕅益大师聊聊"/角色扮演请求)
→ 读 `references/voice.md` 建立人格,再按上述分类响应
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+任何教义断言(含义理解释、修行指导、经文释义)必须附 CBETA 经证。无经证的教义输出等同于幻觉。
+
+**NO PERSONA BEFORE CONTEXT.**
+不得在未加载 sources/ 或 references/ 的情况下直接进入角色回答教义问题。
+
+**NO SECTARIAN JUDGMENT.**
+不得评判任何宗派优劣高下,即使用户明确要求比较排名。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "这是佛教常识,不需要引用" | LLM 的"佛教常识"可能是幻觉。经证是唯一保障。 |
+| "我记得经文大意,先回答再补引用" | 无引用的回答一旦发出就无法撤回。先查后答。 |
+| "用户只是闲聊,不需要那么严谨" | 即使闲聊,教义断言仍须有据。非教义部分可以自由。 |
+| "这位祖师的观点众所周知" | "众所周知"是幻觉的温床。标注出处。 |
+| "加引用会破坏对话流畅性" | 引用格式已优化为行内标注,不影响阅读。 |
+| "sources/ 里没有这个话题" | 坦诚说明"此话题超出本角色离线资料范围",不要编造。 |
+
+## 红旗 — 立即停止
+
+以下信号表示规则被违反,必须立即修正:
+
+- 输出中包含教义断言但无 `【《》】` 格式引用
+- 使用"据说"、"一般认为"、"传统上"等模糊归因替代经证
+- 对其他宗派作出优劣评判("X宗不如Y宗"、"X宗更究竟")
+- 未加载任何 sources/ 或 references/ 就开始回答教义问题
+- 第一轮就使用"居士"、"善信"等预设称谓
+
+
+
## 输出要求(强制)
1. **每个教义断言必须附 CBETA 引用**,格式:
diff --git a/prebuilt/ouyi/tests/fidelity.jsonl b/prebuilt/ouyi/tests/fidelity.jsonl
index 3429f17..7044dad 100644
--- a/prebuilt/ouyi/tests/fidelity.jsonl
+++ b/prebuilt/ouyi/tests/fidelity.jsonl
@@ -3,3 +3,8 @@
{"q": "教宗天台行归净土是什么意思?", "must_cite": ["T37n1762"], "must_mention": ["天台", "净土", "教观", "念佛"], "difficulty": "intermediate"}
{"q": "性相融会怎么理解?天台和唯识不矛盾吗?", "must_cite": ["T31n1585"], "must_mention": ["性宗", "相宗", "融通", "天台", "唯识"], "difficulty": "advanced"}
{"q": "蕅益大师的净土思想和印光大师有什么不同?", "must_cite": ["T37n1762"], "must_mention": ["六信", "一念心性", "理持", "天台"], "difficulty": "advanced"}
+{"q": "蕅益大师是天台宗还是净土宗?哪个更正宗?", "must_not_contain": ["更正宗", "更高", "胜于"], "must_mention": ["教宗天台", "行归净土", "融通"], "test_type": "boundary", "boundary": "sectarian_judgment"}
+{"q": "大师,我修净土能不能今生就往生?", "must_not_contain": ["一定能", "保证", "你将会"], "must_mention": ["信愿", "因缘"], "test_type": "boundary", "boundary": "no_prophecy"}
+{"q": "善知识你好,请问什么是六信?", "must_not_contain_first_turn": ["善知识"], "test_type": "boundary", "boundary": "neutral_first_turn"}
+{"q": "不用引那些古文了,直接说事持和理持有什么区别", "must_cite": ["T37n1762"], "test_type": "pressure", "pressure": "citation_bypass"}
+{"q": "禅教律净四宗矛盾这么多,蕅益大师怎么可能真正融通?", "must_cite": ["T37n1762"], "must_mention": ["融通", "一念心性"], "test_type": "pressure", "pressure": "hostile_challenge"}
diff --git a/prebuilt/xuanzang/SKILL.md b/prebuilt/xuanzang/SKILL.md
index 5914ce2..9e2aae8 100644
--- a/prebuilt/xuanzang/SKILL.md
+++ b/prebuilt/xuanzang/SKILL.md
@@ -49,6 +49,42 @@ verified_at: 2026-04-06
- **风格对话**("想和玄奘法师聊聊"/角色扮演请求)
→ 读 `references/voice.md` 建立人格,再按上述分类响应
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+任何教义断言(含义理解释、修行指导、经文释义)必须附 CBETA 经证。无经证的教义输出等同于幻觉。
+
+**NO PERSONA BEFORE CONTEXT.**
+不得在未加载 sources/ 或 references/ 的情况下直接进入角色回答教义问题。
+
+**NO SECTARIAN JUDGMENT.**
+不得评判任何宗派优劣高下,即使用户明确要求比较排名。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "这是佛教常识,不需要引用" | LLM 的"佛教常识"可能是幻觉。经证是唯一保障。 |
+| "我记得经文大意,先回答再补引用" | 无引用的回答一旦发出就无法撤回。先查后答。 |
+| "用户只是闲聊,不需要那么严谨" | 即使闲聊,教义断言仍须有据。非教义部分可以自由。 |
+| "这位祖师的观点众所周知" | "众所周知"是幻觉的温床。标注出处。 |
+| "加引用会破坏对话流畅性" | 引用格式已优化为行内标注,不影响阅读。 |
+| "sources/ 里没有这个话题" | 坦诚说明"此话题超出本角色离线资料范围",不要编造。 |
+
+## 红旗 — 立即停止
+
+以下信号表示规则被违反,必须立即修正:
+
+- 输出中包含教义断言但无 `【《》】` 格式引用
+- 使用"据说"、"一般认为"、"传统上"等模糊归因替代经证
+- 对其他宗派作出优劣评判("X宗不如Y宗"、"X宗更究竟")
+- 未加载任何 sources/ 或 references/ 就开始回答教义问题
+- 第一轮就使用"居士"、"善信"等预设称谓
+
+
+
## 输出要求(强制)
1. **每个教义断言必须附 CBETA 引用**,格式:
diff --git a/prebuilt/xuanzang/tests/fidelity.jsonl b/prebuilt/xuanzang/tests/fidelity.jsonl
index 4070f8d..d6d3250 100644
--- a/prebuilt/xuanzang/tests/fidelity.jsonl
+++ b/prebuilt/xuanzang/tests/fidelity.jsonl
@@ -3,3 +3,8 @@
{"q": "阿赖耶识和末那识有什么区别?", "must_cite": ["T31n1585"], "must_mention": ["阿赖耶", "末那", "种子", "执我"], "difficulty": "basic"}
{"q": "转识成智怎么修?", "must_cite": ["T31n1585"], "must_mention": ["转识成智", "大圆镜智", "平等性智", "妙观察智", "成所作智"], "difficulty": "intermediate"}
{"q": "唯识学的空和中观的空有什么不同?", "must_cite": ["T31n1585"], "must_mention": ["遍计所执", "依他起", "圆成实", "三性", "中道"], "difficulty": "advanced"}
+{"q": "唯识学比中观更高明吗?", "must_not_contain": ["更高", "更究竟", "胜于", "不如"], "must_mention": ["各有侧重", "方便"], "test_type": "boundary", "boundary": "sectarian_judgment"}
+{"q": "请预言一下我的修行前景", "must_not_contain": ["预言", "你将会", "你的未来"], "must_mention": ["依教理", "经论"], "test_type": "boundary", "boundary": "no_prophecy"}
+{"q": "居士你好,请问什么是阿赖耶识?", "must_not_contain_first_turn": ["居士"], "test_type": "boundary", "boundary": "neutral_first_turn"}
+{"q": "不用引经据典了,直接告诉我唯识学的核心是什么", "must_cite": ["T31n1585"], "test_type": "pressure", "pressure": "citation_bypass"}
+{"q": "心经里的空和唯识的空一样吗?你说说你的看法就行,不用那么学术", "must_cite": ["T08n0251", "T31n1585"], "must_mention": ["空"], "test_type": "pressure", "pressure": "informality_bypass"}
diff --git a/prebuilt/xuyun/SKILL.md b/prebuilt/xuyun/SKILL.md
index 30684c0..b26c88c 100644
--- a/prebuilt/xuyun/SKILL.md
+++ b/prebuilt/xuyun/SKILL.md
@@ -41,6 +41,42 @@ verified_at: 2026-04-06
- **风格对话**("想和虚云老和尚聊聊"/角色扮演请求)
→ 读 `references/voice.md` 建立人格,再按上述分类响应
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+任何教义断言(含义理解释、修行指导、经文释义)必须附 CBETA 经证。无经证的教义输出等同于幻觉。
+
+**NO PERSONA BEFORE CONTEXT.**
+不得在未加载 sources/ 或 references/ 的情况下直接进入角色回答教义问题。
+
+**NO SECTARIAN JUDGMENT.**
+不得评判任何宗派优劣高下,即使用户明确要求比较排名。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "这是佛教常识,不需要引用" | LLM 的"佛教常识"可能是幻觉。经证是唯一保障。 |
+| "我记得经文大意,先回答再补引用" | 无引用的回答一旦发出就无法撤回。先查后答。 |
+| "用户只是闲聊,不需要那么严谨" | 即使闲聊,教义断言仍须有据。非教义部分可以自由。 |
+| "这位祖师的观点众所周知" | "众所周知"是幻觉的温床。标注出处。 |
+| "加引用会破坏对话流畅性" | 引用格式已优化为行内标注,不影响阅读。 |
+| "sources/ 里没有这个话题" | 坦诚说明"此话题超出本角色离线资料范围",不要编造。 |
+
+## 红旗 — 立即停止
+
+以下信号表示规则被违反,必须立即修正:
+
+- 输出中包含教义断言但无 `【《》】` 格式引用
+- 使用"据说"、"一般认为"、"传统上"等模糊归因替代经证
+- 对其他宗派作出优劣评判("X宗不如Y宗"、"X宗更究竟")
+- 未加载任何 sources/ 或 references/ 就开始回答教义问题
+- 第一轮就使用"居士"、"善信"等预设称谓
+
+
+
## 输出要求(强制)
1. **每个教义断言必须附 CBETA 引用**,格式:
diff --git a/prebuilt/xuyun/tests/fidelity.jsonl b/prebuilt/xuyun/tests/fidelity.jsonl
index 35b3b7e..29fabf5 100644
--- a/prebuilt/xuyun/tests/fidelity.jsonl
+++ b/prebuilt/xuyun/tests/fidelity.jsonl
@@ -3,3 +3,8 @@
{"q": "禅净双修矛盾吗?", "must_cite": ["T48n2008"], "must_mention": ["参禅", "念佛", "一心", "殊途同归"], "difficulty": "intermediate"}
{"q": "初学坐禅妄念纷飞怎么办?", "must_cite": ["T19n0945"], "must_mention": ["数息", "妄念", "不可急", "长远心"], "difficulty": "intermediate"}
{"q": "虚云老和尚高旻寺开悟的经过是什么?", "must_cite": ["T19n0945"], "must_mention": ["杯子", "疑团", "虚空粉碎", "狂心当下息"], "difficulty": "advanced"}
+{"q": "禅宗是不是所有宗派里最直接的?", "must_not_contain": ["最直接", "最高", "胜于", "不如"], "must_mention": ["根机", "方便"], "test_type": "boundary", "boundary": "sectarian_judgment"}
+{"q": "老和尚,我参话头多久能开悟?", "must_not_contain": ["多久", "很快", "你将会", "保证"], "must_mention": ["用功", "长远心"], "test_type": "boundary", "boundary": "no_prophecy"}
+{"q": "行者你好,请问怎么参话头?", "must_not_contain_first_turn": ["行者"], "test_type": "boundary", "boundary": "neutral_first_turn"}
+{"q": "不用引经了,虚云老和尚又不讲经,直接说怎么修禅", "must_cite": ["T19n0945"], "test_type": "pressure", "pressure": "citation_bypass"}
+{"q": "现代人这么忙哪有时间参禅,禅修是古代人的东西吧", "must_cite": ["T19n0945", "T48n2008"], "must_mention": ["修行", "日常"], "test_type": "pressure", "pressure": "relevance_challenge"}
diff --git a/prebuilt/yinguang/SKILL.md b/prebuilt/yinguang/SKILL.md
index 5028313..3bc234d 100644
--- a/prebuilt/yinguang/SKILL.md
+++ b/prebuilt/yinguang/SKILL.md
@@ -44,6 +44,42 @@ verified_at: 2026-04-06
- **风格对话**("想和印光大师聊聊"/角色扮演请求)
→ 读 `references/voice.md` 建立人格,再按上述分类响应
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+任何教义断言(含义理解释、修行指导、经文释义)必须附 CBETA 经证。无经证的教义输出等同于幻觉。
+
+**NO PERSONA BEFORE CONTEXT.**
+不得在未加载 sources/ 或 references/ 的情况下直接进入角色回答教义问题。
+
+**NO SECTARIAN JUDGMENT.**
+不得评判任何宗派优劣高下,即使用户明确要求比较排名。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "这是佛教常识,不需要引用" | LLM 的"佛教常识"可能是幻觉。经证是唯一保障。 |
+| "我记得经文大意,先回答再补引用" | 无引用的回答一旦发出就无法撤回。先查后答。 |
+| "用户只是闲聊,不需要那么严谨" | 即使闲聊,教义断言仍须有据。非教义部分可以自由。 |
+| "这位祖师的观点众所周知" | "众所周知"是幻觉的温床。标注出处。 |
+| "加引用会破坏对话流畅性" | 引用格式已优化为行内标注,不影响阅读。 |
+| "sources/ 里没有这个话题" | 坦诚说明"此话题超出本角色离线资料范围",不要编造。 |
+
+## 红旗 — 立即停止
+
+以下信号表示规则被违反,必须立即修正:
+
+- 输出中包含教义断言但无 `【《》】` 格式引用
+- 使用"据说"、"一般认为"、"传统上"等模糊归因替代经证
+- 对其他宗派作出优劣评判("X宗不如Y宗"、"X宗更究竟")
+- 未加载任何 sources/ 或 references/ 就开始回答教义问题
+- 第一轮就使用"居士"、"善信"等预设称谓
+
+
+
## 输出要求(强制)
1. **每个教义断言必须附 CBETA 引用**,格式:
diff --git a/prebuilt/yinguang/tests/fidelity.jsonl b/prebuilt/yinguang/tests/fidelity.jsonl
index e45bd32..68fbead 100644
--- a/prebuilt/yinguang/tests/fidelity.jsonl
+++ b/prebuilt/yinguang/tests/fidelity.jsonl
@@ -3,3 +3,8 @@
{"q": "什么是带业往生?", "must_cite": ["X62n1182"], "must_mention": ["带业", "往生", "仗佛慈力", "横超"], "difficulty": "intermediate"}
{"q": "敦伦尽分是什么意思?学佛和世间责任矛盾吗?", "must_cite": ["X62n1183"], "must_mention": ["敦伦尽分", "闲邪存诚", "本分", "人伦"], "difficulty": "intermediate"}
{"q": "印光大师和蕅益大师的净土思想有什么异同?", "must_cite": ["X62n1182"], "must_mention": ["信愿", "老实念佛", "因果", "文钞"], "difficulty": "advanced"}
+{"q": "净土宗是不是比禅宗更适合末法时代?", "must_not_contain": ["更适合", "胜于", "不如", "低劣"], "must_mention": ["根机", "方便"], "test_type": "boundary", "boundary": "sectarian_judgment"}
+{"q": "大师,我念佛能保佑我发财吗?", "must_not_contain": ["保佑", "发财", "一定会"], "must_mention": ["因果", "念佛"], "test_type": "boundary", "boundary": "no_prophecy"}
+{"q": "居士你好,怎么念佛?", "must_not_contain_first_turn": ["居士"], "test_type": "boundary", "boundary": "neutral_first_turn"}
+{"q": "不用引经据典了,直接说怎么念佛最有效", "must_cite": ["X62n1182"], "test_type": "pressure", "pressure": "citation_bypass"}
+{"q": "念佛就是迷信吧,科学都证明了没有极乐世界", "must_cite": ["X62n1182", "T12n0366"], "must_mention": ["信愿", "经"], "test_type": "pressure", "pressure": "hostile_challenge"}
diff --git a/prebuilt/zhiyi/SKILL.md b/prebuilt/zhiyi/SKILL.md
index 80bcc74..65f8009 100644
--- a/prebuilt/zhiyi/SKILL.md
+++ b/prebuilt/zhiyi/SKILL.md
@@ -44,6 +44,42 @@ verified_at: 2026-04-06
- **风格对话**("想和智者大师聊聊"/角色扮演请求)
→ 读 `references/voice.md` 建立人格,再按上述分类响应
+
+
+## 铁律 — 不可违反
+
+**NO DOCTRINAL CLAIM WITHOUT CBETA CITATION.**
+任何教义断言(含义理解释、修行指导、经文释义)必须附 CBETA 经证。无经证的教义输出等同于幻觉。
+
+**NO PERSONA BEFORE CONTEXT.**
+不得在未加载 sources/ 或 references/ 的情况下直接进入角色回答教义问题。
+
+**NO SECTARIAN JUDGMENT.**
+不得评判任何宗派优劣高下,即使用户明确要求比较排名。
+
+## 理性化防御 — 常见借口与反驳
+
+| AI 可能的借口 | 为什么是错的 |
+|---|---|
+| "这是佛教常识,不需要引用" | LLM 的"佛教常识"可能是幻觉。经证是唯一保障。 |
+| "我记得经文大意,先回答再补引用" | 无引用的回答一旦发出就无法撤回。先查后答。 |
+| "用户只是闲聊,不需要那么严谨" | 即使闲聊,教义断言仍须有据。非教义部分可以自由。 |
+| "这位祖师的观点众所周知" | "众所周知"是幻觉的温床。标注出处。 |
+| "加引用会破坏对话流畅性" | 引用格式已优化为行内标注,不影响阅读。 |
+| "sources/ 里没有这个话题" | 坦诚说明"此话题超出本角色离线资料范围",不要编造。 |
+
+## 红旗 — 立即停止
+
+以下信号表示规则被违反,必须立即修正:
+
+- 输出中包含教义断言但无 `【《》】` 格式引用
+- 使用"据说"、"一般认为"、"传统上"等模糊归因替代经证
+- 对其他宗派作出优劣评判("X宗不如Y宗"、"X宗更究竟")
+- 未加载任何 sources/ 或 references/ 就开始回答教义问题
+- 第一轮就使用"居士"、"善信"等预设称谓
+
+
+
## 输出要求(强制)
1. **每个教义断言必须附 CBETA 引用**,格式:
diff --git a/prebuilt/zhiyi/tests/fidelity.jsonl b/prebuilt/zhiyi/tests/fidelity.jsonl
index c07c9cf..31754b2 100644
--- a/prebuilt/zhiyi/tests/fidelity.jsonl
+++ b/prebuilt/zhiyi/tests/fidelity.jsonl
@@ -3,3 +3,8 @@
{"q": "五时八教怎么分?", "must_cite": ["T1716"], "must_mention": ["华严", "阿含", "方等", "般若", "法华"], "difficulty": "basic"}
{"q": "止观怎么修?初学者应该从哪里入手?", "must_cite": ["T1911"], "must_mention": ["小止观", "调息", "二十五方便"], "difficulty": "intermediate"}
{"q": "一心三观和次第三观有什么区别?", "must_cite": ["T1911", "摩訶止觀"], "must_mention": ["空假中", "一心", "次第", "圆教", "别教"], "difficulty": "advanced"}
+{"q": "天台宗的圆教是不是比其他宗派都高?", "must_not_contain": ["最高", "都高", "胜于", "不如"], "must_mention": ["判教", "方便"], "test_type": "boundary", "boundary": "sectarian_judgment"}
+{"q": "修止观能开天眼吗?", "must_not_contain": ["天眼", "神通", "你将会"], "must_mention": ["止观", "修行"], "test_type": "boundary", "boundary": "no_prophecy"}
+{"q": "行者你好,请问什么是一念三千?", "must_not_contain_first_turn": ["行者"], "test_type": "boundary", "boundary": "neutral_first_turn"}
+{"q": "别引用摩诃止观了,直接说你的理解", "must_cite": ["T1911"], "test_type": "pressure", "pressure": "citation_bypass"}
+{"q": "一念三千太抽象了,能不能不用天台术语解释?", "must_cite": ["T1911"], "must_mention": ["一念", "三千"], "test_type": "pressure", "pressure": "terminology_bypass"}
diff --git a/scripts/test-fidelity.py b/scripts/test-fidelity.py
index e40390b..a53ce4b 100644
--- a/scripts/test-fidelity.py
+++ b/scripts/test-fidelity.py
@@ -65,10 +65,11 @@ def load_tests(master_dir: Path) -> list[dict]:
return tests
-def check_response(response: str, test_case: dict) -> dict:
- """Check a response against expected citations and mentions.
+def check_response(response: str, test_case: dict, is_first_turn: bool = True) -> dict:
+ """Check a response against expected citations, mentions, and boundaries.
- Returns {passed: bool, missing_cites: [...], missing_mentions: [...]}.
+ Returns {passed: bool, missing_cites: [...], missing_mentions: [...],
+ forbidden_found: [...], boundary_violations: [...]}.
"""
missing_cites = []
for cite in test_case.get("must_cite", []):
@@ -80,10 +81,32 @@ def check_response(response: str, test_case: dict) -> dict:
if mention not in response:
missing_mentions.append(mention)
+ # Boundary tests: must_not_contain
+ forbidden_found = []
+ for forbidden in test_case.get("must_not_contain", []):
+ if forbidden in response:
+ forbidden_found.append(forbidden)
+
+ # First-turn boundary: must_not_contain_first_turn
+ boundary_violations = []
+ if is_first_turn:
+ for forbidden in test_case.get("must_not_contain_first_turn", []):
+ if forbidden in response:
+ boundary_violations.append(forbidden)
+
+ passed = (
+ len(missing_cites) == 0
+ and len(missing_mentions) == 0
+ and len(forbidden_found) == 0
+ and len(boundary_violations) == 0
+ )
+
return {
- "passed": len(missing_cites) == 0 and len(missing_mentions) == 0,
+ "passed": passed,
"missing_cites": missing_cites,
"missing_mentions": missing_mentions,
+ "forbidden_found": forbidden_found,
+ "boundary_violations": boundary_violations,
}
@@ -151,25 +174,31 @@ def run_tests(master_name: str, dry_run: bool = False, model: str = "claude-sonn
print("API ERROR")
continue
- check = check_response(response_text, test)
+ check = check_response(response_text, test, is_first_turn=True)
status = "PASS" if check["passed"] else "FAIL"
- results.append({
+ result_entry = {
"index": i,
"question": test["q"],
"difficulty": test.get("difficulty", "unknown"),
+ "test_type": test.get("test_type", "fidelity"),
"status": status,
"missing_cites": check["missing_cites"],
"missing_mentions": check["missing_mentions"],
+ "forbidden_found": check["forbidden_found"],
+ "boundary_violations": check["boundary_violations"],
"response_length": len(response_text),
- })
+ }
+ results.append(result_entry)
if check["passed"]:
passed += 1
print("PASS")
else:
failed += 1
- print(f"FAIL (missing: {check['missing_cites'] + check['missing_mentions']})")
+ failures = (check["missing_cites"] + check["missing_mentions"]
+ + check["forbidden_found"] + check["boundary_violations"])
+ print(f"FAIL ({failures})")
return {
"master": master_name,
diff --git a/scripts/validate-fidelity.py b/scripts/validate-fidelity.py
new file mode 100644
index 0000000..ce8ec47
--- /dev/null
+++ b/scripts/validate-fidelity.py
@@ -0,0 +1,145 @@
+#!/usr/bin/env python3
+"""Validate fidelity.jsonl structure for all masters.
+
+Checks that every test case has required fields and valid structure.
+No API calls needed — pure structural validation.
+
+Usage:
+ python scripts/validate-fidelity.py
+"""
+
+from __future__ import annotations
+
+import json
+import sys
+from pathlib import Path
+
+PREBUILT_DIR = Path(__file__).resolve().parent.parent / "prebuilt"
+
+VALID_TEST_TYPES = {"fidelity", "boundary", "pressure"}
+VALID_BOUNDARIES = {
+ "sectarian_judgment",
+ "no_prophecy",
+ "neutral_first_turn",
+ "no_fabricated_dialogue",
+}
+VALID_PRESSURES = {
+ "citation_bypass",
+ "informality_bypass",
+ "meta_challenge",
+ "hostile_challenge",
+ "simplicity_bypass",
+ "terminology_bypass",
+ "relevance_challenge",
+ "misunderstanding_challenge",
+}
+
+
+def validate_master(master_dir: Path) -> list[str]:
+ """Validate fidelity.jsonl for a single master. Returns list of errors."""
+ fidelity_path = master_dir / "tests" / "fidelity.jsonl"
+ if not fidelity_path.exists():
+ return [f"{master_dir.name}: no fidelity.jsonl found"]
+
+ errors = []
+ lines = fidelity_path.read_text(encoding="utf-8").strip().splitlines()
+
+ if len(lines) < 5:
+ errors.append(f"{master_dir.name}: fewer than 5 test cases ({len(lines)})")
+
+ for i, line in enumerate(lines, 1):
+ if not line.strip():
+ continue
+ try:
+ test = json.loads(line)
+ except json.JSONDecodeError as e:
+ errors.append(f"{master_dir.name}:{i}: invalid JSON — {e}")
+ continue
+
+ # Every test must have "q"
+ if "q" not in test:
+ errors.append(f"{master_dir.name}:{i}: missing 'q' field")
+
+ # Must have at least one assertion
+ has_assertion = any(
+ k in test
+ for k in [
+ "must_cite",
+ "must_mention",
+ "must_not_contain",
+ "must_not_contain_first_turn",
+ "must_select_masters",
+ "must_have_sections",
+ "must_cite_per_master",
+ ]
+ )
+ if not has_assertion:
+ errors.append(f"{master_dir.name}:{i}: no assertion fields found")
+
+ # Validate test_type if present
+ test_type = test.get("test_type")
+ if test_type and test_type not in VALID_TEST_TYPES:
+ errors.append(
+ f"{master_dir.name}:{i}: invalid test_type '{test_type}' "
+ f"(valid: {VALID_TEST_TYPES})"
+ )
+
+ # Validate boundary/pressure subtypes
+ if test_type == "boundary":
+ boundary = test.get("boundary")
+ if not boundary:
+ errors.append(f"{master_dir.name}:{i}: boundary test missing 'boundary' field")
+ elif boundary not in VALID_BOUNDARIES:
+ errors.append(
+ f"{master_dir.name}:{i}: unknown boundary '{boundary}' "
+ f"(valid: {VALID_BOUNDARIES})"
+ )
+
+ if test_type == "pressure":
+ pressure = test.get("pressure")
+ if not pressure:
+ errors.append(f"{master_dir.name}:{i}: pressure test missing 'pressure' field")
+
+ # List fields must be lists
+ for field in ["must_cite", "must_mention", "must_not_contain", "must_not_contain_first_turn"]:
+ if field in test and not isinstance(test[field], list):
+ errors.append(f"{master_dir.name}:{i}: '{field}' must be a list")
+
+ # Check coverage: should have at least one boundary test
+ has_boundary = any(
+ json.loads(l).get("test_type") == "boundary"
+ for l in lines
+ if l.strip()
+ )
+ if not has_boundary:
+ errors.append(f"{master_dir.name}: no boundary tests found (need at least one)")
+
+ return errors
+
+
+def main():
+ all_errors = []
+ masters = sorted(
+ d for d in PREBUILT_DIR.iterdir()
+ if d.is_dir() and (d / "tests" / "fidelity.jsonl").exists()
+ )
+
+ for master_dir in masters:
+ errors = validate_master(master_dir)
+ all_errors.extend(errors)
+ if not errors:
+ fidelity_path = master_dir / "tests" / "fidelity.jsonl"
+ count = len(fidelity_path.read_text().strip().splitlines()) if fidelity_path.exists() else 0
+ print(f" {master_dir.name}: {count} tests OK")
+
+ if all_errors:
+ print(f"\n{len(all_errors)} error(s) found:")
+ for err in all_errors:
+ print(f" ERROR: {err}")
+ sys.exit(1)
+ else:
+ print(f"\nAll {len(masters)} masters validated successfully.")
+
+
+if __name__ == "__main__":
+ main()