diff --git a/pycon-kr-2024/videos/pycon-kr-2024-freedom-from-spam-junbeom-lee.json b/pycon-kr-2024/videos/pycon-kr-2024-freedom-from-spam-junbeom-lee.json
new file mode 100644
index 0000000..eedba5a
--- /dev/null
+++ b/pycon-kr-2024/videos/pycon-kr-2024-freedom-from-spam-junbeom-lee.json
@@ -0,0 +1,30 @@
+{
+  "copyright_text": null,
+  "title": "Everyone Deserves Freedom from Spam - Junbeom Lee [PyCon.KR 2024]",
+  "description": "Let's talk about the development story behind the AI-based spam blocking app, <Smart Spam Filter>.\n\nSolving real-world problems with \"AI\":\n\n0. Identifying the problem (Too much spam!)\n1. Building a service using LLMs\n2. Challenges encountered when using LLMs\n3. Solving the problem with a custom-trained model\n4. What solo developers need to operate an 'AI' service\n5. Essentials for building a sustainable AI service\n\nSpeaker Introduction:\nJunbeom Lee / Beomi\nResearcher in Korean Natural Language Processing. Developer of the \"Smart Spam Filter\" app. This year at PyCon, he shares his journey of building a service using both on-device LMs and LLMs.",
+  "channel_title": "PyCon Korea",
+  "publish_time": "20250104",
+  "thumbnail_url": "https://i.ytimg.com/vi/WVyx9JZAZYU/maxresdefault.jpg",
+  "duration": 2109,
+  "view_count": 65,
+  "language": "kor",
+  "recorded": "2024-10-26",
+  "speakers": [
+    "Junbeom Lee (Beomi)"
+  ],
+  "tags": [
+    "Artificial Intelligence"
+  ],
+  "related_urls": [
+    {
+      "label": "Everyone Deserves Freedom from Spam – PyCon Korea 2024",
+      "url": "https://2024.pycon.kr/session/SRKR79"
+    }
+  ],
+  "videos": [
+    {
+      "type": "youtube",
+      "url": "https://www.youtube.com/watch?v=WVyx9JZAZYU"
+    }
+  ]
+}
diff --git a/pycon-kr-2024/videos/pycon-kr-2024-from-zero-to-1-7k-stars-open-source-dongkyu-kim.json b/pycon-kr-2024/videos/pycon-kr-2024-from-zero-to-1-7k-stars-open-source-dongkyu-kim.json
index 72d7ec1..a339c06 100644
--- a/pycon-kr-2024/videos/pycon-kr-2024-from-zero-to-1-7k-stars-open-source-dongkyu-kim.json
+++ b/pycon-kr-2024/videos/pycon-kr-2024-from-zero-to-1-7k-stars-open-source-dongkyu-kim.json
@@ -14,7 +14,7 @@
     "Dongkyu Kim"
   ],
   "tags": ["open source", "community"],
-  "thumbnail_url": "https://i.ytimg.com/vi_webp/xnYFgCvyff4/maxresdefault.webp",
+  "thumbnail_url": "https://i.ytimg.com/vi/xnYFgCvyff4/maxresdefault.jpg",
   "title": "Open Source Project – From 0 Lines of Code to 1.7k GitHub Stars - Dongkyu Kim [PyCon Korea 2024]",
   "videos": [
     {
diff --git a/pycon-kr-2024/videos/pycon-kr-2024-keynote-python-technology-community-kwonhan-bae.json b/pycon-kr-2024/videos/pycon-kr-2024-keynote-python-technology-community-kwonhan-bae.json
new file mode 100644
index 0000000..8ba52ec
--- /dev/null
+++ b/pycon-kr-2024/videos/pycon-kr-2024-keynote-python-technology-community-kwonhan-bae.json
@@ -0,0 +1,25 @@
+{
+  "copyright_text": null,
+  "description": "This keynote explores Python's journey: from being a simple technology to becoming a human-centered community.\n\nLanguage: Korean\n\nSpeaker Introduction:\nKwonhan Bae\n\nIn this keynote, Kwonhan Bae shares reflections on how Python evolves beyond a programming language into a community that values people, collaboration, and growth.",
+  "duration": 2014,
+  "language": "kor",
+  "recorded": "2024-10-27",
+  "related_urls": [
+    {
+      "label": "Keynote: Python – From Technology to Community and Humanity – PyCon Korea 2024",
+      "url": "https://2024.pycon.kr/session/F8DTZW"
+    }
+  ],
+  "speakers": [
+    "Kwonhan Bae"
+  ],
+  "tags": [],
+  "thumbnail_url": "https://i.ytimg.com/vi/or-VFMgWBMw/maxresdefault.jpg",
+  "title": "Keynote: Python – From Technology to Community and Humanity - Kwonhan Bae [PyCon.KR 2024]",
+  "videos": [
+    {
+      "type": "youtube",
+      "url": "https://www.youtube.com/watch?v=or-VFMgWBMw"
+    }
+  ]
+}