Viewing enriched Twitter post
Weekend project -- inference engineering step-by-step with GPT! It made a really fun beginner tutorial with exercises covering: - how to run the simplest working LLM server - intuition for prefill and decode - performance benchmarking on my system Next lesson plan: writing my own generation loop and learning about KV caches!
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2093864736022782040/media_0.jpg",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2093864736022782040/media_0.jpg",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-08-30T04:02:32.889513",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2093864736022782040",
"url": "https://x.com/klyap_/status/2093864736022782040",
"twitterUrl": "https://twitter.com/klyap_/status/2093864736022782040",
"text": "Weekend project -- inference engineering step-by-step with GPT!\n\nIt made a really fun beginner tutorial with exercises covering:\n- how to run the simplest working LLM server\n- intuition for prefill and decode\n- performance benchmarking on my system\n\nNext lesson plan: writing my own generation loop and learning about KV caches!",
"source": "Twitter for iPhone",
"retweetCount": 1,
"replyCount": 5,
"likeCount": 37,
"quoteCount": 0,
"viewCount": 1197,
"createdAt": "Sun Aug 30 00:53:49 +0000 2026",
"lang": "en",
"bookmarkCount": 22,
"isReply": false,
"inReplyToId": null,
"conversationId": "2093864736022782040",
"displayTextRange": [
0,
278
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "klyap_",
"url": "https://x.com/klyap_",
"twitterUrl": "https://twitter.com/klyap_",
"id": "3145604071",
"name": "Ker Lee Yap",
"isVerified": false,
"isBlueVerified": false,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1031404610479566849/SL2qCiAJ_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/3145604071/1682034508",
"description": "",
"location": "SF",
"followers": 2604,
"following": 2951,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Thu Apr 09 03:20:03 +0000 2015",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 18658,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 238,
"statusesCount": 1413,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "cheering for u! 🛰️ prev @mission__ctrl, cofounder @ exaverse, alum @southpkcommons, @caltech 🇨🇦 USAPL competitive powerlifter",
"entities": {
"description": {
"user_mentions": [
{
"id_str": "",
"indices": [
24,
38
],
"name": "",
"screen_name": "mission__ctrl"
},
{
"id_str": "",
"indices": [
67,
82
],
"name": "",
"screen_name": "southpkcommons"
},
{
"id_str": "",
"indices": [
84,
92
],
"name": "",
"screen_name": "caltech"
}
]
},
"url": {
"urls": [
{
"display_url": "kerls.notion.site/Hiii-81c94dad2…",
"expanded_url": "https://kerls.notion.site/Hiii-81c94dad24f44643a9e1541817e71bbc?pvs=4",
"indices": [
0,
23
],
"url": "https://t.co/wCNSihw3oy"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {
"media": [
{
"display_url": "pic.x.com/SFEJGYPOwx",
"expanded_url": "https://x.com/klyap_/status/2093864736022782040/photo/1",
"ext_master_playlist_only": [],
"ext_media_availability": {
"status": "Available"
},
"ext_playlists": [],
"features": {
"large": {
"faces": [
{
"h": 145,
"w": 145,
"x": 82,
"y": 46
}
]
},
"orig": {
"faces": [
{
"h": 145,
"w": 145,
"x": 82,
"y": 46
}
]
}
},
"id_str": "2093861851855728640",
"indices": [
279,
302
],
"media_key": "3_2093861851855728640",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAAR0O5EKwmjAACgACHQ7m4jZa4FgAAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAABCgABHQ7kQrCaMAAKAAIdDubiNlrgWAAA",
"media_key": "3_2093861851855728640"
}
},
"media_url_https": "https://pbs.twimg.com/media/HQ7kQrCaMAA3kov.jpg",
"original_info": {
"focus_rects": [
{
"h": 788,
"w": 1407,
"x": 0,
"y": 0
},
{
"h": 788,
"w": 788,
"x": 0,
"y": 0
},
{
"h": 788,
"w": 691,
"x": 0,
"y": 0
},
{
"h": 788,
"w": 394,
"x": 123,
"y": 0
},
{
"h": 788,
"w": 1834,
"x": 0,
"y": 0
}
],
"height": 788,
"width": 1834
},
"sizes": {
"large": {
"h": 788,
"w": 1834
}
},
"type": "photo",
"url": "https://t.co/SFEJGYPOwx"
}
]
},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}