@github
More alerts ≠ better security 👀 Through collaborative research, we found how LLM-based contextual verification can improve secret scanning alert quality and reduce false positives by 75.76%. Here's what we learned 👇 https://t.co/5nuKCn7w4l
🐦 Twitter Post Details
Viewing enriched Twitter post
📊 Media Metadata
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2068413578374197367/media_0.jpg",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2068413578374197367/media_0.jpg",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-06-20T19:33:31.032140",
"pipeline_version": "2.0"
}🔧 Raw API Response
{
"type": "tweet",
"id": "2068413578374197367",
"url": "https://x.com/github/status/2068413578374197367",
"twitterUrl": "https://twitter.com/github/status/2068413578374197367",
"text": "More alerts ≠ better security 👀\n\nThrough collaborative research, we found how LLM-based contextual verification can improve secret scanning alert quality and reduce false positives by 75.76%.\n\nHere's what we learned 👇\nhttps://t.co/5nuKCn7w4l",
"source": "Twitter for iPhone",
"retweetCount": 1,
"replyCount": 3,
"likeCount": 12,
"quoteCount": 0,
"viewCount": 1871,
"createdAt": "Sat Jun 20 19:20:01 +0000 2026",
"lang": "en",
"bookmarkCount": 2,
"isReply": false,
"inReplyToId": null,
"conversationId": "2068413578374197367",
"displayTextRange": [
0,
241
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "github",
"url": "https://x.com/github",
"twitterUrl": "https://twitter.com/github",
"id": "13334762",
"name": "GitHub",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": "Business",
"profilePicture": "https://pbs.twimg.com/profile_images/2051404708766507008/ATxxTJXO_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/13334762/1780668208",
"description": "",
"location": "San Francisco, CA",
"followers": 2673798,
"following": 333,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Mon Feb 11 04:41:50 +0000 2008",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 8724,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 3011,
"statusesCount": 10620,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2061868355934654624"
],
"profile_bio": {
"description": "The AI-powered developer platform to build, scale, and deliver secure software.",
"entities": {
"description": {},
"url": {
"urls": [
{
"display_url": "github.com",
"expanded_url": "http://github.com",
"indices": [
0,
23
],
"url": "https://t.co/bbJgfyzKzp"
}
]
}
}
},
"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/2067649188444135424/mWGlCS6g?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 150,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=280x150",
"width": 267
}
}
},
{
"key": "description",
"value": {
"string_value": "Alerts are more trustworthy and actionable when noise is reduced. See how we improved the verification step with context-aware LLM reasoning."
}
},
{
"key": "domain",
"value": {
"string_value": "github.blog"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 320,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=800x320_1",
"width": 569
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 1080,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=orig",
"width": 1920
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 81,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 1080,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=png&name=2048x2048_2_exp",
"width": 1920
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 1080,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=orig",
"width": 1920
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "github.blog"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 80.16,
"rgb": {
"blue": 255,
"green": 250,
"red": 229
}
},
{
"percentage": 6.17,
"rgb": {
"blue": 131,
"green": 219,
"red": 97
}
},
{
"percentage": 5.85,
"rgb": {
"blue": 254,
"green": 237,
"red": 164
}
},
{
"percentage": 3.45,
"rgb": {
"blue": 195,
"green": 246,
"red": 167
}
},
{
"percentage": 1.8,
"rgb": {
"blue": 43,
"green": 136,
"red": 8
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "Making secret scanning more trustworthy: Reducing false positives at scale"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 80.16,
"rgb": {
"blue": 255,
"green": 250,
"red": 229
}
},
{
"percentage": 6.17,
"rgb": {
"blue": 131,
"green": 219,
"red": 97
}
},
{
"percentage": 5.85,
"rgb": {
"blue": 254,
"green": 237,
"red": 164
}
},
{
"percentage": 3.45,
"rgb": {
"blue": 195,
"green": 246,
"red": 167
}
},
{
"percentage": 1.8,
"rgb": {
"blue": 43,
"green": 136,
"red": 8
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 1080,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=png&name=2048x2048_2_exp",
"width": 1920
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 80.16,
"rgb": {
"blue": 255,
"green": 250,
"red": 229
}
},
{
"percentage": 6.17,
"rgb": {
"blue": 131,
"green": 219,
"red": 97
}
},
{
"percentage": 5.85,
"rgb": {
"blue": 254,
"green": 237,
"red": 164
}
},
{
"percentage": 3.45,
"rgb": {
"blue": 195,
"green": 246,
"red": 167
}
},
{
"percentage": 1.8,
"rgb": {
"blue": 43,
"green": 136,
"red": 8
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 1080,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=png&name=2048x2048_2_exp",
"width": 1920
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/5nuKCn7w4l"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 1080,
"url": "https://pbs.twimg.com/card_img/2067649188444135424/mWGlCS6g?format=jpg&name=orig",
"width": 1920
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/5nuKCn7w4l",
"user_refs_results": []
},
"place": {},
"entities": {
"urls": [
{
"display_url": "github.blog/security/makin…",
"expanded_url": "https://github.blog/security/making-secret-scanning-more-trustworthy-reducing-false-positives-at-scale/",
"indices": [
218,
241
],
"url": "https://t.co/5nuKCn7w4l"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}