Viewing enriched Twitter post
AI doesn’t see the world the way humans do. What looks obvious to us can be misinterpreted by machines when categorizing objects, scenes or context. As AI systems move deeper into areas like safety, healthcare and autonomous systems, these perception gaps become more than technical issues. If AI is going to make decisions about the real world, how do we ensure it actually understands what it’s looking at? https://t.co/PHUybYbKIz @ConversationUS
{
"media": [
{
"type": "photo",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2032090505987694650/media_0.jpg",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-03-12T13:52:13.446167",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2032090505987694650",
"url": "https://x.com/SpirosMargaris/status/2032090505987694650",
"twitterUrl": "https://twitter.com/SpirosMargaris/status/2032090505987694650",
"text": "AI doesn’t see the world the way humans do.\n\nWhat looks obvious to us can be misinterpreted by machines when categorizing objects, scenes or context. As AI systems move deeper into areas like safety, healthcare and autonomous systems, these perception gaps become more than technical issues.\n\nIf AI is going to make decisions about the real world, how do we ensure it actually understands what it’s looking at? \n\n https://t.co/PHUybYbKIz @ConversationUS",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 0,
"likeCount": 0,
"quoteCount": 0,
"viewCount": 22,
"createdAt": "Thu Mar 12 13:45:05 +0000 2026",
"lang": "en",
"bookmarkCount": 0,
"isReply": false,
"inReplyToId": null,
"conversationId": "2032090505987694650",
"displayTextRange": [
0,
273
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "SpirosMargaris",
"url": "https://x.com/SpirosMargaris",
"twitterUrl": "https://twitter.com/SpirosMargaris",
"id": "2711212681",
"name": "Spiros Margaris",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1658909947025924108/kl5WbjWk_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/2711212681/1754232805",
"description": "",
"location": "All Over the World",
"followers": 132980,
"following": 24046,
"status": "",
"canDm": false,
"canMediaTag": false,
"createdAt": "Wed Aug 06 05:20:16 +0000 2014",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 261612,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 83117,
"statusesCount": 324515,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2027723954195148810"
],
"profile_bio": {
"description": "#VC | No 1 #Fintech #Banking @Refinitiv & @Onalytica | #AI | @TEDx | @qualco_sa @natechsa @SparkLabsGlobal @ai_mediastalker @HeradoHQ @usebarq",
"entities": {
"description": {
"hashtags": [
{
"indices": [
0,
3
],
"text": "VC"
},
{
"indices": [
11,
19
],
"text": "Fintech"
},
{
"indices": [
20,
28
],
"text": "Banking"
},
{
"indices": [
55,
58
],
"text": "AI"
}
],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"indices": [
29,
39
],
"name": "",
"screen_name": "Refinitiv"
},
{
"id_str": "0",
"indices": [
42,
52
],
"name": "",
"screen_name": "Onalytica"
},
{
"id_str": "0",
"indices": [
61,
66
],
"name": "",
"screen_name": "TEDx"
},
{
"id_str": "0",
"indices": [
69,
79
],
"name": "",
"screen_name": "qualco_sa"
},
{
"id_str": "0",
"indices": [
80,
89
],
"name": "",
"screen_name": "natechsa"
},
{
"id_str": "0",
"indices": [
90,
106
],
"name": "",
"screen_name": "SparkLabsGlobal"
},
{
"id_str": "0",
"indices": [
107,
123
],
"name": "",
"screen_name": "ai_mediastalker"
},
{
"id_str": "0",
"indices": [
124,
133
],
"name": "",
"screen_name": "HeradoHQ"
},
{
"id_str": "0",
"indices": [
134,
142
],
"name": "",
"screen_name": "usebarq"
}
]
},
"url": {
"urls": [
{
"display_url": "MargarisVentures.com",
"expanded_url": "http://www.MargarisVentures.com",
"indices": [
0,
23
],
"url": "https://t.co/gUoh5w20av"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": {
"binding_values": [
{
"key": "photo_image_full_size_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 197,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=400x400",
"width": 400
}
}
},
{
"key": "description",
"value": {
"string_value": "People and computers perceive the world differently, which can lead AI to make mistakes no human would. Researchers are working on how to bring human and AI vision into alignment."
}
},
{
"key": "domain",
"value": {
"string_value": "theconversation.com"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 296,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=600x600",
"width": 600
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=orig",
"width": 1356
}
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"user_value": {
"id_str": "2733320850",
"path": []
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 71,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=png&name=2048x2048_2_exp",
"width": 1356
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=orig",
"width": 1356
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "theconversation.com"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 92.27,
"rgb": {
"blue": 39,
"green": 36,
"red": 36
}
},
{
"percentage": 7.73,
"rgb": {
"blue": 119,
"green": 105,
"red": 100
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "AI doesn’t ‘see’ the way that you do, and that could be a problem when it categorizes objects and..."
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 92.27,
"rgb": {
"blue": 39,
"green": 36,
"red": 36
}
},
{
"percentage": 7.73,
"rgb": {
"blue": 119,
"green": 105,
"red": 100
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=png&name=2048x2048_2_exp",
"width": 1356
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 92.27,
"rgb": {
"blue": 39,
"green": 36,
"red": 36
}
},
{
"percentage": 7.73,
"rgb": {
"blue": 119,
"green": 105,
"red": 100
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=png&name=2048x2048_2_exp",
"width": 1356
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/PHUybYbKIz"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2031851443615928320/S8RugPle?format=jpg&name=orig",
"width": 1356
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/PHUybYbKIz",
"user_refs_results": [
{
"rest_id": "2733320850",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 7675
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/1191537448888782849/vdr7JJiI_normal.jpg"
},
"banner": {
"image_url": "https://pbs.twimg.com/profile_banners/2733320850/1663783605"
},
"core": {
"created_at": "Fri Aug 15 01:59:25 +0000 2014",
"name": "The Conversation U.S.",
"screen_name": "ConversationUS"
},
"dm_permissions": {
"can_dm": false
},
"exclusive_tweet_following": false,
"follow_request_sent": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": "Boston, MA"
},
"media_permissions": {
"can_media_tag": false
},
"notifications_settings": {
"notifications_enabled": false
},
"pinned_items": {
"tweet_ids_str": [
"1294292495317323778"
]
},
"privacy": {
"protected": false,
"suspended": false
},
"private_super_following": false,
"profile_bio": {
"description": "A nonprofit news website dedicated to unlocking knowledge from experts for the public. No paywall or ads. Also now at: https://t.co/RMejHS7k1E",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "newsie.social/@TheConversati…",
"expanded_url": "https://newsie.social/@TheConversationUS",
"indices": [
119,
142
],
"url": "https://t.co/RMejHS7k1E"
}
],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "theconversation.com/us",
"expanded_url": "http://theconversation.com/us",
"indices": [
0,
23
],
"url": "https://t.co/Ez2dGZnqpw"
}
]
}
}
},
"profile_image_shape": "Circle",
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "1DA1F2"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 65039,
"following": 5466
},
"relationship_perspectives": {
"blocked_by": false,
"blocking": false,
"followed_by": false,
"following": false,
"live_following": false,
"muting": false
},
"rest_id": "2733320850",
"smart_blocked_by": false,
"smart_blocking": false,
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 18035,
"tweets": 85974
},
"verification": {
"is_blue_verified": false,
"verified": false
},
"website": {
"url": "https://t.co/Ez2dGZnqpw"
}
}
}
]
},
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "theconversation.com/ai-doesnt-see-…",
"expanded_url": "https://theconversation.com/ai-doesnt-see-the-way-that-you-do-and-that-could-be-a-problem-when-it-categorizes-objects-and-scenes-271481",
"indices": [
414,
437
],
"url": "https://t.co/PHUybYbKIz"
}
],
"user_mentions": [
{
"id_str": "2733320850",
"indices": [
438,
453
],
"name": "The Conversation U.S.",
"screen_name": "ConversationUS"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}