Remove redundant Unicode escape and unused loop variable

Co-authored-by: TheLovinator1 <4153203+TheLovinator1@users.noreply.github.com>

.gitignore

@@ -1 +1,6 @@
 articles/ArticleMenu.json
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+.Python

README.md

@@ -11,6 +11,7 @@ Stay updated with the latest Wuthering Waves news through these RSS feeds:
 
 ## Articles
 
+- [Tidal Photography: Capture Your Action Highlights of Resonators!](https://wutheringwaves.kurogames.com/en/main/news/detail/3532) [[json]](articles/3532.json)
 - [[Freeze Frame: Action Highlights] Combat Photography Event](https://wutheringwaves.kurogames.com/en/main/news/detail/3523) [[json]](articles/3523.json)
 - [[Absolute Pulsation] Featured Weapon Convene: Boosted Drop Rate for Blazing Justice](https://wutheringwaves.kurogames.com/en/main/news/detail/3516) [[json]](articles/3516.json)
 - [[Between Light and Shadow] Featured Resonator Convene: Boosted Drop Rate for Zani](https://wutheringwaves.kurogames.com/en/main/news/detail/3509) [[json]](articles/3509.json)

articles/3532.json

@@ -0,0 +1,14 @@
+{
+  "articleContent": "<div>\n<div>\n<div data-zone-id=\"0\" data-line-index=\"0\" data-line=\"true\">\n<div>\n<div data-zone-id=\"0\" data-line-index=\"0\" data-line=\"true\">Freeze Frame: Action Highlights - Combat Photography Event is now underway!</div>\n</div>\n</div>\n<div data-zone-id=\"0\" data-line-index=\"0\" data-line=\"true\">Capture Resonators' exhilarating moments during combat with your camera!</div>\n<div data-zone-id=\"0\" data-line-index=\"1\" data-line=\"true\">&nbsp;</div>\n<div data-zone-id=\"0\" data-line-index=\"2\" data-line=\"true\">✦Duration✦</div>\n<div data-zone-id=\"0\" data-line-index=\"3\" data-line=\"true\">From now until 2025-11-19 23:59 (UTC+8)</div>\n<div data-zone-id=\"0\" data-line-index=\"4\" data-line=\"true\">&nbsp;</div>\n<div data-zone-id=\"0\" data-line-index=\"5\" data-line=\"true\">✦How to Submit✦</div>\n<div data-zone-id=\"0\" data-line-index=\"6\" data-line=\"true\">You can submit your work in the following ways:</div>\n<div data-zone-id=\"0\" data-line-index=\"7\" data-line=\"true\">1. Use the [Settings - Camera] feature in Wuthering Waves or take a screenshot to capture in-game footage. Apply your preferred filter and frame the Resonators' battle moments.</div>\n<div data-zone-id=\"0\" data-line-index=\"8\" data-line=\"true\">2. Join the \"Freeze Frame: Action Highlights\" Combat Photography Event. Choose your desired Resonator and use the Slow Motion Gadget to capture their battle scenes.</div>\n<div data-zone-id=\"0\" data-line-index=\"9\" data-line=\"true\">Post your work with both hashtags #WutheringWaves and #WuWaMoment included and join the event.</div>\n<div data-zone-id=\"0\" data-line-index=\"10\" data-line=\"true\">&nbsp;</div>\n<div data-zone-id=\"0\" data-line-index=\"11\" data-line=\"true\">✦Rewards✦</div>\n<div data-zone-id=\"0\" data-line-index=\"12\" data-line=\"true\">We'll select winners based on the quality and statistics of the entries. Winners will receive Astrites and cash incentives!</div>\n<div data-zone-id=\"0\" data-line-index=\"13\" data-line=\"true\">&nbsp;</div>\n<div data-zone-id=\"0\" data-line-index=\"14\" data-line=\"true\">Check the image for more detailed info and proceed to submit: https://forms.gle/8foXGMp3p9pzj1Tb9</div>\n<div data-zone-id=\"0\" data-line-index=\"14\" data-line=\"true\">&nbsp;</div>\n<div data-zone-id=\"0\" data-line-index=\"14\" data-line=\"true\"><img style=\"display: block; margin-left: auto; margin-right: auto;\" src=\"https://hw-media-cdn-mingchao.kurogame.com/object/1761667200000/e6ytovb1kgx824jkwo-1761735233381.jpg\" width=\"800\" data-media-source=\"production_G152_en\" data-desc=\"succ\"></div>\n<div data-zone-id=\"0\" data-line-index=\"14\" data-line=\"true\">&nbsp;</div>\n<div data-zone-id=\"0\" data-line-index=\"14\" data-line=\"true\">&nbsp;</div>\n</div>\n</div>",
+  "articleId": 3532,
+  "articleTitle": "Tidal Photography: Capture Your Action Highlights of Resonators!",
+  "articleType": 58,
+  "articleTypeName": "Notice",
+  "endTime": "2099-01-01 00:00:00",
+  "gameId": "G152-en",
+  "startTime": "2025-10-30 12:00:00",
+  "articleDesc": "",
+  "createTime": "2025-10-29 18:55:04",
+  "suggestCover": "",
+  "top": 0
+}

articles_all.xml

@@ -4,7 +4,7 @@
     <link href="https://wutheringwaves.kurogames.com/en/main/news/" rel="alternate" type="text/html"/>
     <link href="https://raw.githubusercontent.com/TheLovinator1/wutheringwaves/refs/heads/master/articles_all.xml" rel="self" type="application/atom+xml"/>
     <id>urn:wutheringwaves:feed</id>
-    <updated>2025-10-29T16:18:48+00:00</updated>
+    <updated>2025-10-29T18:55:04+00:00</updated>
     <subtitle>Latest articles from Wuthering Waves</subtitle>
     <icon>https://raw.githubusercontent.com/TheLovinator1/wutheringwaves/refs/heads/master/logo.png</icon>
     <logo>https://raw.githubusercontent.com/TheLovinator1/wutheringwaves/refs/heads/master/logo.png</logo>
@@ -16,6 +16,39 @@
         <uri>https://wutheringwaves.kurogames.com</uri>
     </author>
     
+                <entry>
+                    <id>urn:article:3532</id>
+                    <title>Tidal Photography: Capture Your Action Highlights of Resonators!</title>
+                    <link href="https://wutheringwaves.kurogames.com/en/main/news/detail/3532" rel="alternate" type="text/html"/>
+                    <content type="html"><![CDATA[<p>Freeze Frame: Action Highlights - Combat Photography Event is now underway!</p>
+<p>Capture Resonators&#39; exhilarating moments during combat with your camera!</p>
+<h1>Duration</h1>
+<p>From now until 2025-11-19 23:59 (UTC+8)</p>
+<h1>How to Submit</h1>
+<p>You can submit your work in the following ways:</p>
+<ol>
+<li>
+<p>Use the [Settings - Camera] feature in Wuthering Waves or take a screenshot to capture in-game footage. Apply your preferred filter and frame the Resonators&#39; battle moments.</p>
+</li>
+<li>
+<p>Join the &#34;Freeze Frame: Action Highlights&#34; Combat Photography Event. Choose your desired Resonator and use the Slow Motion Gadget to capture their battle scenes.</p>
+</li>
+</ol>
+<p>Post your work with both hashtags #WutheringWaves and #WuWaMoment included and join the event.</p>
+<h1>Rewards</h1>
+<p>We&#39;ll select winners based on the quality and statistics of the entries. Winners will receive Astrites and cash incentives!</p>
+<p>Check the image for more detailed info and proceed to submit: https://forms.gle/8foXGMp3p9pzj1Tb9</p>
+<p><img alt="" src="https://hw-media-cdn-mingchao.kurogame.com/object/1761667200000/e6ytovb1kgx824jkwo-1761735233381.jpg" /></p>]]></content>
+                    <published>2025-10-29T18:55:04+00:00</published>
+                    <updated>2025-10-29T18:55:04+00:00</updated>
+                    <category term="Notice"/>
+                    <author>
+                        <name>Wuthering Waves</name>
+                        <email>wutheringwaves_ensupport@kurogames.com</email>
+                        <uri>https://wutheringwaves.kurogames.com</uri>
+                    </author>
+                </entry>
+        
                 <entry>
                     <id>urn:article:3523</id>
                     <title>[Freeze Frame: Action Highlights] Combat Photography Event</title>

articles_latest.xml

@@ -4,7 +4,7 @@
     <link href="https://wutheringwaves.kurogames.com/en/main/news/" rel="alternate" type="text/html"/>
     <link href="https://raw.githubusercontent.com/TheLovinator1/wutheringwaves/refs/heads/master/articles_latest.xml" rel="self" type="application/atom+xml"/>
     <id>urn:wutheringwaves:feed</id>
-    <updated>2025-10-29T16:18:48+00:00</updated>
+    <updated>2025-10-29T18:55:04+00:00</updated>
     <subtitle>Latest articles from Wuthering Waves</subtitle>
     <icon>https://raw.githubusercontent.com/TheLovinator1/wutheringwaves/refs/heads/master/logo.png</icon>
     <logo>https://raw.githubusercontent.com/TheLovinator1/wutheringwaves/refs/heads/master/logo.png</logo>
@@ -16,6 +16,39 @@
         <uri>https://wutheringwaves.kurogames.com</uri>
     </author>
     
+                <entry>
+                    <id>urn:article:3532</id>
+                    <title>Tidal Photography: Capture Your Action Highlights of Resonators!</title>
+                    <link href="https://wutheringwaves.kurogames.com/en/main/news/detail/3532" rel="alternate" type="text/html"/>
+                    <content type="html"><![CDATA[<p>Freeze Frame: Action Highlights - Combat Photography Event is now underway!</p>
+<p>Capture Resonators&#39; exhilarating moments during combat with your camera!</p>
+<h1>Duration</h1>
+<p>From now until 2025-11-19 23:59 (UTC+8)</p>
+<h1>How to Submit</h1>
+<p>You can submit your work in the following ways:</p>
+<ol>
+<li>
+<p>Use the [Settings - Camera] feature in Wuthering Waves or take a screenshot to capture in-game footage. Apply your preferred filter and frame the Resonators&#39; battle moments.</p>
+</li>
+<li>
+<p>Join the &#34;Freeze Frame: Action Highlights&#34; Combat Photography Event. Choose your desired Resonator and use the Slow Motion Gadget to capture their battle scenes.</p>
+</li>
+</ol>
+<p>Post your work with both hashtags #WutheringWaves and #WuWaMoment included and join the event.</p>
+<h1>Rewards</h1>
+<p>We&#39;ll select winners based on the quality and statistics of the entries. Winners will receive Astrites and cash incentives!</p>
+<p>Check the image for more detailed info and proceed to submit: https://forms.gle/8foXGMp3p9pzj1Tb9</p>
+<p><img alt="" src="https://hw-media-cdn-mingchao.kurogame.com/object/1761667200000/e6ytovb1kgx824jkwo-1761735233381.jpg" /></p>]]></content>
+                    <published>2025-10-29T18:55:04+00:00</published>
+                    <updated>2025-10-29T18:55:04+00:00</updated>
+                    <category term="Notice"/>
+                    <author>
+                        <name>Wuthering Waves</name>
+                        <email>wutheringwaves_ensupport@kurogames.com</email>
+                        <uri>https://wutheringwaves.kurogames.com</uri>
+                    </author>
+                </entry>
+        
                 <entry>
                     <id>urn:article:3523</id>
                     <title>[Freeze Frame: Action Highlights] Combat Photography Event</title>
@@ -1322,43 +1355,4 @@
                     </author>
                 </entry>
         
-                <entry>
-                    <id>urn:article:3387</id>
-                    <title>[Absolute Pulsation] Featured Weapon Convene: Boosted Drop Rate for Lux &amp; Umbra</title>
-                    <link href="https://wutheringwaves.kurogames.com/en/main/news/detail/3387" rel="alternate" type="text/html"/>
-                    <content type="html"><![CDATA[<p><img alt="" src="https://hw-media-cdn-mingchao.kurogame.com/object/1759680000000/twbimhh2yaz2tgy8ho-1759735717268.jpg" /></p>
-<p>During the event, 5-Star Weapon: Lux &amp; Umbra, 4-Star Weapons: Novaburst, Helios Cleaver, and Fusion Accretion receive boosted drop rates!</p>
-<h1>Duration</h1>
-<p>Version 2.7 update - 2025-10-30 09:59 (server time)</p>
-<h1>Eligibility</h1>
-<p>Reach Union Level 8 or complete the combat trial in &#34;&#34;First Resonance&#34;&#34; and activate the Convene function.</p>
-<h1>Convene Rules</h1>
-<ul>
-<li>
-<p>[Absolute Pulsation] is a Featured Weapon Convene event banner.</p>
-</li>
-<li>
-<p>Use Forging Tide to Convene. You are guaranteed at least one 4-Star or higher rarity Resonator or Weapon every 10 attempts.</p>
-</li>
-<li>
-<p>The guarantee count is shared among all Featured Weapon Convene events and is carried over until a 5-Star Weapon is obtained.</p>
-</li>
-<li>
-<p>The 5-Star Weapon you Convene is guaranteed to be Lux &amp; Umbra.</p>
-</li>
-<li>
-<p>Featured Weapon Lux &amp; Umbra is exclusive to the Featured Weapon Convene and will not be available by other means once the event ends.</p>
-</li>
-</ul>
-<p><em>For more details, please refer to the in-game Convene page.</em></p>]]></content>
-                    <published>2025-10-06T15:28:59+00:00</published>
-                    <updated>2025-10-06T15:28:59+00:00</updated>
-                    <category term="Notice"/>
-                    <author>
-                        <name>Wuthering Waves</name>
-                        <email>wutheringwaves_ensupport@kurogames.com</email>
-                        <uri>https://wutheringwaves.kurogames.com</uri>
-                    </author>
-                </entry>
-        
 </feed>

html/3532.html

@@ -0,0 +1,45 @@
+<p>
+ Freeze Frame: Action Highlights - Combat Photography Event is now underway!
+</p>
+<p>
+ Capture Resonators' exhilarating moments during combat with your camera!
+</p>
+<h1>
+ Duration
+</h1>
+<p>
+ From now until 2025-11-19 23:59 (UTC+8)
+</p>
+<h1>
+ How to Submit
+</h1>
+<p>
+ You can submit your work in the following ways:
+</p>
+<ol>
+ <li>
+  <p>
+   Use the [Settings - Camera] feature in Wuthering Waves or take a screenshot to capture in-game footage. Apply your preferred filter and frame the Resonators' battle moments.
+  </p>
+ </li>
+ <li>
+  <p>
+   Join the "Freeze Frame: Action Highlights" Combat Photography Event. Choose your desired Resonator and use the Slow Motion Gadget to capture their battle scenes.
+  </p>
+ </li>
+</ol>
+<p>
+ Post your work with both hashtags #WutheringWaves and #WuWaMoment included and join the event.
+</p>
+<h1>
+ Rewards
+</h1>
+<p>
+ We'll select winners based on the quality and statistics of the entries. Winners will receive Astrites and cash incentives!
+</p>
+<p>
+ Check the image for more detailed info and proceed to submit: https://forms.gle/8foXGMp3p9pzj1Tb9
+</p>
+<p>
+ <img alt="" src="https://hw-media-cdn-mingchao.kurogame.com/object/1761667200000/e6ytovb1kgx824jkwo-1761735233381.jpg"/>
+</p>

scrape.py

@@ -14,7 +14,6 @@ import aiofiles
 import httpx
 import markdown
 import mdformat
-from bs4 import BeautifulSoup
 from markdownify import MarkdownConverter  # pyright: ignore[reportMissingTypeStubs]
 from markupsafe import Markup, escape
 
@@ -28,6 +27,36 @@ logging.basicConfig(
 
 logger: logging.Logger = logging.getLogger("wutheringwaves")
 
+# Compile regex patterns for better performance
+DISCORD_LINK_PATTERN = re.compile(r'\[([^\]]+)\]\((https?://[^\s)]+) "\2"\)')
+SQUARE_BRACKETS_PATTERN = re.compile(r"^\s*\[([^\]]+)\]\s*$", re.MULTILINE)
+BALL_PATTERN = re.compile(r"●\s*(.*?)\n", re.MULTILINE)
+REFERENCE_MARK_PATTERN = re.compile(r"^\s*※\s*(\S.*?)\s*$", re.MULTILINE)
+ESCAPED_STAR_PATTERN = re.compile(r"\\\*(.*)", re.MULTILINE)
+NON_BREAKING_SPACE_PATTERN = re.compile(r"[\xa0\u2002\u2003\u2009]")  # Various nbsp characters
+EMPTY_CODE_BLOCK_PATTERN = re.compile(r"```[ \t]*\n[ \t]*\n```")
+
+# Circled number patterns - precompile for better performance
+CIRCLED_NUMBERS = {
+    "①": ("1", re.compile(r"^\s*①\s*(.*?)\s*$", re.MULTILINE)),
+    "②": ("2", re.compile(r"^\s*②\s*(.*?)\s*$", re.MULTILINE)),
+    "③": ("3", re.compile(r"^\s*③\s*(.*?)\s*$", re.MULTILINE)),
+    "④": ("4", re.compile(r"^\s*④\s*(.*?)\s*$", re.MULTILINE)),
+    "⑤": ("5", re.compile(r"^\s*⑤\s*(.*?)\s*$", re.MULTILINE)),
+    "⑥": ("6", re.compile(r"^\s*⑥\s*(.*?)\s*$", re.MULTILINE)),
+    "⑦": ("7", re.compile(r"^\s*⑦\s*(.*?)\s*$", re.MULTILINE)),
+    "⑧": ("8", re.compile(r"^\s*⑧\s*(.*?)\s*$", re.MULTILINE)),
+    "⑨": ("9", re.compile(r"^\s*⑨\s*(.*?)\s*$", re.MULTILINE)),
+    "⑩": ("10", re.compile(r"^\s*⑩\s*(.*?)\s*$", re.MULTILINE)),
+}
+
+# Markdown converter instance - reuse instead of creating for each article
+MARKDOWN_CONVERTER = MarkdownConverter(
+    heading_style="ATX",
+    strip=["pre", "code"],
+)
+
+
 
 async def fetch_json(url: str, client: httpx.AsyncClient) -> dict[Any, Any] | None:
     """Fetch JSON data from a URL.
@@ -325,13 +354,7 @@ def format_discord_links(md: str) -> str:
 
     # Before: [Link](https://example.com "Link")
     # After: [Link](https://example.com)
-    formatted_links_md: str = re.sub(
+    return DISCORD_LINK_PATTERN.sub(repl, md)
-        pattern=r'\[([^\]]+)\]\((https?://[^\s)]+) "\2"\)',
-        repl=repl,
-        string=md,
-    )
-
-    return formatted_links_md
 
 
 def handle_stars(text: str) -> str:
@@ -411,91 +434,38 @@ def generate_atom_feed(articles: list[dict[Any, Any]], file_name: str) -> str:
         if not article_content:
             article_content = article_title
 
-        converter: MarkdownConverter = MarkdownConverter(
+        article_content_converted = str(MARKDOWN_CONVERTER.convert(article_content).strip())  # type: ignore  # noqa: PGH003
-            heading_style="ATX",
-            strip=["pre", "code"],
-        )
-        article_content_converted = str(converter.convert(article_content).strip())  # type: ignore  # noqa: PGH003
 
         if not article_content_converted:
             msg: str = f"Article content is empty for article ID: {article_id}"
             logger.warning(msg)
             article_content_converted = "No content available"
 
-        # Remove non-breaking spaces
+        # Combine non-breaking space replacements in one pass
-        xa0_removed: str = re.sub(
+        content = NON_BREAKING_SPACE_PATTERN.sub(" ", article_content_converted)
-            r"\xa0", " ", article_content_converted
-        )  # Replace non-breaking spaces with regular spaces
         
-        # Replace non-breaking spaces with regular spaces
+        # Remove empty code blocks
-        non_breaking_space_removed: str = xa0_removed.replace(
+        content = EMPTY_CODE_BLOCK_PATTERN.sub("", content)
-            " ",  # noqa: RUF001
-            " ",
-        )
-
-        # Remove code blocks that has only spaces and newlines inside them
-        empty_code_block_removed: str = re.sub(
-            pattern=r"```[ \t]*\n[ \t]*\n```",
-            repl="",
-            string=non_breaking_space_removed,  # type: ignore  # noqa: PGH003
-        )
         
         # [How to Update] should be # How to Update
-        square_brackets_converted: str = re.sub(
+        content = SQUARE_BRACKETS_PATTERN.sub(r"# \1", content)
-            pattern=r"^\s*\[([^\]]+)\]\s*$",
-            repl=r"# \1",
-            string=empty_code_block_removed,  # type: ignore  # noqa: PGH003
-            flags=re.MULTILINE,
-        )
         
-        stars_converted: str = handle_stars(square_brackets_converted)
+        content = handle_stars(content)
         
-        # If `● Word` is in the content, replace it `## Word` instead with regex
+        # If `● Word` is in the content, replace it `## Word` instead
-        ball_converted: str = re.sub(
+        content = BALL_PATTERN.sub(r"\n\n## \1\n\n", content)
-            pattern=r"●\s*(.*?)\n",
-            repl=r"\n\n## \1\n\n",
-            string=stars_converted,
-            flags=re.MULTILINE,
-        )
         
-        # If `※ Word` is in the content, replace it `* word * ` instead with regex
+        # If `※ Word` is in the content, replace it `* word * ` instead
-        reference_mark_converted: str = re.sub(
+        content = REFERENCE_MARK_PATTERN.sub(r"\n\n*\1*\n\n", content)
-            pattern=r"^\s*※\s*(\S.*?)\s*$",
-            repl=r"\n\n*\1*\n\n",
-            string=ball_converted,
-            flags=re.MULTILINE,
-        )
         
-        # Replace circled Unicode numbers (①-⑳) with plain numbered text (e.g., "1. ", "2. ", ..., "20. ")
+        # Replace circled Unicode numbers with plain numbered text (using precompiled patterns)
-        number_symbol: dict[str, str] = {
+        for number, pattern in CIRCLED_NUMBERS.values():
-            "①": "1",
+            content = pattern.sub(rf"\n\n{number}. \1\n\n", content)
-            "②": "2",
-            "③": "3",
-            "④": "4",
-            "⑤": "5",
-            "⑥": "6",
-            "⑦": "7",
-            "⑧": "8",
-            "⑨": "9",
-            "⑩": "10",
-        }
-        for symbol, number in number_symbol.items():
-            reference_mark_converted = re.sub(
-                pattern=rf"^\s*{re.escape(symbol)}\s*(.*?)\s*$",
-                repl=rf"\n\n{number}. \1\n\n",
-                string=reference_mark_converted,
-                flags=re.MULTILINE,
-            )
         
-        space_before_star_added: str = re.sub(
+        content = ESCAPED_STAR_PATTERN.sub(r"* \1", content)
-            pattern=r"\\\*(.*)",
-            repl=r"* \1",
-            string=reference_mark_converted,
-            flags=re.MULTILINE,
-        )
 
         markdown_formatted: str = mdformat.text(  # type: ignore  # noqa: PGH003
-            space_before_star_added,
+            content,
             options={
                 "number": True,  # Allow 1., 2., 3. numbering
             },
@@ -556,7 +526,7 @@ def generate_atom_feed(articles: list[dict[Any, Any]], file_name: str) -> str:
         html_file: Path = html_dir / f"{article_id}.html"
         if not html_file.is_file():
             with html_file.open("w", encoding="utf-8") as f:
-                f.write(str(BeautifulSoup(html, "html.parser").prettify()))
+                f.write(html)
             logger.info("Saved HTML for article %s to %s", article_id, html_file)
 
             # Set the file timestamp
@@ -588,7 +558,30 @@ def generate_atom_feed(articles: list[dict[Any, Any]], file_name: str) -> str:
     return atom_feed
 
 
-def create_atom_feeds(output_dir: Path) -> None:
+def load_all_articles(output_dir: Path) -> list[dict[Any, Any]]:
+    """Load all article JSON files from the output directory.
+    
+    Args:
+        output_dir (Path): The directory containing article JSON files.
+        
+    Returns:
+        list[dict[Any, Any]]: List of article data dictionaries.
+    """
+    articles: list[dict[Any, Any]] = []
+    for file in output_dir.glob("*.json"):
+        if file.stem == "ArticleMenu":
+            continue
+        with file.open("r", encoding="utf-8") as f:
+            try:
+                article_data: dict[Any, Any] = json.load(f)
+                articles.append(article_data)
+            except json.JSONDecodeError:
+                logger.exception("Error decoding JSON from %s", file)
+                continue
+    return articles
+
+
+def create_atom_feeds(articles: list[dict[Any, Any]], output_dir: Path) -> None:
     """Create Atom feeds for the articles.
 
     Current feeds are:
@@ -596,28 +589,16 @@ def create_atom_feeds(output_dir: Path) -> None:
         - All articles
 
     Args:
+        articles (list[dict[Any, Any]]): List of article data.
         output_dir (Path): The directory to save the RSS feed files.
 
     """
-    menu_data: list[dict[Any, Any]] = []
+    if not articles:
-    # Load data from all the articles
+        logger.error("Can't create Atom feeds, no articles provided")
-    for file in output_dir.glob("*.json"):
-        if file.stem == "ArticleMenu":
-            continue
-        with file.open("r", encoding="utf-8") as f:
-            try:
-                article_data: dict[Any, Any] = json.load(f)
-                menu_data.append(article_data)
-            except json.JSONDecodeError:
-                logger.exception("Error decoding JSON from %s", file)
-                continue
-
-    if not menu_data:
-        logger.error("Can't create Atom feeds, no articles found in %s", output_dir)
         return
 
     articles_sorted: list[dict[Any, Any]] = sorted(
-        menu_data,
+        articles,
         key=lambda x: get_file_timestamp(x.get("createTime", "")),
         reverse=True,
     )
@@ -803,9 +784,12 @@ async def main() -> Literal[1, 0]:
         else:
             logger.info("No new articles to download")
 
+    # Load all articles once for efficient processing
+    all_articles = load_all_articles(output_dir)
+    
     add_data_to_articles(menu_data, output_dir)
     add_articles_to_readme(menu_data)
-    create_atom_feeds(output_dir)
+    create_atom_feeds(all_articles, output_dir)
     batch_process_timestamps(menu_data, output_dir)
 
     logger.info("Script finished. Articles are in the '%s' directory.", output_dir)