diff --git a/research/pdf_downloader/translate-news.py b/research/pdf_downloader/translate-news.py
new file mode 100644
index 0000000..6651183
--- /dev/null
+++ b/research/pdf_downloader/translate-news.py
@@ -0,0 +1,175 @@
+import time
+from typing import List, Tuple, Optional
+
+import pymysql
+import requests
+
+# ================== 配置区 ==================
+
+# 数据库配置
+DB_CONFIG = {
+    'host': '47.113.231.200',
+    'port': 28089,
+    'user': 'root',
+    'password': 'passok123A',
+    'database': 'dsp',
+    'charset': 'utf8mb4',
+    'autocommit': False  # 手动控制事务
+}
+
+# 翻译 API 地址（替换为你的服务器 IP 或域名）
+TRANSLATE_API_URL = "http://47.113.231.200:28081/translate"
+
+# 指定时间（格式：YYYY-MM-DD HH:MM:SS）
+LOADTIME_AFTER = "2026-01-16 10:40:00"
+
+# 目标站点列表
+TARGET_SRCNAMES = [
+    'http://www.rodong.rep.kp/ko/index.php?MUBAMUAxQA==',
+    'http://www.kcna.kp/kp/category/articles/q/5394b80bdae203fadef02522cfb578c0.kcmsf',
+    'https://energynow.com/category/press_releases/',
+    'https://www.fao.org/newsroom/en'  # 添加你的站点
+]
+
+# 单次请求间隔（秒），避免 API 被限流
+REQUEST_DELAY = 1
+
+# 最大文本长度（与 API 一致）
+MAX_TEXT_LENGTH = 5000
+
+
+def normalize_newlines(text: str) -> str:
+    """将 \r\n 和 \r 统一转换为 \n"""
+    if not text:
+        return text
+    return text.replace('\r\n', '\n').replace('\r', '\n')
+
+
+def translate_single(text: str, source_lang: str = "auto", target_lang: str = "zh") -> Optional[str]:
+    """翻译单段文本，失败返回 None"""
+    if not text or not text.strip():
+        return ""
+
+    payload = {
+        "text": text[:MAX_TEXT_LENGTH],
+        "source_lang": source_lang,
+        "target_lang": target_lang
+    }
+
+    try:
+        response = requests.post(TRANSLATE_API_URL, json=payload, timeout=10)
+        response.raise_for_status()
+        result = response.json()
+        return result.get("translated_text")
+    except Exception as e:
+        print(f"⚠️ 翻译失败: {e}")
+        return None
+
+
+def translate_content_with_paragraphs(content: str) -> str:
+    """
+    按段落翻译内容，支持容错：
+    - 某段失败 → 跳过该段（保留空行或原文）
+    - 返回拼接后的完整内容
+    """
+    if not content:
+        return ""
+
+    # 标准化换行符
+    content = normalize_newlines(content)
+    paragraphs = content.split('\n')
+    translated_paragraphs = []
+
+    for para in paragraphs:
+        if not para.strip():
+            # 保留空行
+            translated_paragraphs.append("")
+            continue
+
+        trans = translate_single(para)
+        if trans is None:
+            # 段落翻译失败：跳过该段（可选：保留原文或留空）
+            print(f"  ⚠️ 段落翻译失败，跳过: {para[:30]}...")
+            translated_paragraphs.append("")  # 或 append(para) 保留原文
+        else:
+            translated_paragraphs.append(trans)
+
+        time.sleep(REQUEST_DELAY)
+
+    return '\n'.join(translated_paragraphs)
+
+
+# ================== 数据库操作 ==================
+
+def update_record(cursor, es_sid: int, new_title: str, new_content: str):
+    update_query = """
+        UPDATE indeximos 
+        SET es_title = % s, es_content = % s 
+        WHERE es_sid = % s
+    """
+    cursor.execute(update_query, (new_title, new_content, es_sid))
+
+
+# ================== 主逻辑 ==================
+
+def main():
+    conn = pymysql.connect(**DB_CONFIG)
+    cursor = conn.cursor()
+
+    try:
+        placeholders = ','.join(['%s'] * len(TARGET_SRCNAMES))
+        query = f"""
+            SELECT es_sid, es_urltitle, es_urlcontent
+            FROM indeximos
+            WHERE es_loadtime > %s
+              AND (es_title IS NULL OR TRIM(es_title) = '')
+              AND es_srcname IN ({placeholders})
+              AND LENGTH(es_video) > 5
+        """
+        params = [LOADTIME_AFTER] + TARGET_SRCNAMES
+        cursor.execute(query, params)
+        records: List[Tuple] = cursor.fetchall()
+
+        total = len(records)
+        print(f"✅ 共找到 {total} 条待翻译记录")
+
+        if total == 0:
+            return
+
+        success_count = 0
+
+        for idx, (es_sid, urltitle, urlcontent) in enumerate(records, 1):
+            print(f"\n[{idx}/{total}] 处理 es_sid={es_sid}")
+            start_time = time.time()
+
+            # 翻译标题
+            title_trans = translate_single(urltitle) if urltitle else ""
+            if title_trans is None:
+                print("  → 标题翻译失败，跳过整条")
+                continue
+
+            # 翻译内容（按段落，容错）
+            content_trans = translate_content_with_paragraphs(urlcontent)
+
+            # 更新数据库
+            update_record(cursor, es_sid, title_trans, content_trans)
+            success_count += 1
+
+            elapsed = time.time() - start_time
+            print(f"  ✅ 翻译成功 | 耗时: {elapsed:.2f}s | 标题: {title_trans[:30]}...")
+
+            conn.commit()
+
+        print(f"\n🎉 完成！成功翻译 {success_count} / {total} 条记录")
+
+    except Exception as e:
+        conn.rollback()
+        print(f"❌ 发生错误: {e}")
+        raise
+    finally:
+        cursor.close()
+        conn.close()
+
+
+if __name__ == "__main__":
+    main()