@softwaredoug
Cheat at Search essentials begins Friday! Lexical search from basic tokenization and term counts up to BM25F https://t.co/88wCgTrZB6
Viewing enriched Twitter post
Cheat at Search essentials begins Friday! Lexical search from basic tokenization and term counts up to BM25F https://t.co/88wCgTrZB6
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1968059098399941064/media_0.jpg?",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1968059098399941064/media_0.jpg?",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2025-09-17T13:17:12.411758",
"pipeline_version": "2.0"
} {
"type": "tweet",
"id": "1968059098399941064",
"url": "https://x.com/softwaredoug/status/1968059098399941064",
"twitterUrl": "https://twitter.com/softwaredoug/status/1968059098399941064",
"text": "Cheat at Search essentials begins Friday! Lexical search from basic tokenization and term counts up to BM25F\n\nhttps://t.co/88wCgTrZB6",
"source": "Twitter for iPhone",
"retweetCount": 1,
"replyCount": 0,
"likeCount": 6,
"quoteCount": 0,
"viewCount": 1494,
"createdAt": "Tue Sep 16 21:07:08 +0000 2025",
"lang": "en",
"bookmarkCount": 6,
"isReply": false,
"inReplyToId": null,
"conversationId": "1968059098399941064",
"displayTextRange": [
0,
133
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "softwaredoug",
"url": "https://x.com/softwaredoug",
"twitterUrl": "https://twitter.com/softwaredoug",
"id": "24618459",
"name": "Doug Turnbull",
"isVerified": false,
"isBlueVerified": false,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/502695190/twitter_normal.JPG",
"coverPicture": "",
"description": "",
"location": "",
"followers": 3597,
"following": 780,
"status": "",
"canDm": true,
"canMediaTag": false,
"createdAt": "Mon Mar 16 00:42:06 +0000 2009",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 19640,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 683,
"statusesCount": 19881,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "Search at Daydream; ex @Reddit, @Shopify & @o19s; Books: Relevant Search & AI Powered Search\n\nFind me at π¦",
"entities": {
"description": {
"user_mentions": [
{
"id_str": "0",
"indices": [
23,
30
],
"name": "",
"screen_name": "Reddit"
},
{
"id_str": "0",
"indices": [
32,
40
],
"name": "",
"screen_name": "Shopify"
},
{
"id_str": "0",
"indices": [
43,
48
],
"name": "",
"screen_name": "o19s"
}
]
},
"url": {
"urls": [
{
"display_url": "softwaredoug.com",
"expanded_url": "http://softwaredoug.com",
"indices": [
0,
23
],
"url": "https://t.co/lXQQqKkSNR"
}
]
}
}
},
"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/1968059099616268288/ry5Grplm?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 147,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=280x150",
"width": 280
}
}
},
{
"key": "description",
"value": {
"string_value": "It's often said with chat interfaces and RAG, search has become the hard problem. Search has a long history and means more than vector databases. Let's learn how BM25 and similar techniques complim..."
}
},
{
"key": "domain",
"value": {
"string_value": "maven.com"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=600x600",
"width": 600
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 628,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 75,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 628,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 628,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "maven.com"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 36.14,
"rgb": {
"blue": 140,
"green": 209,
"red": 242
}
},
{
"percentage": 26.17,
"rgb": {
"blue": 196,
"green": 225,
"red": 239
}
},
{
"percentage": 23.65,
"rgb": {
"blue": 85,
"green": 91,
"red": 100
}
},
{
"percentage": 9.33,
"rgb": {
"blue": 40,
"green": 89,
"red": 161
}
},
{
"percentage": 0.73,
"rgb": {
"blue": 33,
"green": 60,
"red": 176
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "Cheat at Search Essentials: BM25 + Lexical"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 36.14,
"rgb": {
"blue": 140,
"green": 209,
"red": 242
}
},
{
"percentage": 26.17,
"rgb": {
"blue": 196,
"green": 225,
"red": 239
}
},
{
"percentage": 23.65,
"rgb": {
"blue": 85,
"green": 91,
"red": 100
}
},
{
"percentage": 9.33,
"rgb": {
"blue": 40,
"green": 89,
"red": 161
}
},
{
"percentage": 0.73,
"rgb": {
"blue": 33,
"green": 60,
"red": 176
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 628,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 36.14,
"rgb": {
"blue": 140,
"green": 209,
"red": 242
}
},
{
"percentage": 26.17,
"rgb": {
"blue": 196,
"green": 225,
"red": 239
}
},
{
"percentage": 23.65,
"rgb": {
"blue": 85,
"green": 91,
"red": 100
}
},
{
"percentage": 9.33,
"rgb": {
"blue": 40,
"green": 89,
"red": 161
}
},
{
"percentage": 0.73,
"rgb": {
"blue": 33,
"green": 60,
"red": 176
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 628,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/88wCgTrZB6"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 628,
"url": "https://pbs.twimg.com/card_img/1968059099616268288/ry5Grplm?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/88wCgTrZB6"
},
"place": {},
"entities": {
"urls": [
{
"display_url": "maven.com/p/e9fbe4/cheatβ¦",
"expanded_url": "https://maven.com/p/e9fbe4/cheat-at-search-essentials-bm25-lexical",
"indices": [
110,
133
],
"url": "https://t.co/88wCgTrZB6"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}