@HamelHusain
Whats a minimal viable eval setup? Error Analysis + Notebooks are all you need (for a while) 1 of 3 https://t.co/nv1ukwZ57s
🐦 Twitter Post Details
Viewing enriched Twitter post
📊 Media Metadata
{
"media": [
{
"type": "image",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1940436566905856341/media_0.jpg?",
"filename": "media_0.jpg"
}
],
"nlp": {
"sentiment": "neutral",
"topics": [
"evaluation setup",
"error analysis",
"notebooks"
],
"entities": [],
"summary": "The tweet discusses the essentials for a minimal viable evaluation setup, suggesting error analysis and notebooks.",
"language": "en",
"processed_at": "2025-08-07T09:55:30.400284"
}
}🔧 Raw API Response
{
"data": {
"threaded_conversation_with_injections_v2": {
"instructions": [
{
"type": "TimelineClearCache"
},
{
"type": "TimelineAddEntries",
"entries": [
{
"entryId": "tweet-1940436566905856341",
"sortIndex": "1953485146552270848",
"content": {
"entryType": "TimelineTimelineItem",
"__typename": "TimelineTimelineItem",
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940436566905856341",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo4MjU3NjY2NDA=",
"rest_id": "825766640",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": false,
"created_at": "Sat Sep 15 18:45:02 +0000 2012",
"default_profile": false,
"default_profile_image": false,
"description": "Evals evals evals https://t.co/Zrmp6LRd9c\n\nAbout Me: https://t.co/P6WyeKkyTa",
"entities": {
"description": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
18,
41
]
},
{
"display_url": "hamel.dev",
"expanded_url": "https://hamel.dev",
"url": "https://t.co/P6WyeKkyTa",
"indices": [
53,
76
]
}
]
},
"url": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 15003,
"followers_count": 37276,
"friends_count": 2185,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 860,
"location": "Looking at the data",
"media_count": 1354,
"name": "Hamel Husain",
"normal_followers_count": 37276,
"pinned_tweet_ids_str": [
"1953244495430205585"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/825766640/1735797063",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1287206199088173057/ixE4fKy1_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "HamelHusain",
"statuses_count": 14381,
"translator_type": "none",
"url": "https://t.co/Zrmp6LRd9c",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940436566905856341"
],
"editable_until_msecs": "1751474703000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "19035",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"legacy": {
"bookmark_count": 212,
"bookmarked": false,
"created_at": "Wed Jul 02 15:45:03 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
0,
101
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/nv1ukwZ57s",
"expanded_url": "https://x.com/HamelHusain/status/1940436566905856341/photo/1",
"id_str": "1940436564380876800",
"indices": [
102,
125
],
"media_key": "3_1940436564380876800",
"media_url_https": "https://pbs.twimg.com/media/Gu3QxkEaAAAshQT.jpg",
"type": "photo",
"url": "https://t.co/nv1ukwZ57s",
"ext_media_availability": {
"status": "Available"
},
"features": {
"all": {
"tags": [
{
"user_id": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"type": "user"
}
]
},
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 620,
"w": 1432,
"resize": "fit"
},
"medium": {
"h": 520,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 294,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 620,
"width": 1432,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 1107,
"h": 620
},
{
"x": 0,
"y": 0,
"w": 620,
"h": 620
},
{
"x": 0,
"y": 0,
"w": 544,
"h": 620
},
{
"x": 23,
"y": 0,
"w": 310,
"h": 620
},
{
"x": 0,
"y": 0,
"w": 1432,
"h": 620
}
]
},
"media_results": {
"result": {
"media_key": "3_1940436564380876800"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/nv1ukwZ57s",
"expanded_url": "https://x.com/HamelHusain/status/1940436566905856341/photo/1",
"id_str": "1940436564380876800",
"indices": [
102,
125
],
"media_key": "3_1940436564380876800",
"media_url_https": "https://pbs.twimg.com/media/Gu3QxkEaAAAshQT.jpg",
"type": "photo",
"url": "https://t.co/nv1ukwZ57s",
"ext_media_availability": {
"status": "Available"
},
"features": {
"all": {
"tags": [
{
"user_id": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"type": "user"
}
]
},
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 620,
"w": 1432,
"resize": "fit"
},
"medium": {
"h": 520,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 294,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 620,
"width": 1432,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 1107,
"h": 620
},
{
"x": 0,
"y": 0,
"w": 620,
"h": 620
},
{
"x": 0,
"y": 0,
"w": 544,
"h": 620
},
{
"x": 23,
"y": 0,
"w": 310,
"h": 620
},
{
"x": 0,
"y": 0,
"w": 1432,
"h": 620
}
]
},
"media_results": {
"result": {
"media_key": "3_1940436564380876800"
}
}
}
]
},
"favorite_count": 161,
"favorited": false,
"full_text": "Whats a minimal viable eval setup?\n\nError Analysis + Notebooks are all you need (for a while)\n\n1 of 3 https://t.co/nv1ukwZ57s",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 2,
"reply_count": 7,
"retweet_count": 10,
"retweeted": false,
"user_id_str": "825766640",
"id_str": "1940436566905856341"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet"
}
}
},
{
"entryId": "conversationthread-1940436579350458672",
"sortIndex": "1953485146552270838",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1940436579350458672-tweet-1940436579350458672",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940436579350458672",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo4MjU3NjY2NDA=",
"rest_id": "825766640",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": false,
"created_at": "Sat Sep 15 18:45:02 +0000 2012",
"default_profile": false,
"default_profile_image": false,
"description": "Evals evals evals https://t.co/Zrmp6LRd9c\n\nAbout Me: https://t.co/P6WyeKkyTa",
"entities": {
"description": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
18,
41
]
},
{
"display_url": "hamel.dev",
"expanded_url": "https://hamel.dev",
"url": "https://t.co/P6WyeKkyTa",
"indices": [
53,
76
]
}
]
},
"url": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 15003,
"followers_count": 37276,
"friends_count": 2185,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 860,
"location": "Looking at the data",
"media_count": 1354,
"name": "Hamel Husain",
"normal_followers_count": 37276,
"pinned_tweet_ids_str": [
"1953244495430205585"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/825766640/1735797063",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1287206199088173057/ixE4fKy1_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "HamelHusain",
"statuses_count": 14381,
"translator_type": "none",
"url": "https://t.co/Zrmp6LRd9c",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940436579350458672"
],
"editable_until_msecs": "1751474706000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "3065",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"quoted_status_result": {
"result": {
"__typename": "Tweet",
"rest_id": "1933296711658815722",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoyNzI4NzYx",
"rest_id": "2728761",
"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": "Wed Mar 28 21:38:11 +0000 2007",
"default_profile": false,
"default_profile_image": false,
"description": "Author of Continuous Discovery Habits, Speaker, Coach\nLearn more: https://t.co/LamDBWnlR2",
"entities": {
"description": {
"urls": [
{
"display_url": "ProductTalk.org",
"expanded_url": "http://ProductTalk.org",
"url": "https://t.co/LamDBWnlR2",
"indices": [
66,
89
]
}
]
},
"url": {
"urls": [
{
"display_url": "producttalk.org",
"expanded_url": "http://www.producttalk.org/",
"url": "https://t.co/KdU1WV431Q",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 13282,
"followers_count": 50972,
"friends_count": 2329,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 1659,
"location": "Bend, OR",
"media_count": 9984,
"name": "Teresa Torres",
"normal_followers_count": 50972,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/2728761/1620676937",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/790966991754436608/fcYM2Qpa_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "ttorres",
"statuses_count": 22862,
"translator_type": "none",
"url": "https://t.co/KdU1WV431Q",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1933296711658815722"
],
"editable_until_msecs": "1749772429000",
"is_edit_eligible": true,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "35393",
"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": "Tm90ZVR3ZWV0OjE5MzMyOTY3MTE1NjY1ODE3NjA=",
"text": "I'm finishing up the \"AI Evals for Engineers and Technical PMs\" class taught by @sh_reya and @HamelHusain on Maven. \n\nIn four weeks I went from kind of knowing what evals were to doing in-depth error analysis and implementing my first round of automated evaluations. \n\nIf you are looking for a structured and in-depth way to evaluate the quality of your LLM apps, I can't recommend this course enough. \n\nI have a whole new appreciation for what it means to build a high-quality LLM-based product. And can see why so many tacked on AI features are terrible.",
"entity_set": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
80,
88
]
},
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
93,
105
]
}
]
},
"richtext": {
"richtext_tags": []
},
"media": {
"inline_media": []
}
}
}
},
"legacy": {
"bookmark_count": 264,
"bookmarked": false,
"created_at": "Thu Jun 12 22:53:49 +0000 2025",
"conversation_id_str": "1933296711658815722",
"display_text_range": [
0,
280
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
80,
88
]
},
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
93,
105
]
}
]
},
"favorite_count": 191,
"favorited": false,
"full_text": "I'm finishing up the \"AI Evals for Engineers and Technical PMs\" class taught by @sh_reya and @HamelHusain on Maven. \n\nIn four weeks I went from kind of knowing what evals were to doing in-depth error analysis and implementing my first round of automated evaluations. \n\nIf you are…",
"is_quote_status": false,
"lang": "en",
"quote_count": 2,
"reply_count": 9,
"retweet_count": 13,
"retweeted": false,
"user_id_str": "2728761",
"id_str": "1933296711658815722"
}
}
},
"legacy": {
"bookmark_count": 4,
"bookmarked": false,
"created_at": "Wed Jul 02 15:45:06 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
9,
285
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "x.com/ttorres/status…",
"expanded_url": "https://x.com/ttorres/status/1933296711658815722",
"url": "https://t.co/vH97SL39iW",
"indices": [
254,
277
]
}
],
"user_mentions": [
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
0,
8
]
},
{
"id_str": "2728761",
"name": "Teresa Torres",
"screen_name": "ttorres",
"indices": [
21,
29
]
}
]
},
"favorite_count": 9,
"favorited": false,
"full_text": "@sh_reya Skeptical? @ttorres , a product manager & educator setup her own eval rig without any previous experience with notebooks! She will be giving a guest lecture in our course titled\n\n\"From Noob to 5 Automated Evals in 4 Weeks (as a PM).\" 😍 😍\n\nhttps://t.co/vH97SL39iW\n\n2 of 3",
"in_reply_to_screen_name": "HamelHusain",
"in_reply_to_status_id_str": "1940436566905856341",
"in_reply_to_user_id_str": "825766640",
"is_quote_status": true,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 0,
"quoted_status_id_str": "1933296711658815722",
"quoted_status_permalink": {
"url": "https://t.co/vH97SL39iW",
"expanded": "https://x.com/ttorres/status/1933296711658815722",
"display": "x.com/ttorres/status…"
},
"reply_count": 1,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "825766640",
"id_str": "1940436579350458672"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940436579350458672-tweet-1940436591761301534",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940436591761301534",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo4MjU3NjY2NDA=",
"rest_id": "825766640",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": false,
"created_at": "Sat Sep 15 18:45:02 +0000 2012",
"default_profile": false,
"default_profile_image": false,
"description": "Evals evals evals https://t.co/Zrmp6LRd9c\n\nAbout Me: https://t.co/P6WyeKkyTa",
"entities": {
"description": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
18,
41
]
},
{
"display_url": "hamel.dev",
"expanded_url": "https://hamel.dev",
"url": "https://t.co/P6WyeKkyTa",
"indices": [
53,
76
]
}
]
},
"url": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 15003,
"followers_count": 37276,
"friends_count": 2185,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 860,
"location": "Looking at the data",
"media_count": 1354,
"name": "Hamel Husain",
"normal_followers_count": 37276,
"pinned_tweet_ids_str": [
"1953244495430205585"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/825766640/1735797063",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1287206199088173057/ixE4fKy1_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "HamelHusain",
"statuses_count": 14381,
"translator_type": "none",
"url": "https://t.co/Zrmp6LRd9c",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"card": {
"rest_id": "https://t.co/dR23WB2cAl",
"legacy": {
"binding_values": [
{
"key": "photo_image_full_size_large",
"value": {
"image_value": {
"height": 419,
"width": 800,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=800x419"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 146,
"width": 280,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=280x150"
},
"type": "IMAGE"
}
},
{
"key": "description",
"value": {
"string_value": "Learn proven approaches for quickly improving AI applications. Build AI that works better than the competition, regardless of the use-case.",
"type": "STRING"
}
},
{
"key": "domain",
"value": {
"string_value": "maven.com",
"type": "STRING"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 314,
"width": 600,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=600x600"
},
"type": "IMAGE"
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"width": 386,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=386x202"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 837,
"width": 1600,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=orig"
},
"type": "IMAGE"
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"width": 386,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=386x202"
},
"type": "IMAGE"
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"width": 800,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=800x419"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 75,
"width": 144,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=144x144"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 837,
"width": 1600,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 837,
"width": 1600,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=orig"
},
"type": "IMAGE"
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "maven.com",
"type": "STRING"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"width": 600,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=600x314"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 29,
"green": 29,
"red": 29
},
"percentage": 81.61
},
{
"rgb": {
"blue": 133,
"green": 119,
"red": 109
},
"percentage": 10.6
},
{
"rgb": {
"blue": 183,
"green": 183,
"red": 183
},
"percentage": 4.37
},
{
"rgb": {
"blue": 68,
"green": 75,
"red": 121
},
"percentage": 1.55
},
{
"rgb": {
"blue": 79,
"green": 64,
"red": 53
},
"percentage": 0.97
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "title",
"value": {
"string_value": "AI Evals For Engineers & PMs by Hamel Husain and Shreya Shankar on Maven",
"type": "STRING"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 29,
"green": 29,
"red": 29
},
"percentage": 81.61
},
{
"rgb": {
"blue": 133,
"green": 119,
"red": 109
},
"percentage": 10.6
},
{
"rgb": {
"blue": 183,
"green": 183,
"red": 183
},
"percentage": 4.37
},
{
"rgb": {
"blue": 68,
"green": 75,
"red": 121
},
"percentage": 1.55
},
{
"rgb": {
"blue": 79,
"green": 64,
"red": 53
},
"percentage": 0.97
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 837,
"width": 1600,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"width": 600,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=600x314"
},
"type": "IMAGE"
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 29,
"green": 29,
"red": 29
},
"percentage": 81.61
},
{
"rgb": {
"blue": 133,
"green": 119,
"red": 109
},
"percentage": 10.6
},
{
"rgb": {
"blue": 183,
"green": 183,
"red": 183
},
"percentage": 4.37
},
{
"rgb": {
"blue": 68,
"green": 75,
"red": 121
},
"percentage": 1.55
},
{
"rgb": {
"blue": 79,
"green": 64,
"red": 53
},
"percentage": 0.97
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 837,
"width": 1600,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/dR23WB2cAl",
"type": "STRING"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 837,
"width": 1600,
"url": "https://pbs.twimg.com/card_img/1950970293033508865/jHGWhlWU?format=jpg&name=orig"
},
"type": "IMAGE"
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "Android",
"version": "12"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/dR23WB2cAl",
"user_refs_results": []
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940436591761301534"
],
"editable_until_msecs": "1751474709000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "1268",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"legacy": {
"bookmark_count": 3,
"bookmarked": false,
"created_at": "Wed Jul 02 15:45:09 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
0,
155
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "hamel.dev/blog/posts/eva…",
"expanded_url": "https://hamel.dev/blog/posts/evals-faq/#q-whats-the-difference-between-guardrails-evaluators",
"url": "https://t.co/OCewfIRfih",
"indices": [
17,
40
]
},
{
"display_url": "bit.ly/evals-ai",
"expanded_url": "http://bit.ly/evals-ai",
"url": "https://t.co/dR23WB2cAl",
"indices": [
124,
147
]
}
],
"user_mentions": []
},
"favorite_count": 4,
"favorited": false,
"full_text": "Link to the FAQ: https://t.co/OCewfIRfih\n\n35% discount to our LLM Evals course (this is the last time we are teaching it!). https://t.co/dR23WB2cAl\n\n3 of 3",
"in_reply_to_screen_name": "HamelHusain",
"in_reply_to_status_id_str": "1940436579350458672",
"in_reply_to_user_id_str": "825766640",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "825766640",
"id_str": "1940436591761301534"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1940436591761301534"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940445150897197468",
"sortIndex": "1953485146552270828",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1940445150897197468-tweet-1940445150897197468",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940445150897197468",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo5OTM4NTkxODg4MjM2MDExNTI=",
"rest_id": "993859188823601152",
"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": "Tue May 08 14:24:30 +0000 2018",
"default_profile": true,
"default_profile_image": false,
"description": "Founder @ Laminar https://t.co/6UD47O810Q (YC S24). Prev @ Palantir, Bloomberg",
"entities": {
"description": {
"urls": [
{
"display_url": "lmnr.ai",
"expanded_url": "https://www.lmnr.ai",
"url": "https://t.co/6UD47O810Q",
"indices": [
18,
41
]
}
]
},
"url": {
"urls": [
{
"display_url": "lmnr.ai",
"expanded_url": "https://www.lmnr.ai",
"url": "https://t.co/6UD47O810Q",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 272,
"followers_count": 2056,
"friends_count": 492,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 14,
"location": "",
"media_count": 72,
"name": "Robert",
"normal_followers_count": 2056,
"pinned_tweet_ids_str": [
"1910763169489764374"
],
"possibly_sensitive": false,
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1786070151021948928/fXOgt6Fl_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "skull8888888888",
"statuses_count": 587,
"translator_type": "none",
"url": "https://t.co/6UD47O810Q",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940445150897197468"
],
"editable_until_msecs": "1751476750000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "405",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Wed Jul 02 16:19:10 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
22,
191
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
0,
12
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
13,
21
]
}
]
},
"favorite_count": 1,
"favorited": false,
"full_text": "@HamelHusain @sh_reya how do you view traces in the notebook? This also makes me think of an interesting idea. Trace your evals with Laminar, visualize instantly in the notebook with our sdk.",
"in_reply_to_screen_name": "HamelHusain",
"in_reply_to_status_id_str": "1940436566905856341",
"in_reply_to_user_id_str": "825766640",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 1,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "993859188823601152",
"id_str": "1940445150897197468"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940445150897197468-tweet-1940450641832489294",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940450641832489294",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo4MjU3NjY2NDA=",
"rest_id": "825766640",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": false,
"created_at": "Sat Sep 15 18:45:02 +0000 2012",
"default_profile": false,
"default_profile_image": false,
"description": "Evals evals evals https://t.co/Zrmp6LRd9c\n\nAbout Me: https://t.co/P6WyeKkyTa",
"entities": {
"description": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
18,
41
]
},
{
"display_url": "hamel.dev",
"expanded_url": "https://hamel.dev",
"url": "https://t.co/P6WyeKkyTa",
"indices": [
53,
76
]
}
]
},
"url": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 15003,
"followers_count": 37276,
"friends_count": 2185,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 860,
"location": "Looking at the data",
"media_count": 1354,
"name": "Hamel Husain",
"normal_followers_count": 37276,
"pinned_tweet_ids_str": [
"1953244495430205585"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/825766640/1735797063",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1287206199088173057/ixE4fKy1_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "HamelHusain",
"statuses_count": 14381,
"translator_type": "none",
"url": "https://t.co/Zrmp6LRd9c",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940450641832489294"
],
"editable_until_msecs": "1751478059000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "408",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"quoted_status_result": {
"result": {
"__typename": "Tweet",
"rest_id": "1938727041739956611",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo4MjU3NjY2NDA=",
"rest_id": "825766640",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": false,
"created_at": "Sat Sep 15 18:45:02 +0000 2012",
"default_profile": false,
"default_profile_image": false,
"description": "Evals evals evals https://t.co/Zrmp6LRd9c\n\nAbout Me: https://t.co/P6WyeKkyTa",
"entities": {
"description": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
18,
41
]
},
{
"display_url": "hamel.dev",
"expanded_url": "https://hamel.dev",
"url": "https://t.co/P6WyeKkyTa",
"indices": [
53,
76
]
}
]
},
"url": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 15003,
"followers_count": 37276,
"friends_count": 2185,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 860,
"location": "Looking at the data",
"media_count": 1354,
"name": "Hamel Husain",
"normal_followers_count": 37276,
"pinned_tweet_ids_str": [
"1953244495430205585"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/825766640/1735797063",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1287206199088173057/ixE4fKy1_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "HamelHusain",
"statuses_count": 14381,
"translator_type": "none",
"url": "https://t.co/Zrmp6LRd9c",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"card": {
"rest_id": "https://t.co/UfpZOdVLjp",
"legacy": {
"binding_values": [
{
"key": "player_url",
"value": {
"string_value": "https://www.youtube.com/embed/aqKUwPKBkB0",
"type": "STRING"
}
},
{
"key": "player_image_large",
"value": {
"image_value": {
"height": 320,
"width": 569,
"url": "https://pbs.twimg.com/card_img/1951313840064569347/EEDrfMBy?format=jpg&name=800x320_1"
},
"type": "IMAGE"
}
},
{
"key": "player_image",
"value": {
"image_value": {
"height": 158,
"width": 280,
"url": "https://pbs.twimg.com/card_img/1951313840064569347/EEDrfMBy?format=jpg&name=280x280"
},
"type": "IMAGE"
}
},
{
"key": "description",
"value": {
"string_value": "35% off our evals course: https://bit.ly/evals-aiVincent introduces Marimo, a reactive notebook environment. He walks us through the features of Marimo, incl...",
"type": "STRING"
}
},
{
"key": "player_width",
"value": {
"string_value": "1280",
"type": "STRING"
}
},
{
"key": "domain",
"value": {
"string_value": "www.youtube.com",
"type": "STRING"
}
},
{
"key": "app_is_free",
"value": {
"string_value": "true",
"type": "STRING"
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"type": "USER",
"user_value": {
"id_str": "10228272",
"path": []
}
}
},
{
"key": "player_image_original",
"value": {
"image_value": {
"height": 720,
"width": 1280,
"url": "https://pbs.twimg.com/card_img/1951313840064569347/EEDrfMBy?format=jpg&name=orig"
},
"type": "IMAGE"
}
},
{
"key": "app_url_resolved",
"value": {
"string_value": "https://www.youtube.com/watch?v=aqKUwPKBkB0",
"type": "STRING"
}
},
{
"key": "app_price_amount",
"value": {
"string_value": "0.0",
"type": "STRING"
}
},
{
"key": "player_height",
"value": {
"string_value": "720",
"type": "STRING"
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "youtube.com",
"type": "STRING"
}
},
{
"key": "app_name",
"value": {
"string_value": "YouTube",
"type": "STRING"
}
},
{
"key": "app_id",
"value": {
"scribe_key": "publisher_app_id",
"string_value": "com.google.android.youtube",
"type": "STRING"
}
},
{
"key": "player_image_small",
"value": {
"image_value": {
"height": 81,
"width": 144,
"url": "https://pbs.twimg.com/card_img/1951313840064569347/EEDrfMBy?format=jpg&name=144x144"
},
"type": "IMAGE"
}
},
{
"key": "title",
"value": {
"string_value": "Build Your Own Eval Tools With Notebooks!",
"type": "STRING"
}
},
{
"key": "app_price_currency",
"value": {
"string_value": "USD",
"type": "STRING"
}
},
{
"key": "app_url",
"value": {
"string_value": "https://t.co/redirect?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DaqKUwPKBkB0&sig=c3b21ae9b1b175a15df01af1adefb0e86607cd87&ssr=true&slug=UfpZOdVLjp",
"type": "STRING"
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/UfpZOdVLjp",
"type": "STRING"
}
},
{
"key": "player_image_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 252,
"green": 252,
"red": 252
},
"percentage": 51.43
},
{
"rgb": {
"blue": 123,
"green": 122,
"red": 124
},
"percentage": 24.33
},
{
"rgb": {
"blue": 116,
"green": 148,
"red": 195
},
"percentage": 5.96
},
{
"rgb": {
"blue": 27,
"green": 34,
"red": 45
},
"percentage": 3.43
},
{
"rgb": {
"blue": 88,
"green": 218,
"red": 255
},
"percentage": 3.12
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "player_image_x_large",
"value": {
"image_value": {
"height": 720,
"width": 1280,
"url": "https://pbs.twimg.com/card_img/1951313840064569347/EEDrfMBy?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "Android",
"version": "12"
}
}
},
"name": "player",
"url": "https://t.co/UfpZOdVLjp",
"user_refs_results": [
{
"result": {
"__typename": "User",
"id": "VXNlcjoxMDIyODI3Mg==",
"rest_id": "10228272",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Square",
"legacy": {
"can_dm": false,
"can_media_tag": true,
"created_at": "Tue Nov 13 21:43:46 +0000 2007",
"default_profile": false,
"default_profile_image": false,
"description": "like & subscribe",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "yt.be/3NDRz",
"expanded_url": "https://yt.be/3NDRz",
"url": "https://t.co/WBV5E1Rh1y",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 6055,
"followers_count": 79005070,
"friends_count": 1147,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 77652,
"location": "San Bruno, CA",
"media_count": 16019,
"name": "YouTube",
"normal_followers_count": 79005070,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/10228272/1745416765",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1915882040353837056/VbhPvueq_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "YouTube",
"statuses_count": 60091,
"translator_type": "regular",
"url": "https://t.co/WBV5E1Rh1y",
"verified": false,
"verified_type": "Business",
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
]
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1938727041739956611"
],
"editable_until_msecs": "1751067121000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "17592",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
"legacy": {
"bookmark_count": 66,
"bookmarked": false,
"created_at": "Fri Jun 27 22:32:01 +0000 2025",
"conversation_id_str": "1938727041739956611",
"display_text_range": [
0,
260
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "youtu.be/aqKUwPKBkB0",
"expanded_url": "https://youtu.be/aqKUwPKBkB0",
"url": "https://t.co/UfpZOdVLjp",
"indices": [
237,
260
]
}
],
"user_mentions": [
{
"id_str": "326295039",
"name": "Vincent D. Warmerdam",
"screen_name": "fishnets88",
"indices": [
24,
35
]
}
]
},
"favorite_count": 67,
"favorited": false,
"full_text": "Uploaded this talk with @fishnets88 \"Build your own Eval tools with notebooks\"\n\nOur hot take is notebooks are the most useful tool for evals. Also, Marimo'a reactive, app mode, etc seem useful in certain scenarios. More links in reply\n\nhttps://t.co/UfpZOdVLjp",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 4,
"reply_count": 2,
"retweet_count": 5,
"retweeted": false,
"user_id_str": "825766640",
"id_str": "1938727041739956611"
}
}
},
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Wed Jul 02 16:40:59 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
26,
49
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "x.com/HamelHusain/st…",
"expanded_url": "https://x.com/HamelHusain/status/1938727041739956611",
"url": "https://t.co/WpPLocUwVX",
"indices": [
26,
49
]
}
],
"user_mentions": [
{
"id_str": "993859188823601152",
"name": "Robert",
"screen_name": "skull8888888888",
"indices": [
0,
16
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
17,
25
]
}
]
},
"favorite_count": 2,
"favorited": false,
"full_text": "@skull8888888888 @sh_reya https://t.co/WpPLocUwVX",
"in_reply_to_screen_name": "skull8888888888",
"in_reply_to_status_id_str": "1940445150897197468",
"in_reply_to_user_id_str": "993859188823601152",
"is_quote_status": true,
"lang": "qme",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 0,
"quoted_status_id_str": "1938727041739956611",
"quoted_status_permalink": {
"url": "https://t.co/WpPLocUwVX",
"expanded": "https://x.com/HamelHusain/status/1938727041739956611",
"display": "x.com/HamelHusain/st…"
},
"reply_count": 2,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "825766640",
"id_str": "1940450641832489294"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940445150897197468-cursor-showmore-1720632323",
"item": {
"itemContent": {
"itemType": "TimelineTimelineCursor",
"__typename": "TimelineTimelineCursor",
"value": "DAABCwABAAAAMEVtUEM2d0FBQUFNL2dHSk4wdkdwL0FBQUFBSWE3ZDJUNnBxeFRocnQySlYxVzFHYwgAAgAAAAYKAAMa7diVdVtRnA8ABAoAAAACGu3YlXVbUZwa7d2T6pqxTgAA",
"cursorType": "ShowMore",
"displayTreatment": {
"actionText": "Show replies"
}
},
"clientEventInfo": {
"component": "cursor",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1940453808905376164"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940466380496896365",
"sortIndex": "1953485146552270818",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1940466380496896365-tweet-1940466380496896365",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940466380496896365",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoyNTE3NTc5Mzk=",
"rest_id": "251757939",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": false,
"created_at": "Sun Feb 13 19:58:04 +0000 2011",
"default_profile": false,
"default_profile_image": false,
"description": "building @newcomputer. not a cat (or a man) in real life. I like to run a lot! @kensho @harvard @StuyNY",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 19702,
"followers_count": 16061,
"friends_count": 2275,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 286,
"location": "San Francisco, CA",
"media_count": 188,
"name": "Sam Whitmore",
"normal_followers_count": 16061,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/251757939/1633716167",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1471143057907060739/hhdUy1In_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "sjwhitmore",
"statuses_count": 2500,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940466380496896365"
],
"editable_until_msecs": "1751481811000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "330",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Wed Jul 02 17:43:31 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
22,
23
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
0,
12
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
13,
21
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@HamelHusain @sh_reya 💯",
"in_reply_to_screen_name": "HamelHusain",
"in_reply_to_status_id_str": "1940436566905856341",
"in_reply_to_user_id_str": "825766640",
"is_quote_status": false,
"lang": "qme",
"quote_count": 0,
"reply_count": 1,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "251757939",
"id_str": "1940466380496896365"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940466380496896365-tweet-1940467815901024628",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940467815901024628",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo4MjU3NjY2NDA=",
"rest_id": "825766640",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": false,
"created_at": "Sat Sep 15 18:45:02 +0000 2012",
"default_profile": false,
"default_profile_image": false,
"description": "Evals evals evals https://t.co/Zrmp6LRd9c\n\nAbout Me: https://t.co/P6WyeKkyTa",
"entities": {
"description": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
18,
41
]
},
{
"display_url": "hamel.dev",
"expanded_url": "https://hamel.dev",
"url": "https://t.co/P6WyeKkyTa",
"indices": [
53,
76
]
}
]
},
"url": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"url": "https://t.co/Zrmp6LRd9c",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 15003,
"followers_count": 37276,
"friends_count": 2185,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 860,
"location": "Looking at the data",
"media_count": 1354,
"name": "Hamel Husain",
"normal_followers_count": 37276,
"pinned_tweet_ids_str": [
"1953244495430205585"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/825766640/1735797063",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1287206199088173057/ixE4fKy1_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "HamelHusain",
"statuses_count": 14381,
"translator_type": "none",
"url": "https://t.co/Zrmp6LRd9c",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940467815901024628"
],
"editable_until_msecs": "1751482154000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "201",
"state": "EnabledWithCount"
},
"source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Wed Jul 02 17:49:14 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
21,
22
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "251757939",
"name": "Sam Whitmore",
"screen_name": "sjwhitmore",
"indices": [
0,
11
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
12,
20
]
}
]
},
"favorite_count": 1,
"favorited": false,
"full_text": "@sjwhitmore @sh_reya 🤝",
"in_reply_to_screen_name": "sjwhitmore",
"in_reply_to_status_id_str": "1940466380496896365",
"in_reply_to_user_id_str": "251757939",
"is_quote_status": false,
"lang": "qme",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "825766640",
"id_str": "1940467815901024628"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1940467815901024628"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940441004718661793",
"sortIndex": "1953485146552270808",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1940441004718661793-tweet-1940441004718661793",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940441004718661793",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxMjE0Mjc5NzM3NTk5NTk0NDk2",
"rest_id": "1214279737599594496",
"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": "Mon Jan 06 20:17:35 +0000 2020",
"default_profile": true,
"default_profile_image": false,
"description": "Empowering early-stage engineering teams to confidently launch AI users love, permanently ditching those 3 AM production fire alarms.",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "subscribe.skylarbpayne.com",
"expanded_url": "https://subscribe.skylarbpayne.com",
"url": "https://t.co/vStVLZoFGx",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 3708,
"followers_count": 1030,
"friends_count": 441,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 21,
"location": "Ship AI with Confidence →",
"media_count": 136,
"name": "Skylar Payne",
"normal_followers_count": 1030,
"pinned_tweet_ids_str": [
"1944483380424491267"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/1214279737599594496/1752589505",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1944953317320531968/3E9tPzeU_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "skylar_b_payne",
"statuses_count": 3351,
"translator_type": "none",
"url": "https://t.co/vStVLZoFGx",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"card": {
"rest_id": "https://t.co/YEQb6u6wVt",
"legacy": {
"binding_values": [
{
"key": "photo_image_full_size_large",
"value": {
"image_value": {
"height": 354,
"width": 675,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=800x419"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 150,
"width": 203,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=280x150"
},
"type": "IMAGE"
}
},
{
"key": "description",
"value": {
"string_value": "Some teams have no idea on evals. Other teams massively overscale them and don’t make progress",
"type": "STRING"
}
},
{
"key": "domain",
"value": {
"string_value": "softwaredoug.com",
"type": "STRING"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 296,
"width": 400,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=400x400"
},
"type": "IMAGE"
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"width": 386,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=386x202"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 499,
"width": 675,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=orig"
},
"type": "IMAGE"
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"width": 386,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=386x202"
},
"type": "IMAGE"
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 354,
"width": 675,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=800x419"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 74,
"width": 100,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=100x100"
},
"type": "IMAGE"
}
},
{
"key": "creator",
"value": {
"type": "USER",
"user_value": {
"id_str": "24618459",
"path": []
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 499,
"width": 675,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 499,
"width": 675,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=orig"
},
"type": "IMAGE"
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "softwaredoug.com",
"type": "STRING"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"width": 600,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=600x314"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 255,
"green": 255,
"red": 255
},
"percentage": 81.27
},
{
"rgb": {
"blue": 230,
"green": 182,
"red": 124
},
"percentage": 13.54
},
{
"rgb": {
"blue": 52,
"green": 108,
"red": 150
},
"percentage": 2.57
},
{
"rgb": {
"blue": 36,
"green": 52,
"red": 72
},
"percentage": 1.03
},
{
"rgb": {
"blue": 123,
"green": 156,
"red": 180
},
"percentage": 0.43
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "title",
"value": {
"string_value": "Stop overbuilding evals",
"type": "STRING"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 255,
"green": 255,
"red": 255
},
"percentage": 81.27
},
{
"rgb": {
"blue": 230,
"green": 182,
"red": 124
},
"percentage": 13.54
},
{
"rgb": {
"blue": 52,
"green": 108,
"red": 150
},
"percentage": 2.57
},
{
"rgb": {
"blue": 36,
"green": 52,
"red": 72
},
"percentage": 1.03
},
{
"rgb": {
"blue": 123,
"green": 156,
"red": 180
},
"percentage": 0.43
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 499,
"width": 675,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"width": 600,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=600x314"
},
"type": "IMAGE"
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 255,
"green": 255,
"red": 255
},
"percentage": 81.27
},
{
"rgb": {
"blue": 230,
"green": 182,
"red": 124
},
"percentage": 13.54
},
{
"rgb": {
"blue": 52,
"green": 108,
"red": 150
},
"percentage": 2.57
},
{
"rgb": {
"blue": 36,
"green": 52,
"red": 72
},
"percentage": 1.03
},
{
"rgb": {
"blue": 123,
"green": 156,
"red": 180
},
"percentage": 0.43
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 499,
"width": 675,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/YEQb6u6wVt",
"type": "STRING"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 499,
"width": 675,
"url": "https://pbs.twimg.com/card_img/1953293329409687552/f8cNxEoJ?format=jpg&name=orig"
},
"type": "IMAGE"
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "Android",
"version": "12"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/YEQb6u6wVt",
"user_refs_results": [
{
"result": {
"__typename": "User",
"id": "VXNlcjoyNDYxODQ1OQ==",
"rest_id": "24618459",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": false,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": false,
"can_media_tag": false,
"created_at": "Mon Mar 16 00:42:06 +0000 2009",
"default_profile": false,
"default_profile_image": false,
"description": "Search at Daydream; ex @Reddit, @Shopify & @o19s; Books: Relevant Search & AI Powered Search\n\nFind me at 🦋",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "softwaredoug.com",
"expanded_url": "http://softwaredoug.com",
"url": "https://t.co/lXQQqKkSNR",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 19653,
"followers_count": 3585,
"friends_count": 781,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 114,
"location": "",
"media_count": 666,
"name": "Doug Turnbull",
"normal_followers_count": 3585,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_image_url_https": "https://pbs.twimg.com/profile_images/502695190/twitter_normal.JPG",
"profile_interstitial_type": "",
"screen_name": "softwaredoug",
"statuses_count": 19795,
"translator_type": "none",
"url": "https://t.co/lXQQqKkSNR",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
]
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940441004718661793"
],
"editable_until_msecs": "1751475761000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "176",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 2,
"bookmarked": false,
"created_at": "Wed Jul 02 16:02:41 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
22,
100
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "softwaredoug.com/blog/2025/04/2…",
"expanded_url": "https://softwaredoug.com/blog/2025/04/26/stop-overbuilding-evals",
"url": "https://t.co/YEQb6u6wVt",
"indices": [
77,
100
]
}
],
"user_mentions": [
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
0,
12
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
13,
21
]
},
{
"id_str": "24618459",
"name": "Doug Turnbull",
"screen_name": "softwaredoug",
"indices": [
61,
74
]
}
]
},
"favorite_count": 1,
"favorited": false,
"full_text": "@HamelHusain @sh_reya Yes 100%! I also love this advice from @softwaredoug : https://t.co/YEQb6u6wVt",
"in_reply_to_screen_name": "HamelHusain",
"in_reply_to_status_id_str": "1940436566905856341",
"in_reply_to_user_id_str": "825766640",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "1214279737599594496",
"id_str": "1940441004718661793"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1940441004718661793"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940445709347795051",
"sortIndex": "1953485146552270798",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1940445709347795051-tweet-1940445709347795051",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940445709347795051",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo0MTI0Nzg3NA==",
"rest_id": "41247874",
"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": "Wed May 20 00:07:48 +0000 2009",
"default_profile": false,
"default_profile_image": false,
"description": "just a token predictor building token predictors building token predictors. currently at @AlphaSchoolATX",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "thisistheaj.com",
"expanded_url": "http://thisistheaj.com",
"url": "https://t.co/Yr8txDhPZs",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 1114,
"followers_count": 275,
"friends_count": 310,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 11,
"location": "Austin, Tx",
"media_count": 61,
"name": "AJ",
"normal_followers_count": 275,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/41247874/1735612894",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1909813579336863744/6X7EUM1S_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "Thisistheaj",
"statuses_count": 1662,
"translator_type": "none",
"url": "https://t.co/Yr8txDhPZs",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940445709347795051"
],
"editable_until_msecs": "1751476883000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "118",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Wed Jul 02 16:21:23 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
22,
41
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
0,
12
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
13,
21
]
},
{
"id_str": "1874147622287769600",
"name": "Gauntlet AI",
"screen_name": "joingauntletai",
"indices": [
26,
41
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@HamelHusain @sh_reya CC: @joingauntletai",
"in_reply_to_screen_name": "HamelHusain",
"in_reply_to_status_id_str": "1940436566905856341",
"in_reply_to_user_id_str": "825766640",
"is_quote_status": false,
"lang": "und",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "41247874",
"id_str": "1940445709347795051"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1940445709347795051"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940460802060046618",
"sortIndex": "1953485146552270788",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1940460802060046618-tweet-1940460802060046618",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940460802060046618",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxMDQwMTE3OTA2NzIwMjE1MDQw",
"rest_id": "1040117906720215040",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": false,
"created_at": "Thu Sep 13 06:00:08 +0000 2018",
"default_profile": false,
"default_profile_image": false,
"description": "Building https://t.co/6RYgWGBEKI | Lead maintainer of LitServe - fastest AI model serving engine | Prev Research Engineer @LightningAI ⚡️",
"entities": {
"description": {
"urls": [
{
"display_url": "Celesto.AI",
"expanded_url": "http://Celesto.AI",
"url": "https://t.co/6RYgWGBEKI",
"indices": [
9,
32
]
}
]
},
"url": {
"urls": [
{
"display_url": "linktr.ee/AniketMaurya",
"expanded_url": "https://linktr.ee/AniketMaurya",
"url": "https://t.co/2QSAz6qYkk",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 21810,
"followers_count": 2271,
"friends_count": 1108,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 42,
"location": "London, England",
"media_count": 871,
"name": "Aniket",
"normal_followers_count": 2271,
"pinned_tweet_ids_str": [
"1953078613177401428"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/1040117906720215040/1754493412",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1909376687994712064/ptxXM1p9_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "aniketmaurya",
"statuses_count": 5962,
"translator_type": "none",
"url": "https://t.co/2QSAz6qYkk",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1464503495856431105",
"professional_type": "Creator",
"category": [
{
"id": 713,
"name": "Science & Technology",
"icon_name": ""
}
]
},
"tipjar_settings": {
"is_enabled": true,
"patreon_handle": ""
}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940460802060046618"
],
"editable_until_msecs": "1751480481000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "126",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Wed Jul 02 17:21:21 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
22,
23
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
0,
12
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
13,
21
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@HamelHusain @sh_reya 💯",
"in_reply_to_screen_name": "HamelHusain",
"in_reply_to_status_id_str": "1940436566905856341",
"in_reply_to_user_id_str": "825766640",
"is_quote_status": false,
"lang": "qme",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "1040117906720215040",
"id_str": "1940460802060046618"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1940460802060046618"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1940819756921336194",
"sortIndex": "1953485146552270778",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1940819756921336194-tweet-1940819756921336194",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1940819756921336194",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxNjg1ODgzMjE0OTg3MjM1MzI4",
"rest_id": "1685883214987235328",
"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": "Mon Jul 31 05:21:13 +0000 2023",
"default_profile": true,
"default_profile_image": false,
"description": "",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 3218,
"followers_count": 57,
"friends_count": 227,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 3,
"location": "",
"media_count": 113,
"name": "Guna Sekhar Venkata Chennaiah Chakka",
"normal_followers_count": 57,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1942788083063140352/zxAbkn5d_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "codevlogger",
"statuses_count": 474,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1940819756921336194"
],
"editable_until_msecs": "1751566063000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "50",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Thu Jul 03 17:07:43 +0000 2025",
"conversation_id_str": "1940436566905856341",
"display_text_range": [
22,
244
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
0,
12
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
13,
21
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@HamelHusain @sh_reya Yes, I can still remember everytime I used to download entire log of the pipeline for evry chat where i found many interesting things which leads step by step pipeline updatements leads to solve edge cases from client side",
"in_reply_to_screen_name": "HamelHusain",
"in_reply_to_status_id_str": "1940436566905856341",
"in_reply_to_user_id_str": "825766640",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "1685883214987235328",
"id_str": "1940819756921336194"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1940819756921336194"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "cursor-bottom-1953485146552270777",
"sortIndex": "1953485146552270777",
"content": {
"entryType": "TimelineTimelineCursor",
"__typename": "TimelineTimelineCursor",
"value": "DAAFCgABGxwsZAo__7cLAAIAAACQRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFzYTdlMHlrTnZSZEJydDNaUHFtckZPR3UzVTBCbmJvS0VhN2RERzE1b2hWUnJ0MlJkN216QnJHdTNyNUZ3YkFXMGE3ZERNb1JvZ0hocnQ1dEdIVzlFYUd1M1lsWFZiVVp3YTd5MUpPRnN4Z2hydDBNbTlXN0V3CAADAAAAAgAA",
"cursorType": "Bottom"
}
}
]
},
{
"type": "TimelineTerminateTimeline",
"direction": "Top"
},
{
"type": "TimelineTerminateTimeline",
"direction": "Bottom"
}
],
"metadata": {
"reader_mode_config": {
"is_reader_mode_available": true
},
"scribeConfig": {
"page": "ranked_replies"
}
}
}
}
}