diff --git a/ai-plan/public/runtime-generator-boundary/todos/runtime-generator-boundary-tracking.md b/ai-plan/public/runtime-generator-boundary/todos/runtime-generator-boundary-tracking.md
index cf81840e..a0f8fb72 100644
--- a/ai-plan/public/runtime-generator-boundary/todos/runtime-generator-boundary-tracking.md
+++ b/ai-plan/public/runtime-generator-boundary/todos/runtime-generator-boundary-tracking.md
@@ -26,15 +26,31 @@ attributes, and leaked NuGet dependencies.
   `GFramework.Core.SourceGenerators.Abstractions` into its nuspec dependency graph.
 - Confirmed the two `[GenerateEnumExtensions]` usages inside `GFramework.Game` do not need generated output and can be
   removed outright.
+- Verified current PR review findings locally: the validator regex still missed standalone attributes, while the
+  `docs/zh-CN/contributing.md` generator-boundary text should be removed instead of repositioned because it is
+  maintainer-facing governance rather than reader-facing contribution guidance.
+- Added a Python regression test for standalone, parameterized, fully qualified, and multi-attribute declarations so
+  future validator edits cannot silently reintroduce the false negative.
+- Added comment-line filtering for the validator after the first regex fix started matching XML documentation examples
+  such as `/// [ContextAware]`, which would otherwise create false CI failures for reader-facing code comments.
 
 ## Validation Target
 
 - `python3 scripts/validate-runtime-generator-boundaries.py`
+- `python3 scripts/test_validate_runtime_generator_boundaries.py`
+- `python3 scripts/license-header.py --check`
 - `dotnet build GFramework.Game/GFramework.Game.csproj -c Release`
 - `dotnet build GFramework.Godot/GFramework.Godot.csproj -c Release`
 - `dotnet pack GFramework.sln -c Release -p:PackageVersion=<local>`
 
+## Latest Validation Result
+
+- `python3 scripts/test_validate_runtime_generator_boundaries.py` passed on 2026-05-05.
+- `python3 scripts/validate-runtime-generator-boundaries.py` passed on 2026-05-05.
+- `python3 scripts/license-header.py --check` passed on 2026-05-05.
+- `dotnet build GFramework.Game/GFramework.Game.csproj -c Release` passed on 2026-05-05 with 0 warnings and 0 errors.
+
 ## Next Recommended Resume Step
 
-Run the new boundary validator plus minimal Release build and pack validation, then inspect `GeWuYou.GFramework.Game`
-and transitive runtime packages to confirm no `SourceGenerators` dependency remains.
+Run the boundary validator, the new Python regression tests, and the minimal Release build/pack validation; then push
+the follow-up commit so the open PR review threads can be resolved against fresh CI.
diff --git a/ai-plan/public/runtime-generator-boundary/traces/runtime-generator-boundary-trace.md b/ai-plan/public/runtime-generator-boundary/traces/runtime-generator-boundary-trace.md
index 60ceb84c..ef1fa31f 100644
--- a/ai-plan/public/runtime-generator-boundary/traces/runtime-generator-boundary-trace.md
+++ b/ai-plan/public/runtime-generator-boundary/traces/runtime-generator-boundary-trace.md
@@ -17,5 +17,20 @@
   - `GFramework.Game` removes the generator abstractions project reference
   - `GFramework.Game` removes the two unused enum generator attributes
   - CI and publish workflows run a dedicated boundary validator script
+- PR review follow-up:
+  - verified CodeRabbit and Greptile findings against local source before acting on them
+  - accepted the validator regex finding because the original pattern missed standalone
+    `[GenerateEnumExtensions]` declarations in runtime code
+  - added comment-line filtering after the first regex repair surfaced false positives from XML documentation examples
+    such as `/// [ContextAware]`
+  - rejected the documentation reposition suggestion as stated and removed the
+    `代码生成器边界` block from `docs/zh-CN/contributing.md` because it documents internal governance rather than
+    reader-facing contributor guidance
+  - added a Python regression test covering standalone, parameterized, fully qualified, and multi-attribute matches
+- Validation milestone:
+  - `python3 scripts/test_validate_runtime_generator_boundaries.py` passed
+  - `python3 scripts/validate-runtime-generator-boundaries.py` passed
+  - `python3 scripts/license-header.py --check` passed
+  - `dotnet build GFramework.Game/GFramework.Game.csproj -c Release` passed with 0 warnings and 0 errors
 - Immediate next step:
-  - complete implementation and run Release build plus pack verification
+  - push the PR follow-up commit and resolve the remaining review threads
diff --git a/docs/zh-CN/contributing.md b/docs/zh-CN/contributing.md
index 1628bed1..ee760bcc 100644
--- a/docs/zh-CN/contributing.md
+++ b/docs/zh-CN/contributing.md
@@ -218,14 +218,6 @@ git push origin your-branch
 
 ### 命名规范
 
-### 代码生成器边界
-
-- 框架内部的运行时模块、抽象层模块和顶层元包不得依赖 `*.SourceGenerators*` 项目或包。
-- `GenerateEnumExtensions`、`ContextAware`、`GetModel`、`GetService` 等代码生成器 attribute 只允许出现在消费端项目、
-  生成器项目本身、专门验证生成器行为的测试项目，或明确用于演示生成器接入的示例中。
-- 如果某个运行时模块为了编译而需要引入生成器 attribute，说明模块边界已经漂移；应优先移除该 attribute 使用，而不是把
-  generator abstractions 暴露成新的运行时依赖。
-
 遵循 C# 标准命名约定：
 
 - **类、接口、方法**：PascalCase
diff --git a/scripts/test_validate_runtime_generator_boundaries.py b/scripts/test_validate_runtime_generator_boundaries.py
new file mode 100644
index 00000000..41899213
--- /dev/null
+++ b/scripts/test_validate_runtime_generator_boundaries.py
@@ -0,0 +1,63 @@
+#!/usr/bin/env python3
+# Copyright (c) 2025-2026 GeWuYou
+# SPDX-License-Identifier: Apache-2.0
+
+"""Regression tests for runtime/source-generator boundary validation."""
+
+from __future__ import annotations
+
+import importlib.util
+import sys
+import unittest
+from pathlib import Path
+
+
+MODULE_PATH = Path(__file__).resolve().parent / "validate-runtime-generator-boundaries.py"
+MODULE_SPEC = importlib.util.spec_from_file_location("validate_runtime_generator_boundaries", MODULE_PATH)
+if MODULE_SPEC is None or MODULE_SPEC.loader is None:
+    raise RuntimeError(f"Unable to load module spec from {MODULE_PATH}")
+
+validate_runtime_generator_boundaries = importlib.util.module_from_spec(MODULE_SPEC)
+sys.modules[MODULE_SPEC.name] = validate_runtime_generator_boundaries
+MODULE_SPEC.loader.exec_module(validate_runtime_generator_boundaries)
+
+
+class ValidateRuntimeGeneratorBoundariesTests(unittest.TestCase):
+    """Covers attribute matching edge cases that previously caused false negatives."""
+
+    def setUp(self) -> None:
+        self.patterns = validate_runtime_generator_boundaries.compile_attribute_patterns()
+
+    def test_matches_standalone_attribute(self) -> None:
+        pattern = self.patterns["GenerateEnumExtensions"]
+
+        self.assertIsNotNone(pattern.search("[GenerateEnumExtensions]"))
+
+    def test_matches_parameterized_attribute(self) -> None:
+        pattern = self.patterns["GenerateEnumExtensions"]
+
+        self.assertIsNotNone(pattern.search("[GenerateEnumExtensions(typeof(string))]"))
+
+    def test_matches_non_leading_attribute_in_attribute_list(self) -> None:
+        pattern = self.patterns["GenerateEnumExtensions"]
+
+        self.assertIsNotNone(pattern.search("[Serializable, GenerateEnumExtensions]"))
+
+    def test_matches_fully_qualified_attribute(self) -> None:
+        pattern = self.patterns["Priority"]
+
+        self.assertIsNotNone(
+            pattern.search("[global::GFramework.Core.SourceGenerators.Abstractions.Bases.PriorityAttribute(10)]")
+        )
+
+    def test_ignores_xml_doc_example_attribute(self) -> None:
+        text = "///     [ContextAware]\npublic interface IController;\n"
+        pattern = self.patterns["ContextAware"]
+        match = pattern.search(text)
+
+        self.assertIsNotNone(match)
+        self.assertTrue(validate_runtime_generator_boundaries.is_comment_attribute_match(text, match.start()))
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/scripts/validate-runtime-generator-boundaries.py b/scripts/validate-runtime-generator-boundaries.py
index 75924d66..f27e237e 100644
--- a/scripts/validate-runtime-generator-boundaries.py
+++ b/scripts/validate-runtime-generator-boundaries.py
@@ -40,8 +40,8 @@ FORBIDDEN_ATTRIBUTE_NAMES = (
     "GetService",
     "GetServices",
     "GetAll",
-    "Log",
-    "Priority",
+    "Log",  # GFramework.Core.SourceGenerators.Abstractions.Logging.LogAttribute
+    "Priority",  # GFramework.Core.SourceGenerators.Abstractions.Bases.PriorityAttribute
 )
 
 FORBIDDEN_PROJECT_REFERENCE_PREFIX = "GFramework."
@@ -145,8 +145,9 @@ def validate_project_references() -> list[Violation]:
 def compile_attribute_patterns() -> dict[str, re.Pattern[str]]:
     patterns: dict[str, re.Pattern[str]] = {}
     for attribute_name in FORBIDDEN_ATTRIBUTE_NAMES:
+        escaped_attribute_name = re.escape(attribute_name)
         patterns[attribute_name] = re.compile(
-            rf"\[(?P<body>[^\]]*?(?:^|[\s,(])(?:global::)?(?:[A-Za-z_][A-Za-z0-9_]*\.)*{attribute_name}(?:Attribute)?(?=[\s,)\]])[^\]]*)\]",
+            rf"\[[^\]]*(?:(?<=\[)|(?<=[\s,(]))(?:global::)?(?:[A-Za-z_][A-Za-z0-9_]*\.)*{escaped_attribute_name}(?:Attribute)?(?=\s*(?:\(|,|\]))[^\]]*\]",
             re.MULTILINE,
         )
 
@@ -157,6 +158,12 @@ def line_number_for_offset(text: str, offset: int) -> int:
     return text.count("\n", 0, offset) + 1
 
 
+def is_comment_attribute_match(text: str, offset: int) -> bool:
+    line_start = text.rfind("\n", 0, offset) + 1
+    line_prefix = text[line_start:offset].lstrip()
+    return line_prefix.startswith("///") or line_prefix.startswith("//") or line_prefix.startswith("/*") or line_prefix.startswith("*")
+
+
 def validate_source_attributes() -> list[Violation]:
     violations: list[Violation] = []
     patterns = compile_attribute_patterns()
@@ -173,6 +180,9 @@ def validate_source_attributes() -> list[Violation]:
             text = file_path.read_text(encoding="utf-8-sig")
             for attribute_name, pattern in patterns.items():
                 for match in pattern.finditer(text):
+                    if is_comment_attribute_match(text, match.start()):
+                        continue
+
                     line_number = line_number_for_offset(text, match.start())
                     relative_path = file_path.relative_to(REPO_ROOT)
                     violations.append(