🐦 Twitter Post Details

Viewing enriched Twitter post

@llama_index

Introducing LlamaIndex Classify: Rules-Based Document Classification Made Simple Learn how to automatically classify your documents with LlamaIndex's newest beta feature! In this quick demo, Laurie walks through the Classify service - a powerful tool for preprocessing documents in your AI workflows. What you'll learn: ➡️ How to set up classification rules for different document types ➡️ Using built-in templates (like resumes) and creating custom rules ➡️ Classifying documents through both the UI and programmatically with Python ➡️ Getting confidence scores and reasoning for each classification ➡️ Optimizing performance by parsing only the first few pages Demo includes: ✅ Live classification of resumes vs 10-K financial filings ✅ Step-by-step API setup with LlamaCloud ✅ Python code examples and best practices ✅ Real confidence scores and classification reasoning Check out the demo notebook: https://t.co/9vpT0GIXsS Or the full documentation: https://t.co/ZCFHZp0GeR Or dive into LlamaCloud right away: https://t.co/yQGTiRSNvj

Media 2
Media 3
View on Twitter

📊 Media Metadata

{
  "media": [
    {
      "type": "video",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1963263366086172719/media_0.mp4?",
      "filename": "media_0.mp4"
    },
    {
      "type": "photo",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1963263366086172719/media_1.png?",
      "filename": "media_1.png"
    },
    {
      "type": "photo",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1963263366086172719/media_2.png?",
      "filename": "media_2.png"
    }
  ],
  "processed_at": "2025-09-06T21:16:32.323038",
  "pipeline_version": "2.0"
}

🔧 Raw API Response

{
  "type": "tweet",
  "id": "1963263366086172719",
  "url": "https://x.com/llama_index/status/1963263366086172719",
  "twitterUrl": "https://twitter.com/llama_index/status/1963263366086172719",
  "text": "Introducing LlamaIndex Classify: Rules-Based Document Classification Made Simple\n\nLearn how to automatically classify your documents with LlamaIndex's newest beta feature! In this quick demo, Laurie walks through the Classify service - a powerful tool for preprocessing documents in your AI workflows.\n\nWhat you'll learn:\n\n➡️ How to set up classification rules for different document types\n➡️ Using built-in templates (like resumes) and creating custom rules\n➡️ Classifying documents through both the UI and programmatically with Python\n➡️ Getting confidence scores and reasoning for each classification\n➡️ Optimizing performance by parsing only the first few pages\n\nDemo includes:\n✅ Live classification of resumes vs 10-K financial filings\n✅ Step-by-step API setup with LlamaCloud\n✅ Python code examples and best practices\n✅ Real confidence scores and classification reasoning\n\nCheck out the demo notebook:\nhttps://t.co/9vpT0GIXsS\n\nOr the full documentation:\nhttps://t.co/ZCFHZp0GeR\n\nOr dive into LlamaCloud right away:\nhttps://t.co/yQGTiRSNvj",
  "source": "Twitter for iPhone",
  "retweetCount": 2,
  "replyCount": 0,
  "likeCount": 12,
  "quoteCount": 2,
  "viewCount": 5858,
  "createdAt": "Wed Sep 03 15:30:36 +0000 2025",
  "lang": "en",
  "bookmarkCount": 8,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "1963263366086172719",
  "displayTextRange": [
    0,
    280
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "llama_index",
    "url": "https://x.com/llama_index",
    "twitterUrl": "https://twitter.com/llama_index",
    "id": "1604278358296055808",
    "name": "LlamaIndex 🦙",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1623505166996742144/n-PNQGgd_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/1604278358296055808/1752258343",
    "description": "",
    "location": "",
    "followers": 101305,
    "following": 28,
    "status": "",
    "canDm": false,
    "canMediaTag": true,
    "createdAt": "Sun Dec 18 00:52:44 +0000 2022",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 1433,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 1714,
    "statusesCount": 3545,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "1958564769188978822"
    ],
    "profile_bio": {
      "description": "Build AI agents over your documents\n\nGithub: https://t.co/HC19j7vMwc\nDocs: https://t.co/QInqg2zksh\nLlamaCloud: https://t.co/yQGTiRSNvj",
      "entities": {
        "description": {
          "urls": [
            {
              "display_url": "github.com/run-llama/llam…",
              "expanded_url": "http://github.com/run-llama/llama_index",
              "indices": [
                45,
                68
              ],
              "url": "https://t.co/HC19j7vMwc"
            },
            {
              "display_url": "docs.llamaindex.ai",
              "expanded_url": "http://docs.llamaindex.ai",
              "indices": [
                75,
                98
              ],
              "url": "https://t.co/QInqg2zksh"
            },
            {
              "display_url": "cloud.llamaindex.ai",
              "expanded_url": "https://cloud.llamaindex.ai/",
              "indices": [
                111,
                134
              ],
              "url": "https://t.co/yQGTiRSNvj"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "llamaindex.ai",
              "expanded_url": "https://www.llamaindex.ai/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/epzefqQqZx"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {
    "media": [
      {
        "additional_media_info": {
          "monetizable": false
        },
        "display_url": "pic.twitter.com/tWj4t2WKFi",
        "expanded_url": "https://twitter.com/llama_index/status/1963263366086172719/video/1",
        "ext_media_availability": {
          "status": "Available"
        },
        "id_str": "1963263234938687488",
        "indices": [
          281,
          304
        ],
        "media_key": "13_1963263234938687488",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwABAoAARs+6YKnGtAAAAA=",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAAECgABGz7pgqca0AAAAA==",
            "media_key": "13_1963263234938687488"
          }
        },
        "media_url_https": "https://pbs.twimg.com/amplify_video_thumb/1963263234938687488/img/0d2RJQ5_ftcHqncN.jpg",
        "original_info": {
          "focus_rects": [],
          "height": 1080,
          "width": 1920
        },
        "sizes": {
          "large": {
            "h": 1080,
            "w": 1920
          }
        },
        "type": "video",
        "url": "https://t.co/tWj4t2WKFi",
        "video_info": {
          "aspect_ratio": [
            16,
            9
          ],
          "duration_millis": 240009,
          "variants": [
            {
              "content_type": "application/x-mpegURL",
              "url": "https://video.twimg.com/amplify_video/1963263234938687488/pl/vODWDuC2GzuTGeDS.m3u8?tag=14&v=f9f"
            },
            {
              "bitrate": 288000,
              "content_type": "video/mp4",
              "url": "https://video.twimg.com/amplify_video/1963263234938687488/vid/avc1/480x270/dhGpX9N6V4IUsEvR.mp4?tag=14"
            },
            {
              "bitrate": 832000,
              "content_type": "video/mp4",
              "url": "https://video.twimg.com/amplify_video/1963263234938687488/vid/avc1/640x360/2YT0ws7eP9DGFP8v.mp4?tag=14"
            },
            {
              "bitrate": 2176000,
              "content_type": "video/mp4",
              "url": "https://video.twimg.com/amplify_video/1963263234938687488/vid/avc1/1280x720/ZIhBLyqLtfQxQViQ.mp4?tag=14"
            }
          ]
        }
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {
    "urls": [
      {
        "display_url": "colab.research.google.com/drive/14maWpSD…",
        "expanded_url": "https://colab.research.google.com/drive/14maWpSD83-OQSY0i9GkE_ip1SeZnvZ4u#scrollTo=jL11yCPf8-RE",
        "indices": [
          908,
          931
        ],
        "url": "https://t.co/9vpT0GIXsS"
      },
      {
        "display_url": "docs.cloud.llamaindex.ai/llamaclassify/…",
        "expanded_url": "https://docs.cloud.llamaindex.ai/llamaclassify/getting_started/",
        "indices": [
          960,
          983
        ],
        "url": "https://t.co/ZCFHZp0GeR"
      },
      {
        "display_url": "cloud.llamaindex.ai",
        "expanded_url": "https://cloud.llamaindex.ai/",
        "indices": [
          1021,
          1044
        ],
        "url": "https://t.co/yQGTiRSNvj"
      }
    ]
  },
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "article": null
}