diff --git a/.github/workflows/validate.yml b/.github/workflows/validate.yml
index c415be7..cf900ef 100644
--- a/.github/workflows/validate.yml
+++ b/.github/workflows/validate.yml
@@ -14,4 +14,4 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Validate note files
-        run: python -c "from pathlib import Path; notes=list(Path('.').rglob('*.md')); assert len(notes)>=2 and all(p.read_text(encoding='utf-8').strip() for p in notes)"
+        run: python scripts/validate_notes.py
diff --git "a/01-basics/01-\345\217\230\351\207\217\345\222\214\346\225\260\346\215\256\347\261\273\345\236\213.md" "b/01-basics/01-\345\217\230\351\207\217\345\222\214\346\225\260\346\215\256\347\261\273\345\236\213.md"
index b883ea4..f8d38ca 100644
--- "a/01-basics/01-\345\217\230\351\207\217\345\222\214\346\225\260\346\215\256\347\261\273\345\236\213.md"
+++ "b/01-basics/01-\345\217\230\351\207\217\345\222\214\346\225\260\346\215\256\347\261\273\345\236\213.md"
@@ -209,8 +209,9 @@ print("很高兴认识你！")
 # 获取出生年份
 birth_year = int(input("请输入你的出生年份："))
 
-# 计算年龄
-current_year = 2026
+# 使用当前年份计算年龄，避免示例过期
+from datetime import date
+current_year = date.today().year
 age = current_year - birth_year
 
 # 输出
diff --git a/README.md b/README.md
index 8c55cb0..24c6349 100644
--- a/README.md
+++ b/README.md
@@ -94,6 +94,14 @@ python-notes/
 - **GitHub:** [@DorianChn](https://github.com/DorianChn)
 - **Email:** 3671276527@qq.com
 
+## ✅ 本地验证
+
+```bash
+python scripts/validate_notes.py
+```
+
+该检查不需要第三方依赖，会验证笔记非空并检查仓库内的相对链接。
+
 ---
 
 <div align="center">
diff --git a/scripts/validate_notes.py b/scripts/validate_notes.py
new file mode 100644
index 0000000..6b0a1bd
--- /dev/null
+++ b/scripts/validate_notes.py
@@ -0,0 +1,45 @@
+"""Validate the learning-note collection without third-party dependencies."""
+
+from __future__ import annotations
+
+import re
+import sys
+from pathlib import Path
+from urllib.parse import unquote
+
+
+ROOT = Path(__file__).resolve().parents[1]
+LINK = re.compile(r"\[[^\]]+\]\(([^)]+)\)")
+
+
+def fail(message: str) -> None:
+    print(f"validation error: {message}", file=sys.stderr)
+    raise SystemExit(1)
+
+
+def main() -> None:
+    notes = sorted(ROOT.rglob("*.md"))
+    if len(notes) < 2:
+        fail(f"expected at least 2 Markdown files, found {len(notes)}")
+
+    for note in notes:
+        text = note.read_text(encoding="utf-8")
+        if not text.strip():
+            fail(f"empty note: {note.relative_to(ROOT)}")
+        for match in LINK.finditer(text):
+            target = unquote(match.group(1).split("#", 1)[0].strip())
+            if not target or target.startswith(("http://", "https://", "mailto:")):
+                continue
+            candidate = (note.parent / target).resolve()
+            try:
+                candidate.relative_to(ROOT)
+            except ValueError:
+                fail(f"link escapes repository: {note.relative_to(ROOT)} -> {target}")
+            if not candidate.exists():
+                fail(f"missing link: {note.relative_to(ROOT)} -> {target}")
+
+    print(f"validated {len(notes)} Markdown files and all relative links")
+
+
+if __name__ == "__main__":
+    main()