@SpirosMargaris
RT @SpirosMargaris: Why AI Isn’t Ready to Be a Real Coder https://t.co/7T21wXj1Hm @IEEESpectrum
Viewing enriched Twitter post
RT @SpirosMargaris: Why AI Isn’t Ready to Be a Real Coder https://t.co/7T21wXj1Hm @IEEESpectrum
{
"media": [
{
"type": "photo",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1960506341153468442/media_0.jpg?",
"filename": "media_0.jpg"
}
],
"processed_at": "2025-08-27T13:18:48.291935",
"pipeline_version": "2.0"
} {
"type": "tweet",
"id": "1960506341153468442",
"url": "https://x.com/SpirosMargaris/status/1960506341153468442",
"twitterUrl": "https://twitter.com/SpirosMargaris/status/1960506341153468442",
"text": "RT @SpirosMargaris: Why AI Isn’t Ready \n\nto Be a Real Coder \n\nhttps://t.co/7T21wXj1Hm @IEEESpectrum",
"source": "Twitter for iPhone",
"retweetCount": 2,
"replyCount": 2,
"likeCount": 3,
"quoteCount": 0,
"viewCount": 367,
"createdAt": "Wed Aug 27 00:55:10 +0000 2025",
"lang": "en",
"bookmarkCount": 0,
"isReply": false,
"inReplyToId": null,
"conversationId": "1960506341153468442",
"displayTextRange": [
0,
100
],
"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": 132175,
"following": 23881,
"status": "",
"canDm": false,
"canMediaTag": false,
"createdAt": "Wed Aug 06 05:20:16 +0000 2014",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 257464,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 83026,
"statusesCount": 318268,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1958536285561454874"
],
"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"
}
],
"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/1960326315703447553/9TY8uU_6?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 200,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=400x400",
"width": 400
}
}
},
{
"key": "description",
"value": {
"string_value": "Can AI truly collaborate with human coders? Researchers highlight the hurdles and potential solutions in AI-driven software engineering."
}
},
{
"key": "domain",
"value": {
"string_value": "spectrum.ieee.org"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 300,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=600x600",
"width": 600
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 72,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "spectrum.ieee.org"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 51.89,
"rgb": {
"blue": 200,
"green": 0,
"red": 1
}
},
{
"percentage": 30.11,
"rgb": {
"blue": 213,
"green": 204,
"red": 194
}
},
{
"percentage": 8.06,
"rgb": {
"blue": 134,
"green": 127,
"red": 116
}
},
{
"percentage": 7.13,
"rgb": {
"blue": 39,
"green": 34,
"red": 19
}
},
{
"percentage": 1.46,
"rgb": {
"blue": 251,
"green": 75,
"red": 58
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "Will AI Ever Fully Replace Human Coders?"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 51.89,
"rgb": {
"blue": 200,
"green": 0,
"red": 1
}
},
{
"percentage": 30.11,
"rgb": {
"blue": 213,
"green": 204,
"red": 194
}
},
{
"percentage": 8.06,
"rgb": {
"blue": 134,
"green": 127,
"red": 116
}
},
{
"percentage": 7.13,
"rgb": {
"blue": 39,
"green": 34,
"red": 19
}
},
{
"percentage": 1.46,
"rgb": {
"blue": 251,
"green": 75,
"red": 58
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 51.89,
"rgb": {
"blue": 200,
"green": 0,
"red": 1
}
},
{
"percentage": 30.11,
"rgb": {
"blue": 213,
"green": 204,
"red": 194
}
},
{
"percentage": 8.06,
"rgb": {
"blue": 134,
"green": 127,
"red": 116
}
},
{
"percentage": 7.13,
"rgb": {
"blue": 39,
"green": 34,
"red": 19
}
},
{
"percentage": 1.46,
"rgb": {
"blue": 251,
"green": 75,
"red": 58
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/7T21wXj1Hm"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=orig",
"width": 1200
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/7T21wXj1Hm"
},
"place": {},
"entities": {
"urls": [
{
"display_url": "spectrum.ieee.org/ai-for-coding",
"expanded_url": "https://spectrum.ieee.org/ai-for-coding",
"indices": [
62,
85
],
"url": "https://t.co/7T21wXj1Hm"
}
],
"user_mentions": [
{
"id_str": "2711212681",
"indices": [
3,
18
],
"name": "Spiros Margaris",
"screen_name": "SpirosMargaris"
},
{
"id_str": "15825547",
"indices": [
87,
100
],
"name": "IEEE Spectrum",
"screen_name": "IEEESpectrum"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": {
"type": "tweet",
"id": "1960326377426784769",
"url": "https://x.com/SpirosMargaris/status/1960326377426784769",
"twitterUrl": "https://twitter.com/SpirosMargaris/status/1960326377426784769",
"text": "Why AI Isn’t Ready \n\nto Be a Real Coder \n\nhttps://t.co/7T21wXj1Hm @IEEESpectrum",
"source": "Twitter for iPhone",
"retweetCount": 2,
"replyCount": 2,
"likeCount": 3,
"quoteCount": 0,
"viewCount": 367,
"createdAt": "Tue Aug 26 13:00:04 +0000 2025",
"lang": "en",
"bookmarkCount": 0,
"isReply": false,
"inReplyToId": null,
"conversationId": "1960326377426784769",
"displayTextRange": [
0,
80
],
"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": 132175,
"following": 23881,
"status": "",
"canDm": false,
"canMediaTag": false,
"createdAt": "Wed Aug 06 05:20:16 +0000 2014",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 257464,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 83026,
"statusesCount": 318268,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1958536285561454874"
],
"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"
}
],
"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/1960326315703447553/9TY8uU_6?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 200,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=400x400",
"width": 400
}
}
},
{
"key": "description",
"value": {
"string_value": "Can AI truly collaborate with human coders? Researchers highlight the hurdles and potential solutions in AI-driven software engineering."
}
},
{
"key": "domain",
"value": {
"string_value": "spectrum.ieee.org"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 300,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=600x600",
"width": 600
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 72,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "spectrum.ieee.org"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 51.89,
"rgb": {
"blue": 200,
"green": 0,
"red": 1
}
},
{
"percentage": 30.11,
"rgb": {
"blue": 213,
"green": 204,
"red": 194
}
},
{
"percentage": 8.06,
"rgb": {
"blue": 134,
"green": 127,
"red": 116
}
},
{
"percentage": 7.13,
"rgb": {
"blue": 39,
"green": 34,
"red": 19
}
},
{
"percentage": 1.46,
"rgb": {
"blue": 251,
"green": 75,
"red": 58
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "Will AI Ever Fully Replace Human Coders?"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 51.89,
"rgb": {
"blue": 200,
"green": 0,
"red": 1
}
},
{
"percentage": 30.11,
"rgb": {
"blue": 213,
"green": 204,
"red": 194
}
},
{
"percentage": 8.06,
"rgb": {
"blue": 134,
"green": 127,
"red": 116
}
},
{
"percentage": 7.13,
"rgb": {
"blue": 39,
"green": 34,
"red": 19
}
},
{
"percentage": 1.46,
"rgb": {
"blue": 251,
"green": 75,
"red": 58
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 51.89,
"rgb": {
"blue": 200,
"green": 0,
"red": 1
}
},
{
"percentage": 30.11,
"rgb": {
"blue": 213,
"green": 204,
"red": 194
}
},
{
"percentage": 8.06,
"rgb": {
"blue": 134,
"green": 127,
"red": 116
}
},
{
"percentage": 7.13,
"rgb": {
"blue": 39,
"green": 34,
"red": 19
}
},
{
"percentage": 1.46,
"rgb": {
"blue": 251,
"green": 75,
"red": 58
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/7T21wXj1Hm"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 600,
"url": "https://pbs.twimg.com/card_img/1960326315703447553/9TY8uU_6?format=jpg&name=orig",
"width": 1200
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/7T21wXj1Hm"
},
"place": {},
"entities": {
"urls": [
{
"display_url": "spectrum.ieee.org/ai-for-coding",
"expanded_url": "https://spectrum.ieee.org/ai-for-coding",
"indices": [
42,
65
],
"url": "https://t.co/7T21wXj1Hm"
}
],
"user_mentions": [
{
"id_str": "15825547",
"indices": [
67,
80
],
"name": "IEEE Spectrum",
"screen_name": "IEEESpectrum"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
},
"isLimitedReply": false,
"article": null
}