@omarsar0
Building Production-Grade Conversational Agents with Workflow Graphs Uses DAG to design robust and complex agentic systems. If you're building AI agents, this is worth a read. Here are my notes: https://t.co/Cks6GxS5a6
🐦 Twitter Post Details
Viewing enriched Twitter post
📊 Media Metadata
{
"media": [
{
"type": "image",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1928492639906607297/media_0.jpg?",
"filename": "media_0.jpg"
}
],
"nlp": {
"sentiment": "positive",
"topics": [
"Conversational Agents",
"AI agents",
"Workflow Graphs"
],
"entities": [],
"summary": "The tweet promotes a resource on building robust conversational agents using workflow graphs and encourages others to read it.",
"language": "en",
"processed_at": "2025-08-07T14:49:59.988170"
},
"score": 0.766,
"score_components": {
"author": 0.27,
"engagement": 0.1412388231237773,
"quality": 0.13999999999999999,
"source": 0.09,
"nlp": 0.1,
"recency": 0.025
},
"scored_at": "2025-08-09T13:50:00.219994",
"import_source": "batch_import_aug2025",
"source_tagged_at": "2025-08-09T13:50:00.220009",
"enriched": true,
"enriched_at": "2025-08-09T13:50:00.220012"
}🔧 Raw API Response
{
"data": {
"threaded_conversation_with_injections_v2": {
"instructions": [
{
"type": "TimelineClearCache"
},
{
"type": "TimelineAddEntries",
"entries": [
{
"entryId": "tweet-1928492639906607297",
"sortIndex": "1953559258175897600",
"content": {
"entryType": "TimelineTimelineItem",
"__typename": "TimelineTimelineItem",
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928492639906607297",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjozNDQ4Mjg0MzEz",
"rest_id": "3448284313",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": true,
"created_at": "Fri Sep 04 12:59:26 +0000 2015",
"default_profile": false,
"default_profile_image": false,
"description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "dair-ai.thinkific.com",
"expanded_url": "https://dair-ai.thinkific.com/",
"url": "https://t.co/JBU5beHQNs",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 31706,
"followers_count": 258940,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3789,
"name": "elvis",
"normal_followers_count": 258940,
"pinned_tweet_ids_str": [
"1953502698801623159"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "omarsar0",
"statuses_count": 15327,
"translator_type": "regular",
"url": "https://t.co/JBU5beHQNs",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1460724937073770505",
"professional_type": "Creator",
"category": [
{
"id": 713,
"name": "Science & Technology",
"icon_name": ""
}
]
},
"tipjar_settings": {
"is_enabled": false,
"cash_app_handle": "£elvisomarsaravia"
}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928492639906607297"
],
"editable_until_msecs": "1748627049000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "71886",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 782,
"bookmarked": false,
"created_at": "Fri May 30 16:44:09 +0000 2025",
"conversation_id_str": "1928492639906607297",
"display_text_range": [
0,
198
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/Cks6GxS5a6",
"expanded_url": "https://x.com/omarsar0/status/1928492639906607297/photo/1",
"id_str": "1928488857487425536",
"indices": [
199,
222
],
"media_key": "3_1928488857487425536",
"media_url_https": "https://pbs.twimg.com/media/GsNeZffWQAAGDZk.jpg",
"type": "photo",
"url": "https://t.co/Cks6GxS5a6",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 1227,
"y": 1119,
"h": 89,
"w": 89
},
{
"x": 479,
"y": 1083,
"h": 205,
"w": 205
},
{
"x": 919,
"y": 409,
"h": 195,
"w": 195
}
]
},
"medium": {
"faces": [
{
"x": 719,
"y": 655,
"h": 52,
"w": 52
},
{
"x": 281,
"y": 635,
"h": 120,
"w": 120
},
{
"x": 539,
"y": 239,
"h": 114,
"w": 114
}
]
},
"small": {
"faces": [
{
"x": 407,
"y": 371,
"h": 29,
"w": 29
},
{
"x": 159,
"y": 359,
"h": 68,
"w": 68
},
{
"x": 305,
"y": 135,
"h": 64,
"w": 64
}
]
},
"orig": {
"faces": [
{
"x": 1587,
"y": 1447,
"h": 116,
"w": 116
},
{
"x": 620,
"y": 1401,
"h": 266,
"w": 266
},
{
"x": 1189,
"y": 529,
"h": 253,
"w": 253
}
]
}
},
"sizes": {
"large": {
"h": 1438,
"w": 2048,
"resize": "fit"
},
"medium": {
"h": 842,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 477,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 1858,
"width": 2647,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 2647,
"h": 1482
},
{
"x": 326,
"y": 0,
"w": 1858,
"h": 1858
},
{
"x": 440,
"y": 0,
"w": 1630,
"h": 1858
},
{
"x": 791,
"y": 0,
"w": 929,
"h": 1858
},
{
"x": 0,
"y": 0,
"w": 2647,
"h": 1858
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1928488857487425536"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/Cks6GxS5a6",
"expanded_url": "https://x.com/omarsar0/status/1928492639906607297/photo/1",
"id_str": "1928488857487425536",
"indices": [
199,
222
],
"media_key": "3_1928488857487425536",
"media_url_https": "https://pbs.twimg.com/media/GsNeZffWQAAGDZk.jpg",
"type": "photo",
"url": "https://t.co/Cks6GxS5a6",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 1227,
"y": 1119,
"h": 89,
"w": 89
},
{
"x": 479,
"y": 1083,
"h": 205,
"w": 205
},
{
"x": 919,
"y": 409,
"h": 195,
"w": 195
}
]
},
"medium": {
"faces": [
{
"x": 719,
"y": 655,
"h": 52,
"w": 52
},
{
"x": 281,
"y": 635,
"h": 120,
"w": 120
},
{
"x": 539,
"y": 239,
"h": 114,
"w": 114
}
]
},
"small": {
"faces": [
{
"x": 407,
"y": 371,
"h": 29,
"w": 29
},
{
"x": 159,
"y": 359,
"h": 68,
"w": 68
},
{
"x": 305,
"y": 135,
"h": 64,
"w": 64
}
]
},
"orig": {
"faces": [
{
"x": 1587,
"y": 1447,
"h": 116,
"w": 116
},
{
"x": 620,
"y": 1401,
"h": 266,
"w": 266
},
{
"x": 1189,
"y": 529,
"h": 253,
"w": 253
}
]
}
},
"sizes": {
"large": {
"h": 1438,
"w": 2048,
"resize": "fit"
},
"medium": {
"h": 842,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 477,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 1858,
"width": 2647,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 2647,
"h": 1482
},
{
"x": 326,
"y": 0,
"w": 1858,
"h": 1858
},
{
"x": 440,
"y": 0,
"w": 1630,
"h": 1858
},
{
"x": 791,
"y": 0,
"w": 929,
"h": 1858
},
{
"x": 0,
"y": 0,
"w": 2647,
"h": 1858
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1928488857487425536"
}
}
}
]
},
"favorite_count": 495,
"favorited": false,
"full_text": "Building Production-Grade Conversational Agents with Workflow Graphs\n\nUses DAG to design robust and complex agentic systems.\n\nIf you're building AI agents, this is worth a read. \n\nHere are my notes: https://t.co/Cks6GxS5a6",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 7,
"reply_count": 5,
"retweet_count": 86,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928492639906607297"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet"
}
}
},
{
"entryId": "conversationthread-1928492643719278819",
"sortIndex": "1953559258175897590",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1928492643719278819-tweet-1928492643719278819",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928492643719278819",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjozNDQ4Mjg0MzEz",
"rest_id": "3448284313",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": true,
"created_at": "Fri Sep 04 12:59:26 +0000 2015",
"default_profile": false,
"default_profile_image": false,
"description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "dair-ai.thinkific.com",
"expanded_url": "https://dair-ai.thinkific.com/",
"url": "https://t.co/JBU5beHQNs",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 31706,
"followers_count": 258940,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3789,
"name": "elvis",
"normal_followers_count": 258940,
"pinned_tweet_ids_str": [
"1953502698801623159"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "omarsar0",
"statuses_count": 15327,
"translator_type": "regular",
"url": "https://t.co/JBU5beHQNs",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1460724937073770505",
"professional_type": "Creator",
"category": [
{
"id": 713,
"name": "Science & Technology",
"icon_name": ""
}
]
},
"tipjar_settings": {
"is_enabled": false,
"cash_app_handle": "£elvisomarsaravia"
}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928492643719278819"
],
"editable_until_msecs": "1748627050000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "2417",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"note_tweet": {
"is_expandable": true,
"note_tweet_results": {
"result": {
"id": "Tm90ZVR3ZWV0OjE5Mjg0OTI2NDM2MzUzNTk3NDQ=",
"text": "Quick overview\n\nThis paper presents a pragmatic, production-ready framework for building LLM-powered conversational agents using workflow graphs, with a specific focus on e-commerce scenarios. \n\nInstead of relying solely on end-to-end generation, the authors design agents using a directed acyclic graph (DAG), enabling flexible yet controllable interactions that adhere to strict business rules and format constraints.",
"entity_set": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
},
"richtext": {
"richtext_tags": []
},
"media": {
"inline_media": []
}
}
}
},
"legacy": {
"bookmark_count": 10,
"bookmarked": false,
"created_at": "Fri May 30 16:44:10 +0000 2025",
"conversation_id_str": "1928492639906607297",
"display_text_range": [
0,
281
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"favorite_count": 11,
"favorited": false,
"full_text": "Quick overview\n\nThis paper presents a pragmatic, production-ready framework for building LLM-powered conversational agents using workflow graphs, with a specific focus on e-commerce scenarios. \n\nInstead of relying solely on end-to-end generation, the authors design agents using a…",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928492639906607297",
"in_reply_to_user_id_str": "3448284313",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 1,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928492643719278819"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928492643719278819-tweet-1928492646223257870",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928492646223257870",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjozNDQ4Mjg0MzEz",
"rest_id": "3448284313",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": true,
"created_at": "Fri Sep 04 12:59:26 +0000 2015",
"default_profile": false,
"default_profile_image": false,
"description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "dair-ai.thinkific.com",
"expanded_url": "https://dair-ai.thinkific.com/",
"url": "https://t.co/JBU5beHQNs",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 31706,
"followers_count": 258940,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3789,
"name": "elvis",
"normal_followers_count": 258940,
"pinned_tweet_ids_str": [
"1953502698801623159"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "omarsar0",
"statuses_count": 15327,
"translator_type": "regular",
"url": "https://t.co/JBU5beHQNs",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1460724937073770505",
"professional_type": "Creator",
"category": [
{
"id": 713,
"name": "Science & Technology",
"icon_name": ""
}
]
},
"tipjar_settings": {
"is_enabled": false,
"cash_app_handle": "£elvisomarsaravia"
}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928492646223257870"
],
"editable_until_msecs": "1748627051000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "2309",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"note_tweet": {
"is_expandable": true,
"note_tweet_results": {
"result": {
"id": "Tm90ZVR3ZWV0OjE5Mjg0OTI2NDYxNDc3MDY4ODA=",
"text": "Multi-State DAG Framework\n\nEach node in the graph corresponds to a conversational state with its own system prompt, tool access, and execution rules. \n\nThis structure enables robust constraint handling (e.g., avoiding hallucinated responses or non-compliant suggestions) by localizing logic and formatting within specific graph nodes.",
"entity_set": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
},
"richtext": {
"richtext_tags": []
},
"media": {
"inline_media": []
}
}
}
},
"legacy": {
"bookmark_count": 3,
"bookmarked": false,
"created_at": "Fri May 30 16:44:11 +0000 2025",
"conversation_id_str": "1928492639906607297",
"display_text_range": [
0,
274
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/ZCbkggBQbA",
"expanded_url": "https://x.com/omarsar0/status/1928492646223257870/photo/1",
"id_str": "1928491815226757120",
"indices": [
275,
298
],
"media_key": "3_1928491815226757120",
"media_url_https": "https://pbs.twimg.com/media/GsNhFp7W0AAzUsR.jpg",
"type": "photo",
"url": "https://t.co/ZCbkggBQbA",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 712,
"y": 241,
"h": 52,
"w": 52
},
{
"x": 532,
"y": 29,
"h": 102,
"w": 102
},
{
"x": 270,
"y": 418,
"h": 118,
"w": 118
}
]
},
"medium": {
"faces": [
{
"x": 712,
"y": 241,
"h": 52,
"w": 52
},
{
"x": 532,
"y": 29,
"h": 102,
"w": 102
},
{
"x": 270,
"y": 418,
"h": 118,
"w": 118
}
]
},
"small": {
"faces": [
{
"x": 406,
"y": 137,
"h": 29,
"w": 29
},
{
"x": 303,
"y": 16,
"h": 58,
"w": 58
},
{
"x": 154,
"y": 238,
"h": 67,
"w": 67
}
]
},
"orig": {
"faces": [
{
"x": 712,
"y": 241,
"h": 52,
"w": 52
},
{
"x": 532,
"y": 29,
"h": 102,
"w": 102
},
{
"x": 270,
"y": 418,
"h": 118,
"w": 118
}
]
}
},
"sizes": {
"large": {
"h": 606,
"w": 1191,
"resize": "fit"
},
"medium": {
"h": 606,
"w": 1191,
"resize": "fit"
},
"small": {
"h": 346,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 606,
"width": 1191,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 1082,
"h": 606
},
{
"x": 83,
"y": 0,
"w": 606,
"h": 606
},
{
"x": 120,
"y": 0,
"w": 532,
"h": 606
},
{
"x": 235,
"y": 0,
"w": 303,
"h": 606
},
{
"x": 0,
"y": 0,
"w": 1191,
"h": 606
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1928491815226757120"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/ZCbkggBQbA",
"expanded_url": "https://x.com/omarsar0/status/1928492646223257870/photo/1",
"id_str": "1928491815226757120",
"indices": [
275,
298
],
"media_key": "3_1928491815226757120",
"media_url_https": "https://pbs.twimg.com/media/GsNhFp7W0AAzUsR.jpg",
"type": "photo",
"url": "https://t.co/ZCbkggBQbA",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 712,
"y": 241,
"h": 52,
"w": 52
},
{
"x": 532,
"y": 29,
"h": 102,
"w": 102
},
{
"x": 270,
"y": 418,
"h": 118,
"w": 118
}
]
},
"medium": {
"faces": [
{
"x": 712,
"y": 241,
"h": 52,
"w": 52
},
{
"x": 532,
"y": 29,
"h": 102,
"w": 102
},
{
"x": 270,
"y": 418,
"h": 118,
"w": 118
}
]
},
"small": {
"faces": [
{
"x": 406,
"y": 137,
"h": 29,
"w": 29
},
{
"x": 303,
"y": 16,
"h": 58,
"w": 58
},
{
"x": 154,
"y": 238,
"h": 67,
"w": 67
}
]
},
"orig": {
"faces": [
{
"x": 712,
"y": 241,
"h": 52,
"w": 52
},
{
"x": 532,
"y": 29,
"h": 102,
"w": 102
},
{
"x": 270,
"y": 418,
"h": 118,
"w": 118
}
]
}
},
"sizes": {
"large": {
"h": 606,
"w": 1191,
"resize": "fit"
},
"medium": {
"h": 606,
"w": 1191,
"resize": "fit"
},
"small": {
"h": 346,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 606,
"width": 1191,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 1082,
"h": 606
},
{
"x": 83,
"y": 0,
"w": 606,
"h": 606
},
{
"x": 120,
"y": 0,
"w": 532,
"h": 606
},
{
"x": 235,
"y": 0,
"w": 303,
"h": 606
},
{
"x": 0,
"y": 0,
"w": 1191,
"h": 606
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1928491815226757120"
}
}
}
]
},
"favorite_count": 13,
"favorited": false,
"full_text": "Multi-State DAG Framework\n\nEach node in the graph corresponds to a conversational state with its own system prompt, tool access, and execution rules. \n\nThis structure enables robust constraint handling (e.g., avoiding hallucinated responses or non-compliant suggestions) by… https://t.co/ZCbkggBQbA",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928492643719278819",
"in_reply_to_user_id_str": "3448284313",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 0,
"reply_count": 1,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928492646223257870"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928492643719278819-tweet-1928492648610017527",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928492648610017527",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjozNDQ4Mjg0MzEz",
"rest_id": "3448284313",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": true,
"created_at": "Fri Sep 04 12:59:26 +0000 2015",
"default_profile": false,
"default_profile_image": false,
"description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "dair-ai.thinkific.com",
"expanded_url": "https://dair-ai.thinkific.com/",
"url": "https://t.co/JBU5beHQNs",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 31706,
"followers_count": 258940,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3789,
"name": "elvis",
"normal_followers_count": 258940,
"pinned_tweet_ids_str": [
"1953502698801623159"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "omarsar0",
"statuses_count": 15327,
"translator_type": "regular",
"url": "https://t.co/JBU5beHQNs",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1460724937073770505",
"professional_type": "Creator",
"category": [
{
"id": 713,
"name": "Science & Technology",
"icon_name": ""
}
]
},
"tipjar_settings": {
"is_enabled": false,
"cash_app_handle": "£elvisomarsaravia"
}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928492648610017527"
],
"editable_until_msecs": "1748627051000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "5020",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"note_tweet": {
"is_expandable": true,
"note_tweet_results": {
"result": {
"id": "Tm90ZVR3ZWV0OjE5Mjg0OTI2NDg1MzQ1Njg5NjA=",
"text": "Fine-Tuning via Response Masking\n\nBecause conversation turns come from different states in the DAG, the authors introduce a fine-tuning strategy that applies selective loss masking to train LLMs only on responses relevant to a specific node’s context. \n\nThis prevents prompt conflicts and improves adherence to node-specific constraints.",
"entity_set": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
},
"richtext": {
"richtext_tags": []
},
"media": {
"inline_media": []
}
}
}
},
"legacy": {
"bookmark_count": 6,
"bookmarked": false,
"created_at": "Fri May 30 16:44:11 +0000 2025",
"conversation_id_str": "1928492639906607297",
"display_text_range": [
0,
275
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"favorite_count": 10,
"favorited": false,
"full_text": "Fine-Tuning via Response Masking\n\nBecause conversation turns come from different states in the DAG, the authors introduce a fine-tuning strategy that applies selective loss masking to train LLMs only on responses relevant to a specific node’s context. \n\nThis prevents prompt…",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928492646223257870",
"in_reply_to_user_id_str": "3448284313",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 1,
"retweet_count": 1,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928492648610017527"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928492643719278819-tweet-1928492651608739904",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928492651608739904",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjozNDQ4Mjg0MzEz",
"rest_id": "3448284313",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": true,
"created_at": "Fri Sep 04 12:59:26 +0000 2015",
"default_profile": false,
"default_profile_image": false,
"description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "dair-ai.thinkific.com",
"expanded_url": "https://dair-ai.thinkific.com/",
"url": "https://t.co/JBU5beHQNs",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 31706,
"followers_count": 258940,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3789,
"name": "elvis",
"normal_followers_count": 258940,
"pinned_tweet_ids_str": [
"1953502698801623159"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "omarsar0",
"statuses_count": 15327,
"translator_type": "regular",
"url": "https://t.co/JBU5beHQNs",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1460724937073770505",
"professional_type": "Creator",
"category": [
{
"id": 713,
"name": "Science & Technology",
"icon_name": ""
}
]
},
"tipjar_settings": {
"is_enabled": false,
"cash_app_handle": "£elvisomarsaravia"
}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928492651608739904"
],
"editable_until_msecs": "1748627052000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "4987",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"note_tweet": {
"is_expandable": true,
"note_tweet_results": {
"result": {
"id": "Tm90ZVR3ZWV0OjE5Mjg0OTI2NTE0NjYwNzIwNjQ=",
"text": "Real-World Deployment and Results\n\nIn a deployment across KakaoTalk and web platforms, the graph-based approach significantly outperformed baseline agents and even GPT-4o across key metrics like task accuracy (+52%) and format adherence (+50%). \n\nIn human preference tests, their internal model was favored over GPT-4o in 63% of real-world user cases, especially in product recommendation and safety-critical tasks.\n\nPaper: https://t.co/cb47w8qBrk",
"entity_set": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "arxiv.org/abs/2505.23006",
"expanded_url": "https://arxiv.org/abs/2505.23006",
"url": "https://t.co/cb47w8qBrk",
"indices": [
425,
448
]
}
],
"user_mentions": []
},
"richtext": {
"richtext_tags": []
},
"media": {
"inline_media": []
}
}
}
},
"legacy": {
"bookmark_count": 9,
"bookmarked": false,
"created_at": "Fri May 30 16:44:12 +0000 2025",
"conversation_id_str": "1928492639906607297",
"display_text_range": [
0,
280
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/tFlnbNUIN0",
"expanded_url": "https://x.com/omarsar0/status/1928492651608739904/photo/1",
"id_str": "1928492024249925632",
"indices": [
281,
304
],
"media_key": "3_1928492024249925632",
"media_url_https": "https://pbs.twimg.com/media/GsNhR0mXQAAP7vj.png",
"type": "photo",
"url": "https://t.co/tFlnbNUIN0",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 399,
"w": 1183,
"resize": "fit"
},
"medium": {
"h": 399,
"w": 1183,
"resize": "fit"
},
"small": {
"h": 229,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 399,
"width": 1183,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 713,
"h": 399
},
{
"x": 67,
"y": 0,
"w": 399,
"h": 399
},
{
"x": 91,
"y": 0,
"w": 350,
"h": 399
},
{
"x": 166,
"y": 0,
"w": 200,
"h": 399
},
{
"x": 0,
"y": 0,
"w": 1183,
"h": 399
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1928492024249925632"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/tFlnbNUIN0",
"expanded_url": "https://x.com/omarsar0/status/1928492651608739904/photo/1",
"id_str": "1928492024249925632",
"indices": [
281,
304
],
"media_key": "3_1928492024249925632",
"media_url_https": "https://pbs.twimg.com/media/GsNhR0mXQAAP7vj.png",
"type": "photo",
"url": "https://t.co/tFlnbNUIN0",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 399,
"w": 1183,
"resize": "fit"
},
"medium": {
"h": 399,
"w": 1183,
"resize": "fit"
},
"small": {
"h": 229,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 399,
"width": 1183,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 713,
"h": 399
},
{
"x": 67,
"y": 0,
"w": 399,
"h": 399
},
{
"x": 91,
"y": 0,
"w": 350,
"h": 399
},
{
"x": 166,
"y": 0,
"w": 200,
"h": 399
},
{
"x": 0,
"y": 0,
"w": 1183,
"h": 399
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1928492024249925632"
}
}
}
]
},
"favorite_count": 14,
"favorited": false,
"full_text": "Real-World Deployment and Results\n\nIn a deployment across KakaoTalk and web platforms, the graph-based approach significantly outperformed baseline agents and even GPT-4o across key metrics like task accuracy (+52%) and format adherence (+50%). \n\nIn human preference tests, their… https://t.co/tFlnbNUIN0",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928492648610017527",
"in_reply_to_user_id_str": "3448284313",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 0,
"reply_count": 1,
"retweet_count": 2,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928492651608739904"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1928492648610017527"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928509604704714795",
"sortIndex": "1953559258175897580",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1928509604704714795-tweet-1928509604704714795",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928509604704714795",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxOTEyMjgwMjI2OTk2MDk3MDI0",
"rest_id": "1912280226996097024",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": false,
"can_media_tag": true,
"created_at": "Tue Apr 15 23:02:07 +0000 2025",
"default_profile": true,
"default_profile_image": false,
"description": "Founder, The Elevation Project (https://t.co/RnyGX7eTb9) | Chat with multiple AIs in Human-Led & AI-Led modes | Exploring AI-human collaboration #AI",
"entities": {
"description": {
"urls": [
{
"display_url": "elevationproject.ai",
"expanded_url": "http://elevationproject.ai",
"url": "https://t.co/RnyGX7eTb9",
"indices": [
32,
55
]
}
]
},
"url": {
"urls": [
{
"display_url": "elevationproject.ai",
"expanded_url": "http://elevationproject.ai",
"url": "https://t.co/RnyGX7eTb9",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 416,
"followers_count": 105,
"friends_count": 118,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 0,
"location": "Canada",
"media_count": 58,
"name": "Brian",
"normal_followers_count": 105,
"pinned_tweet_ids_str": [
"1915775465286943197"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/1912280226996097024/1745548219",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1917003760553103363/qXEMZIGk_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "mould_brian",
"statuses_count": 523,
"translator_type": "none",
"url": "https://t.co/RnyGX7eTb9",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928509604704714795"
],
"editable_until_msecs": "1748631094000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "768",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Fri May 30 17:51:34 +0000 2025",
"conversation_id_str": "1928492639906607297",
"display_text_range": [
10,
115
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "3448284313",
"name": "elvis",
"screen_name": "omarsar0",
"indices": [
0,
9
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@omarsar0 Thanks for sharing Elvis. I'm currently working on workflows and agent behavior, so its a timely read. :)",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928492639906607297",
"in_reply_to_user_id_str": "3448284313",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "1912280226996097024",
"id_str": "1928509604704714795"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1928509604704714795"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928498155936514512",
"sortIndex": "1953559258175897570",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1928498155936514512-tweet-1928498155936514512",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928498155936514512",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxNDI1NzMzMTgwNzU4MjY5OTU4",
"rest_id": "1425733180758269958",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": false,
"can_media_tag": true,
"created_at": "Thu Aug 12 08:17:47 +0000 2021",
"default_profile": true,
"default_profile_image": false,
"description": "Freelancer & indie hacker\n\nWeb to AI: https://t.co/6TUtzpVHEA",
"entities": {
"description": {
"urls": [
{
"display_url": "github.com/any4ai/AnyCrawl",
"expanded_url": "https://github.com/any4ai/AnyCrawl",
"url": "https://t.co/6TUtzpVHEA",
"indices": [
38,
61
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 99,
"followers_count": 100,
"friends_count": 184,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 0,
"location": "",
"media_count": 21,
"name": "Lei",
"normal_followers_count": 100,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1764007315207028736/uejQciMP_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "AnyForai",
"statuses_count": 193,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1793250582591103272",
"professional_type": "Business",
"category": [
{
"id": 1055,
"name": "Software developer/Programmer/Software engineer",
"icon_name": ""
}
]
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928498155936514512"
],
"editable_until_msecs": "1748628364000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "740",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Fri May 30 17:06:04 +0000 2025",
"conversation_id_str": "1928492639906607297",
"display_text_range": [
10,
76
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "3448284313",
"name": "elvis",
"screen_name": "omarsar0",
"indices": [
0,
9
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@omarsar0 DAGs prevent AI spaghetti code? Essential for maintainable agents.",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928492639906607297",
"in_reply_to_user_id_str": "3448284313",
"is_quote_status": false,
"lang": "fr",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "1425733180758269958",
"id_str": "1928498155936514512"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1928498155936514512"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1929158552037274002",
"sortIndex": "1953559258175897560",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1929158552037274002-tweet-1929158552037274002",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1929158552037274002",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxMjI3NTEwMTgzNDk4MzA1NTM2",
"rest_id": "1227510183498305536",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": false,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": false,
"can_media_tag": true,
"created_at": "Wed Feb 12 08:30:38 +0000 2020",
"default_profile": true,
"default_profile_image": false,
"description": "with two “L’s”. SDE @ Amazon. Building @searchsonder",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "ckallum.com",
"expanded_url": "http://ckallum.com",
"url": "https://t.co/m42mYSG1bC",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 141,
"followers_count": 6,
"friends_count": 241,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 0,
"location": "London, England",
"media_count": 0,
"name": "cal",
"normal_followers_count": 6,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1885974911295819776/c7uLkv-S_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "ckallum_",
"statuses_count": 23,
"translator_type": "none",
"url": "https://t.co/m42mYSG1bC",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1929158552037274002"
],
"editable_until_msecs": "1748785815000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "130",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Sun Jun 01 12:50:15 +0000 2025",
"conversation_id_str": "1928492639906607297",
"display_text_range": [
10,
33
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "3448284313",
"name": "elvis",
"screen_name": "omarsar0",
"indices": [
0,
9
]
},
{
"id_str": "895814938995957760",
"name": "Thread Reader App",
"screen_name": "threadreaderapp",
"indices": [
10,
26
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@omarsar0 @threadreaderapp unroll",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928492639906607297",
"in_reply_to_user_id_str": "3448284313",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 1,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "1227510183498305536",
"id_str": "1929158552037274002"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1929158552037274002"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "cursor-bottom-1953559258175897559",
"sortIndex": "1953559258175897559",
"content": {
"entryType": "TimelineTimelineCursor",
"__typename": "TimelineTimelineCursor",
"value": "DAAFCgABGxxvy38__9ULAAIAAABwRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFnYXhiOTdZWmF4a2hyRFlkaW9XakQzR3NObTJ1NlhnZEFhdzJIWGhOZHc0eHJEWWRnYUZ5RU9Hc05oMXFHV3NNRWF3MkhaV3hjUVFCckRjVVNPV29BcggAAwAAAAIAAA",
"cursorType": "Bottom"
}
}
]
},
{
"type": "TimelineTerminateTimeline",
"direction": "Top"
},
{
"type": "TimelineTerminateTimeline",
"direction": "Bottom"
}
],
"metadata": {
"reader_mode_config": {
"is_reader_mode_available": true
},
"scribeConfig": {
"page": "ranked_replies"
}
}
}
}
}