@omarsar0
An Operating System for Memory-Augmented Generation in LLMs Lots of great ideas on how to think about memory and better manage it in LLM-based agents. Must read! Here are my notes: https://t.co/zhFpaCvQhJ
Viewing enriched Twitter post
An Operating System for Memory-Augmented Generation in LLMs Lots of great ideas on how to think about memory and better manage it in LLM-based agents. Must read! Here are my notes: https://t.co/zhFpaCvQhJ
{
"media": [
{
"type": "image",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1928116365640225222/media_0.jpg?",
"filename": "media_0.jpg"
}
],
"nlp": {
"sentiment": "positive",
"topics": [
"Memory Management",
"LLM Agents",
"Operating Systems"
],
"entities": [],
"summary": "The tweet discusses innovative ideas for memory management in LLM-based agents and encourages reading the author's notes.",
"language": "en",
"processed_at": "2025-08-07T14:32:35.425043"
}
} {
"data": {
"threaded_conversation_with_injections_v2": {
"instructions": [
{
"type": "TimelineClearCache"
},
{
"type": "TimelineAddEntries",
"entries": [
{
"entryId": "tweet-1928116365640225222",
"sortIndex": "1953554873848954880",
"content": {
"entryType": "TimelineTimelineItem",
"__typename": "TimelineTimelineItem",
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928116365640225222",
"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": 31704,
"followers_count": 258936,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3787,
"name": "elvis",
"normal_followers_count": 258936,
"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": 15325,
"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": [
"1928116365640225222"
],
"editable_until_msecs": "1748537338000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "74843",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"legacy": {
"bookmark_count": 799,
"bookmarked": false,
"created_at": "Thu May 29 15:48:58 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
0,
183
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/zhFpaCvQhJ",
"expanded_url": "https://x.com/omarsar0/status/1928116365640225222/photo/1",
"id_str": "1928116362758737926",
"indices": [
184,
207
],
"media_key": "3_1928116362758737926",
"media_url_https": "https://pbs.twimg.com/media/GsILncfaUAYJrWC.jpg",
"type": "photo",
"url": "https://t.co/zhFpaCvQhJ",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 427,
"y": 465,
"h": 60,
"w": 60
}
]
},
"medium": {
"faces": [
{
"x": 427,
"y": 465,
"h": 60,
"w": 60
}
]
},
"small": {
"faces": [
{
"x": 316,
"y": 344,
"h": 44,
"w": 44
}
]
},
"orig": {
"faces": [
{
"x": 427,
"y": 465,
"h": 60,
"w": 60
}
]
}
},
"sizes": {
"large": {
"h": 894,
"w": 917,
"resize": "fit"
},
"medium": {
"h": 894,
"w": 917,
"resize": "fit"
},
"small": {
"h": 663,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 894,
"width": 917,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 917,
"h": 514
},
{
"x": 0,
"y": 0,
"w": 894,
"h": 894
},
{
"x": 0,
"y": 0,
"w": 784,
"h": 894
},
{
"x": 166,
"y": 0,
"w": 447,
"h": 894
},
{
"x": 0,
"y": 0,
"w": 917,
"h": 894
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116362758737926"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/zhFpaCvQhJ",
"expanded_url": "https://x.com/omarsar0/status/1928116365640225222/photo/1",
"id_str": "1928116362758737926",
"indices": [
184,
207
],
"media_key": "3_1928116362758737926",
"media_url_https": "https://pbs.twimg.com/media/GsILncfaUAYJrWC.jpg",
"type": "photo",
"url": "https://t.co/zhFpaCvQhJ",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 427,
"y": 465,
"h": 60,
"w": 60
}
]
},
"medium": {
"faces": [
{
"x": 427,
"y": 465,
"h": 60,
"w": 60
}
]
},
"small": {
"faces": [
{
"x": 316,
"y": 344,
"h": 44,
"w": 44
}
]
},
"orig": {
"faces": [
{
"x": 427,
"y": 465,
"h": 60,
"w": 60
}
]
}
},
"sizes": {
"large": {
"h": 894,
"w": 917,
"resize": "fit"
},
"medium": {
"h": 894,
"w": 917,
"resize": "fit"
},
"small": {
"h": 663,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 894,
"width": 917,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 917,
"h": 514
},
{
"x": 0,
"y": 0,
"w": 894,
"h": 894
},
{
"x": 0,
"y": 0,
"w": 784,
"h": 894
},
{
"x": 166,
"y": 0,
"w": 447,
"h": 894
},
{
"x": 0,
"y": 0,
"w": 917,
"h": 894
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116362758737926"
}
}
}
]
},
"favorite_count": 626,
"favorited": false,
"full_text": "An Operating System for Memory-Augmented Generation in LLMs\n\nLots of great ideas on how to think about memory and better manage it in LLM-based agents.\n\nMust read!\n\nHere are my notes: https://t.co/zhFpaCvQhJ",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 12,
"reply_count": 8,
"retweet_count": 120,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928116365640225222"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet"
}
}
},
{
"entryId": "conversationthread-1928116381259813133",
"sortIndex": "1953554873848954870",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1928116381259813133-tweet-1928116381259813133",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928116381259813133",
"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": 31704,
"followers_count": 258936,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3787,
"name": "elvis",
"normal_followers_count": 258936,
"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": 15325,
"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": [
"1928116381259813133"
],
"editable_until_msecs": "1748537342000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "2384",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"legacy": {
"bookmark_count": 10,
"bookmarked": false,
"created_at": "Thu May 29 15:49:02 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
0,
186
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/O4wi8kU5jC",
"expanded_url": "https://x.com/omarsar0/status/1928116381259813133/photo/1",
"id_str": "1928116378512543747",
"indices": [
187,
210
],
"media_key": "3_1928116378512543747",
"media_url_https": "https://pbs.twimg.com/media/GsILoXLaUAMmhzM.jpg",
"type": "photo",
"url": "https://t.co/O4wi8kU5jC",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 575,
"w": 1415,
"resize": "fit"
},
"medium": {
"h": 488,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 276,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 575,
"width": 1415,
"focus_rects": [
{
"x": 388,
"y": 0,
"w": 1027,
"h": 575
},
{
"x": 809,
"y": 0,
"w": 575,
"h": 575
},
{
"x": 844,
"y": 0,
"w": 504,
"h": 575
},
{
"x": 952,
"y": 0,
"w": 288,
"h": 575
},
{
"x": 0,
"y": 0,
"w": 1415,
"h": 575
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116378512543747"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/O4wi8kU5jC",
"expanded_url": "https://x.com/omarsar0/status/1928116381259813133/photo/1",
"id_str": "1928116378512543747",
"indices": [
187,
210
],
"media_key": "3_1928116378512543747",
"media_url_https": "https://pbs.twimg.com/media/GsILoXLaUAMmhzM.jpg",
"type": "photo",
"url": "https://t.co/O4wi8kU5jC",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 575,
"w": 1415,
"resize": "fit"
},
"medium": {
"h": 488,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 276,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 575,
"width": 1415,
"focus_rects": [
{
"x": 388,
"y": 0,
"w": 1027,
"h": 575
},
{
"x": 809,
"y": 0,
"w": 575,
"h": 575
},
{
"x": 844,
"y": 0,
"w": 504,
"h": 575
},
{
"x": 952,
"y": 0,
"w": 288,
"h": 575
},
{
"x": 0,
"y": 0,
"w": 1415,
"h": 575
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116378512543747"
}
}
}
]
},
"favorite_count": 23,
"favorited": false,
"full_text": "It introduces a unified operating system for managing memory in LLMs, addressing a key limitation in current architectures: their lack of structured, persistent, and governable memory... https://t.co/O4wi8kU5jC",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116365640225222",
"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": 2,
"retweet_count": 2,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928116381259813133"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928116381259813133-tweet-1928116394161553576",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928116394161553576",
"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": 31704,
"followers_count": 258936,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3787,
"name": "elvis",
"normal_followers_count": 258936,
"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": 15325,
"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": [
"1928116394161553576"
],
"editable_until_msecs": "1748537345000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "2130",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"legacy": {
"bookmark_count": 3,
"bookmarked": false,
"created_at": "Thu May 29 15:49:05 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
0,
269
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"favorite_count": 14,
"favorited": false,
"full_text": "While today's LLMs rely primarily on parametric memory (model weights) and limited short-term context, MemOS proposes a comprehensive memory lifecycle and management infrastructure designed to support continual learning, behavioral consistency, and knowledge evolution.",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116381259813133",
"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": "1928116394161553576"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928116381259813133-tweet-1928116411177783376",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928116411177783376",
"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": 31704,
"followers_count": 258936,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3787,
"name": "elvis",
"normal_followers_count": 258936,
"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": 15325,
"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": [
"1928116411177783376"
],
"editable_until_msecs": "1748537349000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "2079",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"note_tweet": {
"is_expandable": true,
"note_tweet_results": {
"result": {
"id": "Tm90ZVR3ZWV0OjE5MjgxMTY0MTEwODU1MDg2MTQ=",
"text": "Three-tier memory taxonomy\n\nMemOS distinguishes between parametric memory (long-term weights), activation memory (short-term runtime states), and plaintext memory (editable, external content).\n\nThese types are unified through a shared abstraction called the Memory Cube (MemCube), enabling seamless transformation (e.g., plaintext to parametric) and lifecycle governance.",
"entity_set": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
}
}
}
},
"legacy": {
"bookmark_count": 5,
"bookmarked": false,
"created_at": "Thu May 29 15:49:09 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
0,
281
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/3EQou7PkaW",
"expanded_url": "https://x.com/omarsar0/status/1928116411177783376/photo/1",
"id_str": "1928116408636035079",
"indices": [
282,
305
],
"media_key": "3_1928116408636035079",
"media_url_https": "https://pbs.twimg.com/media/GsILqHZaUAcah0v.jpg",
"type": "photo",
"url": "https://t.co/3EQou7PkaW",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 546,
"y": 292,
"h": 40,
"w": 40
},
{
"x": 676,
"y": 100,
"h": 226,
"w": 226
}
]
},
"medium": {
"faces": [
{
"x": 546,
"y": 292,
"h": 40,
"w": 40
},
{
"x": 676,
"y": 100,
"h": 226,
"w": 226
}
]
},
"small": {
"faces": [
{
"x": 316,
"y": 169,
"h": 23,
"w": 23
},
{
"x": 391,
"y": 57,
"h": 131,
"w": 131
}
]
},
"orig": {
"faces": [
{
"x": 546,
"y": 292,
"h": 40,
"w": 40
},
{
"x": 676,
"y": 100,
"h": 226,
"w": 226
}
]
}
},
"sizes": {
"large": {
"h": 500,
"w": 1173,
"resize": "fit"
},
"medium": {
"h": 500,
"w": 1173,
"resize": "fit"
},
"small": {
"h": 290,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 500,
"width": 1173,
"focus_rects": [
{
"x": 111,
"y": 0,
"w": 893,
"h": 500
},
{
"x": 307,
"y": 0,
"w": 500,
"h": 500
},
{
"x": 338,
"y": 0,
"w": 439,
"h": 500
},
{
"x": 432,
"y": 0,
"w": 250,
"h": 500
},
{
"x": 0,
"y": 0,
"w": 1173,
"h": 500
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116408636035079"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/3EQou7PkaW",
"expanded_url": "https://x.com/omarsar0/status/1928116411177783376/photo/1",
"id_str": "1928116408636035079",
"indices": [
282,
305
],
"media_key": "3_1928116408636035079",
"media_url_https": "https://pbs.twimg.com/media/GsILqHZaUAcah0v.jpg",
"type": "photo",
"url": "https://t.co/3EQou7PkaW",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 546,
"y": 292,
"h": 40,
"w": 40
},
{
"x": 676,
"y": 100,
"h": 226,
"w": 226
}
]
},
"medium": {
"faces": [
{
"x": 546,
"y": 292,
"h": 40,
"w": 40
},
{
"x": 676,
"y": 100,
"h": 226,
"w": 226
}
]
},
"small": {
"faces": [
{
"x": 316,
"y": 169,
"h": 23,
"w": 23
},
{
"x": 391,
"y": 57,
"h": 131,
"w": 131
}
]
},
"orig": {
"faces": [
{
"x": 546,
"y": 292,
"h": 40,
"w": 40
},
{
"x": 676,
"y": 100,
"h": 226,
"w": 226
}
]
}
},
"sizes": {
"large": {
"h": 500,
"w": 1173,
"resize": "fit"
},
"medium": {
"h": 500,
"w": 1173,
"resize": "fit"
},
"small": {
"h": 290,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 500,
"width": 1173,
"focus_rects": [
{
"x": 111,
"y": 0,
"w": 893,
"h": 500
},
{
"x": 307,
"y": 0,
"w": 500,
"h": 500
},
{
"x": 338,
"y": 0,
"w": 439,
"h": 500
},
{
"x": 432,
"y": 0,
"w": 250,
"h": 500
},
{
"x": 0,
"y": 0,
"w": 1173,
"h": 500
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116408636035079"
}
}
}
]
},
"favorite_count": 16,
"favorited": false,
"full_text": "Three-tier memory taxonomy\n\nMemOS distinguishes between parametric memory (long-term weights), activation memory (short-term runtime states), and plaintext memory (editable, external content).\n\nThese types are unified through a shared abstraction called the Memory Cube (MemCube),… https://t.co/3EQou7PkaW",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116394161553576",
"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": 1,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928116411177783376"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928116381259813133-tweet-1928116427413934143",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928116427413934143",
"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": 31704,
"followers_count": 258936,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3787,
"name": "elvis",
"normal_followers_count": 258936,
"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": 15325,
"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": [
"1928116427413934143"
],
"editable_until_msecs": "1748537353000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "3553",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"legacy": {
"bookmark_count": 5,
"bookmarked": false,
"created_at": "Thu May 29 15:49:13 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
0,
263
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/BvCRl67qjX",
"expanded_url": "https://x.com/omarsar0/status/1928116427413934143/photo/1",
"id_str": "1928116424310198272",
"indices": [
264,
287
],
"media_key": "3_1928116424310198272",
"media_url_https": "https://pbs.twimg.com/media/GsILrBybEAA8M3R.jpg",
"type": "photo",
"url": "https://t.co/BvCRl67qjX",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 565,
"w": 1154,
"resize": "fit"
},
"medium": {
"h": 565,
"w": 1154,
"resize": "fit"
},
"small": {
"h": 333,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 565,
"width": 1154,
"focus_rects": [
{
"x": 145,
"y": 0,
"w": 1009,
"h": 565
},
{
"x": 589,
"y": 0,
"w": 565,
"h": 565
},
{
"x": 658,
"y": 0,
"w": 496,
"h": 565
},
{
"x": 809,
"y": 0,
"w": 283,
"h": 565
},
{
"x": 0,
"y": 0,
"w": 1154,
"h": 565
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116424310198272"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/BvCRl67qjX",
"expanded_url": "https://x.com/omarsar0/status/1928116427413934143/photo/1",
"id_str": "1928116424310198272",
"indices": [
264,
287
],
"media_key": "3_1928116424310198272",
"media_url_https": "https://pbs.twimg.com/media/GsILrBybEAA8M3R.jpg",
"type": "photo",
"url": "https://t.co/BvCRl67qjX",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 565,
"w": 1154,
"resize": "fit"
},
"medium": {
"h": 565,
"w": 1154,
"resize": "fit"
},
"small": {
"h": 333,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 565,
"width": 1154,
"focus_rects": [
{
"x": 145,
"y": 0,
"w": 1009,
"h": 565
},
{
"x": 589,
"y": 0,
"w": 565,
"h": 565
},
{
"x": 658,
"y": 0,
"w": 496,
"h": 565
},
{
"x": 809,
"y": 0,
"w": 283,
"h": 565
},
{
"x": 0,
"y": 0,
"w": 1154,
"h": 565
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116424310198272"
}
}
}
]
},
"favorite_count": 13,
"favorited": false,
"full_text": "MemCube abstraction\n\nEach MemCube encapsulates memory metadata (creation time, type, access policies, etc.) and a semantic payload (text, tensors, LoRA patches).\n\nThis enables dynamic scheduling, traceable updates, and interoperability between modules and agents. https://t.co/BvCRl67qjX",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116411177783376",
"in_reply_to_user_id_str": "3448284313",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 1,
"reply_count": 2,
"retweet_count": 1,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928116427413934143"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928116381259813133-tweet-1928116442995773865",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928116442995773865",
"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": 31704,
"followers_count": 258936,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3787,
"name": "elvis",
"normal_followers_count": 258936,
"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": 15325,
"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": [
"1928116442995773865"
],
"editable_until_msecs": "1748537357000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "1719",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"note_tweet": {
"is_expandable": true,
"note_tweet_results": {
"result": {
"id": "Tm90ZVR3ZWV0OjE5MjgxMTY0NDI5MTYwODE2NjQ=",
"text": "Modular OS-style architecture\n\nMemOS consists of three layers, Interface (user/API interaction), Operation (memory scheduling, lifecycle management), and Infrastructure (storage, access governance), that work together to manage memory parsing, injection, transformation, and archival.",
"entity_set": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
}
}
}
},
"legacy": {
"bookmark_count": 4,
"bookmarked": false,
"created_at": "Thu May 29 15:49:17 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
0,
275
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/g3aFN7sUxf",
"expanded_url": "https://x.com/omarsar0/status/1928116442995773865/photo/1",
"id_str": "1928116440458219522",
"indices": [
276,
299
],
"media_key": "3_1928116440458219522",
"media_url_https": "https://pbs.twimg.com/media/GsILr98aUAIN3wE.jpg",
"type": "photo",
"url": "https://t.co/g3aFN7sUxf",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 828,
"w": 1395,
"resize": "fit"
},
"medium": {
"h": 712,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 404,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 828,
"width": 1395,
"focus_rects": [
{
"x": 0,
"y": 47,
"w": 1395,
"h": 781
},
{
"x": 0,
"y": 0,
"w": 828,
"h": 828
},
{
"x": 0,
"y": 0,
"w": 726,
"h": 828
},
{
"x": 0,
"y": 0,
"w": 414,
"h": 828
},
{
"x": 0,
"y": 0,
"w": 1395,
"h": 828
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116440458219522"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/g3aFN7sUxf",
"expanded_url": "https://x.com/omarsar0/status/1928116442995773865/photo/1",
"id_str": "1928116440458219522",
"indices": [
276,
299
],
"media_key": "3_1928116440458219522",
"media_url_https": "https://pbs.twimg.com/media/GsILr98aUAIN3wE.jpg",
"type": "photo",
"url": "https://t.co/g3aFN7sUxf",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 828,
"w": 1395,
"resize": "fit"
},
"medium": {
"h": 712,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 404,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 828,
"width": 1395,
"focus_rects": [
{
"x": 0,
"y": 47,
"w": 1395,
"h": 781
},
{
"x": 0,
"y": 0,
"w": 828,
"h": 828
},
{
"x": 0,
"y": 0,
"w": 726,
"h": 828
},
{
"x": 0,
"y": 0,
"w": 414,
"h": 828
},
{
"x": 0,
"y": 0,
"w": 1395,
"h": 828
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116440458219522"
}
}
}
]
},
"favorite_count": 14,
"favorited": false,
"full_text": "Modular OS-style architecture\n\nMemOS consists of three layers, Interface (user/API interaction), Operation (memory scheduling, lifecycle management), and Infrastructure (storage, access governance), that work together to manage memory parsing, injection, transformation, and… https://t.co/g3aFN7sUxf",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116427413934143",
"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": 1,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928116442995773865"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928116381259813133-tweet-1928116458615361746",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928116458615361746",
"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": 31704,
"followers_count": 258936,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3787,
"name": "elvis",
"normal_followers_count": 258936,
"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": 15325,
"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": [
"1928116458615361746"
],
"editable_until_msecs": "1748537361000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "4341",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"legacy": {
"bookmark_count": 6,
"bookmarked": false,
"created_at": "Thu May 29 15:49:21 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
0,
274
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/vYqDAVMJOz",
"expanded_url": "https://x.com/omarsar0/status/1928116458615361746/photo/1",
"id_str": "1928116456140722179",
"indices": [
275,
298
],
"media_key": "3_1928116456140722179",
"media_url_https": "https://pbs.twimg.com/media/GsILs4XaUAMQo8x.jpg",
"type": "photo",
"url": "https://t.co/vYqDAVMJOz",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 500,
"w": 1011,
"resize": "fit"
},
"medium": {
"h": 500,
"w": 1011,
"resize": "fit"
},
"small": {
"h": 336,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 500,
"width": 1011,
"focus_rects": [
{
"x": 59,
"y": 0,
"w": 893,
"h": 500
},
{
"x": 255,
"y": 0,
"w": 500,
"h": 500
},
{
"x": 286,
"y": 0,
"w": 439,
"h": 500
},
{
"x": 380,
"y": 0,
"w": 250,
"h": 500
},
{
"x": 0,
"y": 0,
"w": 1011,
"h": 500
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116456140722179"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/vYqDAVMJOz",
"expanded_url": "https://x.com/omarsar0/status/1928116458615361746/photo/1",
"id_str": "1928116456140722179",
"indices": [
275,
298
],
"media_key": "3_1928116456140722179",
"media_url_https": "https://pbs.twimg.com/media/GsILs4XaUAMQo8x.jpg",
"type": "photo",
"url": "https://t.co/vYqDAVMJOz",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 500,
"w": 1011,
"resize": "fit"
},
"medium": {
"h": 500,
"w": 1011,
"resize": "fit"
},
"small": {
"h": 336,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 500,
"width": 1011,
"focus_rects": [
{
"x": 59,
"y": 0,
"w": 893,
"h": 500
},
{
"x": 255,
"y": 0,
"w": 500,
"h": 500
},
{
"x": 286,
"y": 0,
"w": 439,
"h": 500
},
{
"x": 380,
"y": 0,
"w": 250,
"h": 500
},
{
"x": 0,
"y": 0,
"w": 1011,
"h": 500
}
]
},
"media_results": {
"result": {
"media_key": "3_1928116456140722179"
}
}
}
]
},
"favorite_count": 17,
"favorited": false,
"full_text": "Closed-loop execution flow\n\nEvery interaction (e.g., prompt response) can trigger memory operations governed by scheduling rules and lifecycle policies.\n\nRetrieved memory can be injected into generation, stored in archives, or transformed into other types for long-term use. https://t.co/vYqDAVMJOz",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116442995773865",
"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": 3,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928116458615361746"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928116381259813133-tweet-1928116471185670632",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928116471185670632",
"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": 31704,
"followers_count": 258936,
"friends_count": 643,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4291,
"location": "",
"media_count": 3787,
"name": "elvis",
"normal_followers_count": 258936,
"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": 15325,
"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": [
"1928116471185670632"
],
"editable_until_msecs": "1748537364000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "4183",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"note_tweet": {
"is_expandable": true,
"note_tweet_results": {
"result": {
"id": "Tm90ZVR3ZWV0OjE5MjgxMTY0NzEwMjIxMTI3NzM=",
"text": "Vision for a memory-centric future\n\nThe paper proposes “memory training” as the next frontier beyond pretraining and finetuning, enabling models that learn continuously.\n\nFuture work includes cross-model memory sharing, self-evolving memory blocks, and a decentralized memory marketplace.\n\nOverall, the paper covers ideas ranging from stateless generators to adaptive, memory-empowered agents capable of remembering, reasoning, and evolving over time.\n\nPaper: https://t.co/avQOwTBp2m",
"entity_set": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "arxiv.org/abs/2505.22101",
"expanded_url": "https://arxiv.org/abs/2505.22101",
"url": "https://t.co/avQOwTBp2m",
"indices": [
460,
483
]
}
],
"user_mentions": []
}
}
}
},
"legacy": {
"bookmark_count": 18,
"bookmarked": false,
"created_at": "Thu May 29 15:49:24 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
0,
276
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"favorite_count": 21,
"favorited": false,
"full_text": "Vision for a memory-centric future\n\nThe paper proposes “memory training” as the next frontier beyond pretraining and finetuning, enabling models that learn continuously.\n\nFuture work includes cross-model memory sharing, self-evolving memory blocks, and a decentralized memory…",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116458615361746",
"in_reply_to_user_id_str": "3448284313",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 1,
"retweet_count": 4,
"retweeted": false,
"user_id_str": "3448284313",
"id_str": "1928116471185670632"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1928116427413934143"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928164627663216974",
"sortIndex": "1953554873848954860",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1928164627663216974-tweet-1928164627663216974",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928164627663216974",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxMjU4MDI1OTM0",
"rest_id": "1258025934",
"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": "Sun Mar 10 21:54:07 +0000 2013",
"default_profile": false,
"default_profile_image": false,
"description": "obsessions are AI and memetic whatever",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 11206,
"followers_count": 113,
"friends_count": 134,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 3,
"location": "Toronto, Canada",
"media_count": 130,
"name": "Will",
"normal_followers_count": 113,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/1258025934/1703265465",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1904504528923168768/eZzcSaor_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "RoughlyTweeting",
"statuses_count": 1661,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"card": {
"rest_id": "https://t.co/mQVpTxd8kE",
"legacy": {
"binding_values": [
{
"key": "thumbnail_image",
"value": {
"image_value": {
"alt": "arXiv logo",
"height": 144,
"width": 144,
"url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=144x144_2"
},
"type": "IMAGE"
}
},
{
"key": "description",
"value": {
"string_value": "Large Language Models (LLMs) have emerged as foundational infrastructure in the pursuit of Artificial General Intelligence (AGI). Despite their remarkable capabilities in language perception and...",
"type": "STRING"
}
},
{
"key": "domain",
"value": {
"string_value": "arxiv.org",
"type": "STRING"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"alt": "arXiv logo",
"height": 420,
"width": 420,
"url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=420x420_2"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"alt": "arXiv logo",
"height": 1000,
"width": 1000,
"url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=orig"
},
"type": "IMAGE"
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"type": "USER",
"user_value": {
"id_str": "808633423300624384",
"path": []
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"alt": "arXiv logo",
"height": 100,
"width": 100,
"url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=100x100_2"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"alt": "arXiv logo",
"height": 1000,
"width": 1000,
"url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_alt_text",
"value": {
"string_value": "arXiv logo",
"type": "STRING"
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "arxiv.org",
"type": "STRING"
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 255,
"green": 255,
"red": 255
},
"percentage": 94.17
},
{
"rgb": {
"blue": 105,
"green": 116,
"red": 124
},
"percentage": 4.33
},
{
"rgb": {
"blue": 46,
"green": 21,
"red": 170
},
"percentage": 1.26
},
{
"rgb": {
"blue": 131,
"green": 116,
"red": 203
},
"percentage": 0.23
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "title",
"value": {
"string_value": "MemOS: An Operating System for Memory-Augmented Generation (MAG)...",
"type": "STRING"
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/mQVpTxd8kE",
"type": "STRING"
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "Android",
"version": "12"
}
}
},
"name": "summary",
"url": "https://t.co/mQVpTxd8kE",
"user_refs_results": [
{
"result": {
"__typename": "User",
"id": "VXNlcjo4MDg2MzM0MjMzMDA2MjQzODQ=",
"rest_id": "808633423300624384",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": false,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": true,
"created_at": "Tue Dec 13 11:23:26 +0000 2016",
"default_profile": false,
"default_profile_image": false,
"description": "News from https://t.co/enurGFxpcS, a free distribution service and an open archive for scholarly articles.\n\nFor help with arXiv, see https://t.co/LcWuhM0BOl",
"entities": {
"description": {
"urls": [
{
"display_url": "arXiv.org",
"expanded_url": "http://arXiv.org",
"url": "https://t.co/enurGFxpcS",
"indices": [
10,
33
]
},
{
"display_url": "arxiv.org/help",
"expanded_url": "https://arxiv.org/help",
"url": "https://t.co/LcWuhM0BOl",
"indices": [
133,
156
]
}
]
},
"url": {
"urls": [
{
"display_url": "arxiv.org",
"expanded_url": "https://arxiv.org/",
"url": "https://t.co/DHMkdi4lF9",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 948,
"followers_count": 41365,
"friends_count": 187,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 487,
"location": "Ithaca, NY",
"media_count": 109,
"name": "arXiv.org",
"normal_followers_count": 41365,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/808633423300624384/1481635469",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1365352170267299840/IzvjKckL_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "arxiv",
"statuses_count": 1106,
"translator_type": "none",
"url": "https://t.co/DHMkdi4lF9",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
]
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928164627663216974"
],
"editable_until_msecs": "1748548845000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "800",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 10,
"bookmarked": false,
"created_at": "Thu May 29 19:00:45 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
10,
47
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "arxiv.org/abs/2505.22101",
"expanded_url": "https://arxiv.org/abs/2505.22101",
"url": "https://t.co/mQVpTxd8kE",
"indices": [
24,
47
]
}
],
"user_mentions": [
{
"id_str": "3448284313",
"name": "elvis",
"screen_name": "omarsar0",
"indices": [
0,
9
]
}
]
},
"favorite_count": 9,
"favorited": false,
"full_text": "@omarsar0 link to paper\nhttps://t.co/mQVpTxd8kE",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116365640225222",
"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": 0,
"retweet_count": 1,
"retweeted": false,
"user_id_str": "1258025934",
"id_str": "1928164627663216974"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1928164627663216974"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928434342180598117",
"sortIndex": "1953554873848954850",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1928434342180598117-tweet-1928434342180598117",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "TweetTombstone",
"tombstone": {
"__typename": "TextTombstone",
"text": {
"rtl": false,
"text": "This Post is unavailable. Learn more",
"entities": [
{
"fromIndex": 26,
"toIndex": 36,
"ref": {
"type": "TimelineUrl",
"url": "https://help.twitter.com/rules-and-policies/notices-on-twitter",
"urlType": "ExternalUrl"
}
}
]
}
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1928434342180598117"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928122047315460185",
"sortIndex": "1953554873848954840",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1928122047315460185-tweet-1928122047315460185",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928122047315460185",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxOTI3OTc2MDc2OTIxNDI1OTIx",
"rest_id": "1927976076921425921",
"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": "Thu May 29 06:31:44 +0000 2025",
"default_profile": true,
"default_profile_image": false,
"description": "My Brain Dump for all my AI stuff and log my journey to 10k MRR",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 5,
"followers_count": 8,
"friends_count": 25,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 0,
"location": "Ohio, USA",
"media_count": 0,
"name": "Sai Prajwalith Pittala",
"normal_followers_count": 8,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/1927976076921425921/1748501074",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1927979313778843648/EcNvasgE_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "SaiPrajwalith",
"statuses_count": 54,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1927978649157800319",
"professional_type": "Creator",
"category": [
{
"id": 1055,
"name": "Software developer/Programmer/Software engineer",
"icon_name": ""
}
]
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928122047315460185"
],
"editable_until_msecs": "1748538693000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "77",
"state": "EnabledWithCount"
},
"source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Thu May 29 16:11:33 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
10,
242
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "3448284313",
"name": "elvis",
"screen_name": "omarsar0",
"indices": [
0,
9
]
}
]
},
"favorite_count": 1,
"favorited": false,
"full_text": "@omarsar0 This sounds like a great way to help AI remember more, learn across tasks, and work better with other AIs.\nRight now, most AI forgets everything fast.MemOS is like giving AI its own operating system for memory.\nHuge step toward AGI.",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116365640225222",
"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": "1927976076921425921",
"id_str": "1928122047315460185"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1928122047315460185"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928241866169888864",
"sortIndex": "1953554873848954830",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1928241866169888864-tweet-1928241866169888864",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "TweetTombstone",
"tombstone": {
"__typename": "TextTombstone",
"text": {
"rtl": false,
"text": "This Post was deleted by the Post author. Learn more",
"entities": [
{
"fromIndex": 42,
"toIndex": 52,
"ref": {
"type": "TimelineUrl",
"url": "https://help.twitter.com/rules-and-policies/notices-on-twitter",
"urlType": "ExternalUrl"
}
}
]
}
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1928241866169888864"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1928165699312050380",
"sortIndex": "1953554873848954820",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1928165699312050380-tweet-1928165699312050380",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1928165699312050380",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxOTI3Mjc1NTI3NzcwOTM5Mzky",
"rest_id": "1927275527770939392",
"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": "Tue May 27 08:07:56 +0000 2025",
"default_profile": true,
"default_profile_image": false,
"description": "Tan Finn, wave chaser, fierce vibe.",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 1,
"followers_count": 3,
"friends_count": 2,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 0,
"location": "Rome",
"media_count": 0,
"name": "LiYuqing",
"normal_followers_count": 3,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/1927275527770939392/1748333521",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1927275642111852544/SZcjGabe_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "liyuqing0ak",
"statuses_count": 156,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1928165699312050380"
],
"editable_until_msecs": "1748549100000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "49",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Thu May 29 19:05:00 +0000 2025",
"conversation_id_str": "1928116365640225222",
"display_text_range": [
10,
35
],
"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 This look is perfection 😄",
"in_reply_to_screen_name": "omarsar0",
"in_reply_to_status_id_str": "1928116365640225222",
"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": "1927275527770939392",
"id_str": "1928165699312050380"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1928165699312050380"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "cursor-showmorethreads-1953554873848954819",
"sortIndex": "1953554873848954819",
"content": {
"entryType": "TimelineTimelineCursor",
"__typename": "TimelineTimelineCursor",
"value": "DAAFCgABGxxrzrD__8ELAAIAAACoRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUEwYXdndXdkbHBScVJyQ0M2elZtbEEvR3NJTG5uT2FVY1lhd2d1MEdWcFEwaHJDQzZVWG0wQ29Hc0lMb2hhYVVRMGF3aERKVWRaQVdSckNDNmtOMmxCUUdzSUx0d2FhQWVnYXduM0MwaGV3WUJyQ09IelhsbURNR3NNczBTSldzV1Vhd2plRFZGYmhUZz09CAADAAAABwAA",
"cursorType": "ShowMoreThreads",
"displayTreatment": {
"actionText": "Show probable spam"
}
}
}
]
},
{
"type": "TimelineTerminateTimeline",
"direction": "Top"
}
],
"metadata": {
"reader_mode_config": {
"is_reader_mode_available": true
},
"scribeConfig": {
"page": "ranked_replies"
}
}
}
}
}