Viewing enriched Twitter post
Stop wasting time guessing why your AI fails. The most valuable skill I learned recently: error analysis https://t.co/e5XWJB1L1a Hamel & Shreya teach you how to diagnose what's going wrong with your pipeline, and build evals you can trust at scale. Error analysis is just the… https://t.co/D2ptDf7fEF
{
"media": [
{
"type": "image",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1935137769489105378/media_0.jpg?",
"filename": "media_0.jpg"
}
],
"nlp": {
"sentiment": "positive",
"topics": [
"AI failure",
"error analysis",
"pipeline diagnostics"
],
"entities": [
"Hamel",
"Shreya"
],
"summary": "The tweet emphasizes the importance of error analysis in understanding AI failures and highlights a learning opportunity from Hamel and Shreya.",
"language": "en",
"processed_at": "2025-08-07T11:08:20.943096"
}
}{
"data": {
"threaded_conversation_with_injections_v2": {
"instructions": [
{
"type": "TimelineClearCache"
},
{
"type": "TimelineAddEntries",
"entries": [
{
"entryId": "tweet-1935137769489105378",
"sortIndex": "1953503476835155968",
"content": {
"entryType": "TimelineTimelineItem",
"__typename": "TimelineTimelineItem",
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1935137769489105378",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo3MjEwMTg3Nzc2NjQ2MjY2ODg=",
"rest_id": "721018777664626688",
"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": "Fri Apr 15 16:54:07 +0000 2016",
"default_profile": true,
"default_profile_image": false,
"description": "Let's make billions of parameters go brr https://t.co/rUxXIfNpwh",
"entities": {
"description": {
"urls": [
{
"display_url": "bit.ly/scratchtoscale",
"expanded_url": "http://bit.ly/scratchtoscale",
"url": "https://t.co/rUxXIfNpwh",
"indices": [
41,
64
]
}
]
},
"url": {
"urls": [
{
"display_url": "bit.ly/scratchtoscale",
"expanded_url": "http://bit.ly/scratchtoscale",
"url": "https://t.co/rUxXIfNpwh",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 42282,
"followers_count": 11983,
"friends_count": 554,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 250,
"location": "In a SLURM cluster",
"media_count": 2125,
"name": "Zach Mueller",
"normal_followers_count": 11983,
"pinned_tweet_ids_str": [
"1951277156081782984"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/721018777664626688/1753014232",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1803756314469847040/Xn7-ka2P_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "TheZachMueller",
"statuses_count": 17921,
"translator_type": "none",
"url": "https://t.co/rUxXIfNpwh",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1582823614973415484",
"professional_type": "Creator",
"category": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1935137769489105378"
],
"editable_until_msecs": "1750211372000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "12224",
"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": "Tm90ZVR3ZWV0OjE5MzUxMzc3NjkzNTQ5MDM1NTI=",
"text": "Stop wasting time guessing why your AI fails. The most valuable skill I learned recently: error analysis\nhttps://t.co/IVgZ9vgdts\n\nHamel & Shreya teach you how to diagnose what's going wrong with your pipeline, and build evals you can trust at scale. Error analysis is just the beginning. Last live cohort starts soon!",
"entity_set": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "maven.com/parlance-labs/…",
"expanded_url": "https://maven.com/parlance-labs/evals?promoCode=zach-35",
"url": "https://t.co/IVgZ9vgdts",
"indices": [
105,
128
]
}
],
"user_mentions": []
},
"richtext": {
"richtext_tags": []
},
"media": {
"inline_media": []
}
}
}
},
"legacy": {
"bookmark_count": 553,
"bookmarked": false,
"created_at": "Wed Jun 18 00:49:32 +0000 2025",
"conversation_id_str": "1935137769489105378",
"display_text_range": [
0,
281
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/D2ptDf7fEF",
"expanded_url": "https://x.com/TheZachMueller/status/1935137769489105378/photo/1",
"id_str": "1935135461493669888",
"indices": [
282,
305
],
"media_key": "3_1935135461493669888",
"media_url_https": "https://pbs.twimg.com/media/Gtr7cw6XgAA0s0p.png",
"type": "photo",
"url": "https://t.co/D2ptDf7fEF",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 780,
"w": 846,
"resize": "fit"
},
"medium": {
"h": 780,
"w": 846,
"resize": "fit"
},
"small": {
"h": 627,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 780,
"width": 846,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 846,
"h": 474
},
{
"x": 0,
"y": 0,
"w": 780,
"h": 780
},
{
"x": 17,
"y": 0,
"w": 684,
"h": 780
},
{
"x": 164,
"y": 0,
"w": 390,
"h": 780
},
{
"x": 0,
"y": 0,
"w": 846,
"h": 780
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1935135461493669888"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "maven.com/parlance-labs/…",
"expanded_url": "https://maven.com/parlance-labs/evals?promoCode=zach-35",
"url": "https://t.co/e5XWJB1L1a",
"indices": [
105,
128
]
}
],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/D2ptDf7fEF",
"expanded_url": "https://x.com/TheZachMueller/status/1935137769489105378/photo/1",
"id_str": "1935135461493669888",
"indices": [
282,
305
],
"media_key": "3_1935135461493669888",
"media_url_https": "https://pbs.twimg.com/media/Gtr7cw6XgAA0s0p.png",
"type": "photo",
"url": "https://t.co/D2ptDf7fEF",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 780,
"w": 846,
"resize": "fit"
},
"medium": {
"h": 780,
"w": 846,
"resize": "fit"
},
"small": {
"h": 627,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 780,
"width": 846,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 846,
"h": 474
},
{
"x": 0,
"y": 0,
"w": 780,
"h": 780
},
{
"x": 17,
"y": 0,
"w": 684,
"h": 780
},
{
"x": 164,
"y": 0,
"w": 390,
"h": 780
},
{
"x": 0,
"y": 0,
"w": 846,
"h": 780
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1935135461493669888"
}
}
}
]
},
"favorite_count": 432,
"favorited": false,
"full_text": "Stop wasting time guessing why your AI fails. The most valuable skill I learned recently: error analysis\nhttps://t.co/e5XWJB1L1a\n\nHamel & Shreya teach you how to diagnose what's going wrong with your pipeline, and build evals you can trust at scale. Error analysis is just the… https://t.co/D2ptDf7fEF",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 2,
"reply_count": 6,
"retweet_count": 34,
"retweeted": false,
"user_id_str": "721018777664626688",
"id_str": "1935137769489105378"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet"
}
}
},
{
"entryId": "conversationthread-1947715872916967518",
"sortIndex": "1953503476835155958",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1947715872916967518-tweet-1947715872916967518",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1947715872916967518",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo3MjEwMTg3Nzc2NjQ2MjY2ODg=",
"rest_id": "721018777664626688",
"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": "Fri Apr 15 16:54:07 +0000 2016",
"default_profile": true,
"default_profile_image": false,
"description": "Let's make billions of parameters go brr https://t.co/rUxXIfNpwh",
"entities": {
"description": {
"urls": [
{
"display_url": "bit.ly/scratchtoscale",
"expanded_url": "http://bit.ly/scratchtoscale",
"url": "https://t.co/rUxXIfNpwh",
"indices": [
41,
64
]
}
]
},
"url": {
"urls": [
{
"display_url": "bit.ly/scratchtoscale",
"expanded_url": "http://bit.ly/scratchtoscale",
"url": "https://t.co/rUxXIfNpwh",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 42282,
"followers_count": 11983,
"friends_count": 554,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 250,
"location": "In a SLURM cluster",
"media_count": 2125,
"name": "Zach Mueller",
"normal_followers_count": 11983,
"pinned_tweet_ids_str": [
"1951277156081782984"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/721018777664626688/1753014232",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1803756314469847040/Xn7-ka2P_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "TheZachMueller",
"statuses_count": 17921,
"translator_type": "none",
"url": "https://t.co/rUxXIfNpwh",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1582823614973415484",
"professional_type": "Creator",
"category": []
},
"tipjar_settings": {}
}
}
},
"card": {
"rest_id": "https://t.co/SpzYNBEtNQ",
"legacy": {
"binding_values": [
{
"key": "photo_image_full_size_large",
"value": {
"image_value": {
"height": 419,
"width": 800,
"url": "https://pbs.twimg.com/card_img/1948803692846604288/07lYU7Q0?format=jpg&name=800x419"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 147,
"width": 280,
"url": "https://pbs.twimg.com/card_img/1948803692846604288/07lYU7Q0?format=jpg&name=280x150"
},
"type": "IMAGE"
}
},
{
"key": "description",
"value": {
"string_value": "Learn the techniques used today from world-class researchers and engineers from Meta, Ray, Hugging Face, and more",
"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/1948803692846604288/07lYU7Q0?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/1948803692846604288/07lYU7Q0?format=jpg&name=386x202"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 1005,
"width": 1920,
"url": "https://pbs.twimg.com/card_img/1948803692846604288/07lYU7Q0?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/1948803692846604288/07lYU7Q0?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/1948803692846604288/07lYU7Q0?format=jpg&name=800x419"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 75,
"width": 144,
"url": "https://pbs.twimg.com/card_img/1948803692846604288/07lYU7Q0?format=jpg&name=144x144"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 1005,
"width": 1920,
"url": "https://pbs.twimg.com/card_img/1948803692846604288/07lYU7Q0?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 1005,
"width": 1920,
"url": "https://pbs.twimg.com/card_img/1948803692846604288/07lYU7Q0?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/1948803692846604288/07lYU7Q0?format=jpg&name=600x314"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 26,
"green": 26,
"red": 26
},
"percentage": 72.21
},
{
"rgb": {
"blue": 125,
"green": 132,
"red": 150
},
"percentage": 9.19
},
{
"rgb": {
"blue": 124,
"green": 89,
"red": 76
},
"percentage": 7.07
},
{
"rgb": {
"blue": 62,
"green": 89,
"red": 104
},
"percentage": 3.77
},
{
"rgb": {
"blue": 23,
"green": 191,
"red": 252
},
"percentage": 1.33
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "title",
"value": {
"string_value": "Scratch to Scale: Large-Scale Training in the Modern World by Zachary Mueller on Maven",
"type": "STRING"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 26,
"green": 26,
"red": 26
},
"percentage": 72.21
},
{
"rgb": {
"blue": 125,
"green": 132,
"red": 150
},
"percentage": 9.19
},
{
"rgb": {
"blue": 124,
"green": 89,
"red": 76
},
"percentage": 7.07
},
{
"rgb": {
"blue": 62,
"green": 89,
"red": 104
},
"percentage": 3.77
},
{
"rgb": {
"blue": 23,
"green": 191,
"red": 252
},
"percentage": 1.33
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 1005,
"width": 1920,
"url": "https://pbs.twimg.com/card_img/1948803692846604288/07lYU7Q0?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/1948803692846604288/07lYU7Q0?format=jpg&name=600x314"
},
"type": "IMAGE"
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 26,
"green": 26,
"red": 26
},
"percentage": 72.21
},
{
"rgb": {
"blue": 125,
"green": 132,
"red": 150
},
"percentage": 9.19
},
{
"rgb": {
"blue": 124,
"green": 89,
"red": 76
},
"percentage": 7.07
},
{
"rgb": {
"blue": 62,
"green": 89,
"red": 104
},
"percentage": 3.77
},
{
"rgb": {
"blue": 23,
"green": 191,
"red": 252
},
"percentage": 1.33
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 1005,
"width": 1920,
"url": "https://pbs.twimg.com/card_img/1948803692846604288/07lYU7Q0?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/SpzYNBEtNQ",
"type": "STRING"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 1005,
"width": 1920,
"url": "https://pbs.twimg.com/card_img/1948803692846604288/07lYU7Q0?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/SpzYNBEtNQ",
"user_refs_results": []
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1947715872916967518"
],
"editable_until_msecs": "1753210225000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "504",
"state": "EnabledWithCount"
},
"source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
"legacy": {
"bookmark_count": 1,
"bookmarked": false,
"created_at": "Tue Jul 22 17:50:25 +0000 2025",
"conversation_id_str": "1935137769489105378",
"display_text_range": [
0,
143
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "maven.com/walk-with-code…",
"expanded_url": "https://maven.com/walk-with-code/scratch-to-scale?promoCode=zach35twitter0717",
"url": "https://t.co/SpzYNBEtNQ",
"indices": [
120,
143
]
}
],
"user_mentions": []
},
"favorite_count": 2,
"favorited": false,
"full_text": "While you’re here, I’m working on a course to help make sure that as you scale, training still won’t be the bottleneck: https://t.co/SpzYNBEtNQ",
"in_reply_to_screen_name": "TheZachMueller",
"in_reply_to_status_id_str": "1935137769489105378",
"in_reply_to_user_id_str": "721018777664626688",
"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": "721018777664626688",
"id_str": "1947715872916967518"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "SelfThread"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1947715872916967518"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1945845499266777115",
"sortIndex": "1953503476835155948",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1945845499266777115-tweet-1945845499266777115",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1945845499266777115",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjozNjY5NTAzODQ=",
"rest_id": "366950384",
"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": "Sat Sep 03 03:29:48 +0000 2011",
"default_profile": false,
"default_profile_image": false,
"description": "#RealFact -- #SelfReliant -- #HumanMachineSymbiosis -- #ABetterFutureForAll -- #Exoverse",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "romeolupascu.net",
"expanded_url": "https://romeolupascu.net",
"url": "https://t.co/bUlgoTVwZZ",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 10218,
"followers_count": 581,
"friends_count": 1874,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 4,
"location": "Toronto, Ontario",
"media_count": 695,
"name": "Romeo Lupascu",
"normal_followers_count": 581,
"pinned_tweet_ids_str": [
"1893681885936590883"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/366950384/1546380399",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/601383196282867712/nSwAElDU_normal.png",
"profile_interstitial_type": "",
"screen_name": "RomeoLupascu",
"statuses_count": 12328,
"translator_type": "none",
"url": "https://t.co/bUlgoTVwZZ",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1945845499266777115"
],
"editable_until_msecs": "1752764293000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "610",
"state": "EnabledWithCount"
},
"source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Thu Jul 17 13:58:13 +0000 2025",
"conversation_id_str": "1935137769489105378",
"display_text_range": [
29,
148
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "721018777664626688",
"name": "Zach Mueller",
"screen_name": "TheZachMueller",
"indices": [
0,
15
]
},
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
16,
28
]
}
]
},
"favorite_count": 2,
"favorited": false,
"full_text": "@TheZachMueller @HamelHusain 🤣... or ... just hear me out... realize that this AI is just... unreliable... and do something about that ... maybe?...",
"in_reply_to_screen_name": "TheZachMueller",
"in_reply_to_status_id_str": "1935137769489105378",
"in_reply_to_user_id_str": "721018777664626688",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 1,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "366950384",
"id_str": "1945845499266777115"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1945845499266777115"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1944997168970150033",
"sortIndex": "1953503476835155938",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1944997168970150033-tweet-1944997168970150033",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1944997168970150033",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxODM3Mzk3OTcyOTc3NzAwODY1",
"rest_id": "1837397972977700865",
"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": "Sat Sep 21 07:47:10 +0000 2024",
"default_profile": true,
"default_profile_image": false,
"description": "",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 926,
"followers_count": 173,
"friends_count": 1335,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 1,
"location": "",
"media_count": 1,
"name": "hanhan zhang",
"normal_followers_count": 173,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1837398149285269506/_9yxbiNM_normal.png",
"profile_interstitial_type": "",
"screen_name": "zhanhan75",
"statuses_count": 390,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1944997168970150033"
],
"editable_until_msecs": "1752562036000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": true,
"views": {
"count": "872",
"state": "EnabledWithCount"
},
"source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Tue Jul 15 05:47:16 +0000 2025",
"conversation_id_str": "1935137769489105378",
"display_text_range": [
29,
60
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "721018777664626688",
"name": "Zach Mueller",
"screen_name": "TheZachMueller",
"indices": [
0,
15
]
},
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
16,
28
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@TheZachMueller @HamelHusain 对齐后 先审视其反面\n正面答案，就是审查员\n消除幻觉是第一步！",
"in_reply_to_screen_name": "TheZachMueller",
"in_reply_to_status_id_str": "1935137769489105378",
"in_reply_to_user_id_str": "721018777664626688",
"is_quote_status": false,
"lang": "zh",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "1837397972977700865",
"id_str": "1944997168970150033"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1944997168970150033"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1945713614150897693",
"sortIndex": "1953503476835155928",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1945713614150897693-tweet-1945713614150897693",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1945713614150897693",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxNjk4NzE2OTc2NzI0NzQyMTQ0",
"rest_id": "1698716976724742144",
"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": "Mon Sep 04 15:18:26 +0000 2023",
"default_profile": true,
"default_profile_image": false,
"description": "+22yr Product Design Lead ✦ META, Xbox, Microsoft, Turn10 Studios, Overstock ✦ Now comes equipped as ML/Data/React dev",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 805,
"followers_count": 159,
"friends_count": 413,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 2,
"location": "Seattle, WA",
"media_count": 302,
"name": "Killian ✦ Andersen",
"normal_followers_count": 159,
"pinned_tweet_ids_str": [
"1789552619608031483"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/1698716976724742144/1749401585",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1931756329611526147/SHVrbwOi_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "monsterswithink",
"statuses_count": 3879,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1884322248976392323",
"professional_type": "Creator",
"category": [
{
"id": 1020,
"name": "Product Designer",
"icon_name": ""
}
]
},
"tipjar_settings": {
"is_enabled": true
}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1945713614150897693"
],
"editable_until_msecs": "1752732849000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "558",
"state": "EnabledWithCount"
},
"source": "<a href=\"http://twitter.com/#!/download/ipad\" rel=\"nofollow\">Twitter for iPad</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Thu Jul 17 05:14:09 +0000 2025",
"conversation_id_str": "1935137769489105378",
"display_text_range": [
29,
54
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "721018777664626688",
"name": "Zach Mueller",
"screen_name": "TheZachMueller",
"indices": [
0,
15
]
},
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
16,
28
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@TheZachMueller @HamelHusain i dontn guess…i guarantee",
"in_reply_to_screen_name": "TheZachMueller",
"in_reply_to_status_id_str": "1935137769489105378",
"in_reply_to_user_id_str": "721018777664626688",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "1698716976724742144",
"id_str": "1945713614150897693"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1945713614150897693"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1946334607873396840",
"sortIndex": "1953503476835155918",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1946334607873396840-tweet-1946334607873396840",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1946334607873396840",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxNzY2NTA5NjIyMTAwMTcyODAw",
"rest_id": "1766509622100172800",
"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": "Sat Mar 09 17:05:05 +0000 2024",
"default_profile": true,
"default_profile_image": false,
"description": "",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 37437,
"followers_count": 1258,
"friends_count": 19,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 0,
"location": "",
"media_count": 1,
"name": "Laura M",
"normal_followers_count": 1258,
"pinned_tweet_ids_str": [],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/1766509622100172800/1716046829",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1790026753907331072/VdenE0Vc_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "LauraM77557",
"statuses_count": 34114,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1946334607873396840"
],
"editable_until_msecs": "1752880906000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "314",
"state": "EnabledWithCount"
},
"source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Fri Jul 18 22:21:46 +0000 2025",
"conversation_id_str": "1935137769489105378",
"display_text_range": [
29,
30
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "721018777664626688",
"name": "Zach Mueller",
"screen_name": "TheZachMueller",
"indices": [
0,
15
]
},
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
16,
28
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@TheZachMueller @HamelHusain ✋",
"in_reply_to_screen_name": "TheZachMueller",
"in_reply_to_status_id_str": "1935137769489105378",
"in_reply_to_user_id_str": "721018777664626688",
"is_quote_status": false,
"lang": "qme",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "1766509622100172800",
"id_str": "1946334607873396840"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1946334607873396840"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "cursor-showmorethreads-1953503476835155917",
"sortIndex": "1953503476835155917",
"content": {
"entryType": "TimelineTimelineCursor",
"__typename": "TimelineTimelineCursor",
"value": "DAAFCgABGxw9D-Q__8sLAAIAAABcRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFZYkFKQTVKaHNRSFJzQ3hRT0VWOUJvR3RyOWpHM1hBZUliQVFnc0M1YkFHeHIrQko3Qm16Q1JHd2V0UkZpYkVGND0IAAMAAAAHAAA",
"cursorType": "ShowMoreThreads",
"displayTreatment": {
"actionText": "Show probable spam"
}
}
}
]
},
{
"type": "TimelineTerminateTimeline",
"direction": "Top"
}
],
"metadata": {
"reader_mode_config": {
"is_reader_mode_available": true
},
"scribeConfig": {
"page": "ranked_replies"
}
}
}
}
}