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    {
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    {
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      "url": "https://www.instagram.com/officiallydtrt/reel/DeQvbxCE2TY/",
      "views": 195,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DeQtD2uCnVn",
      "platform": "Instagram",
      "title": "Instagram Reel DeQtD2uCnVn",
      "url": "https://www.instagram.com/officiallydtrt/reel/DeQtD2uCnVn/",
      "views": 1267,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DeQqxXDIDaL",
      "platform": "Instagram",
      "title": "Instagram Reel DeQqxXDIDaL",
      "url": "https://www.instagram.com/officiallydtrt/reel/DeQqxXDIDaL/",
      "views": 361,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DeQoetKCVQ8",
      "platform": "Instagram",
      "title": "Instagram Reel DeQoetKCVQ8",
      "url": "https://www.instagram.com/officiallydtrt/reel/DeQoetKCVQ8/",
      "views": 179,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DeQmT--CWEx",
      "platform": "Instagram",
      "title": "Instagram Reel DeQmT--CWEx",
      "url": "https://www.instagram.com/officiallydtrt/reel/DeQmT--CWEx/",
      "views": 443,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DeQObQ1jX-H",
      "platform": "Instagram",
      "title": "Instagram Reel DeQObQ1jX-H",
      "url": "https://www.instagram.com/officiallydtrt/reel/DeQObQ1jX-H/",
      "views": 250,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DeQHiAoCZ8-",
      "platform": "Instagram",
      "title": "Instagram Reel DeQHiAoCZ8-",
      "url": "https://www.instagram.com/officiallydtrt/reel/DeQHiAoCZ8-/",
      "views": 231,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DeP3gRxj6tR",
      "platform": "Instagram",
      "title": "Instagram Reel DeP3gRxj6tR",
      "url": "https://www.instagram.com/officiallydtrt/reel/DeP3gRxj6tR/",
      "views": 256,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DeP1NwTioDs",
      "platform": "Instagram",
      "title": "Instagram Reel DeP1NwTioDs",
      "url": "https://www.instagram.com/officiallydtrt/reel/DeP1NwTioDs/",
      "views": 258,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DePzBDXDseG",
      "platform": "Instagram",
      "title": "Instagram Reel DePzBDXDseG",
      "url": "https://www.instagram.com/officiallydtrt/reel/DePzBDXDseG/",
      "views": 199,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "instagram:DeQVUPeE9Ys",
      "platform": "Instagram",
      "title": "Instagram Reel DeQVUPeE9Ys",
      "url": "https://www.instagram.com/officiallydtrt/reel/DeQVUPeE9Ys/",
      "views": 175,
      "observedAt": "2026-10-11T19:52:01.262Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7695303665602612493",
      "platform": "TikTok",
      "title": "One bullet left. Would you take the shot or reload? My FACEIT round, cut from the demo replay. #CS2 #FACEIT",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7695303665602612493",
      "views": 286,
      "observedAt": "2026-10-12T00:07:13.146Z",
      "publicationDate": null,
      "review": "4h checkpoint completed late; inconclusive one-post cohort"
    },
    {
      "id": "tiktok:7694793803584048398",
      "platform": "TikTok",
      "title": "Va a ganar esto. \ud83d\udc40 (no lo hizo) Subt\u00edtulos en espa\u00f1ol escritos por m\u00e1quina spectating the clutch. \"he's gonna win this.\" \ud83d\udc40 he did not win this. \"literally unlosable. i don't know how you lost that.\" part of lab file #001 \ud83d\udc41\ufe0f \u00b7 live on twitch.tv/dtrtc. would you have won that? #CS2 #counterstrike #Twitch #cs2clips #gaming \ud83d\udd34 Live twitch.tv/dtrtc \u00b7 all socials DTRTLab.com",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694793803584048398",
      "views": 7,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694678392779689229",
      "platform": "TikTok",
      "title": "From our first saved 0-view baseline on Oct 8 to two public Lab Files. Oct 9, 9:59 ET: 16,668 summed post views across 16 items\u2014not unique viewers. Silent recorded CS2 recap. Del primer registro a dos Lab Files. dtrtlab.com/live/ #CS2 #DTRTLab",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694678392779689229",
      "views": 11,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Legacy recap; historical total disputed and corrected in Phase 1 audit"
    },
    {
      "id": "tiktok:7694548238900169998",
      "platform": "TikTok",
      "title": "skitz pov. hold this angle... hits the ladder. what. \ud83e\ude9c 200 iq, 0 aim. full lab file on my youtube @DTRTLabYT \u00b7 live on twitch.tv/dtrtc #CS2 #counterstrike #Twitch #cs2clips #gaming",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694548238900169998",
      "views": 7,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694543150303481102",
      "platform": "TikTok",
      "title": "the lurk. wait. lurk king. \ud83d\udc51 full lab file on my youtube @DTRTLabYT \u00b7 live on twitch.tv/dtrtc #CS2 #counterstrike #Twitch #cs2clips #gaming",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694543150303481102",
      "views": 3,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694538040634576142",
      "platform": "TikTok",
      "title": "\"yo dog, you're insane.\" exhibit 024. verdict: insane. full lab file on my youtube @DTRTLabYT \u00b7 live on twitch.tv/dtrtc #CS2 #counterstrike #Twitch #cs2clips #gaming",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694538040634576142",
      "views": 86,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694532940843207949",
      "platform": "TikTok",
      "title": "called the garage wrap before it happened. \"yep, i knew it.\" \u265f\ufe0f chess, not checkers. full lab file on my youtube @DTRTLabYT \u00b7 live on twitch.tv/dtrtc #CS2 #counterstrike #Twitch #cs2clips #gaming",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694532940843207949",
      "views": 6,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694527753877589261",
      "platform": "TikTok",
      "title": "\"who's watching outside?\" \"nothing outside.\" then: i just did the same thing as skitz \ud83d\udc80 the curse is real. full lab file on my youtube @DTRTLabYT \u00b7 live on twitch.tv/dtrtc #CS2 #counterstrike #Twitch #cs2clips #gaming",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694527753877589261",
      "views": 4,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694517453845531918",
      "platform": "TikTok",
      "title": "routine push. then: not the molly. \ud83d\udd25 full lab file on my youtube @DTRTLabYT \u00b7 live on twitch.tv/dtrtc #CS2 #counterstrike #Twitch #cs2clips #gaming",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694517453845531918",
      "views": 3,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694512614205836557",
      "platform": "TikTok",
      "title": "spectating code. one round. \"come on, code\" \ud83d\udc41\ufe0f lab file 001 is out, full video on my youtube @DTRTLabYT \u00b7 live on twitch.tv/dtrtc #CS2 #counterstrike #Twitch #gaming #TheLabFiles",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694512614205836557",
      "views": 4,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694474266703662349",
      "platform": "TikTok",
      "title": "normal cs2 round. nothing weird. then \"we can still see you\" \ud83c\udf83 twitch.tv/dtrtc #CS2 #CursedQueue #counterstrike #Twitch #halloween",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694474266703662349",
      "views": 276,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694458787666660622",
      "platform": "TikTok",
      "title": "\"literally no way i lose the 3v1\" \ud83c\udfce\ufe0f lost it in 0.6 seconds. twitch.tv/dtrtc #CS2 #counterstrike #cs2clips #Twitch #gaming",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694458787666660622",
      "views": 288,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694443385016306958",
      "platform": "TikTok",
      "title": "minus one. minus two. then it found the camera \ud83c\udf83 twitch.tv/dtrtc #CS2 #CursedQueue #counterstrike #Twitch #halloween",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694443385016306958",
      "views": 293,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694407208775208205",
      "platform": "TikTok",
      "title": "pushed the smoke, ate a full flash, round still won \ud83c\udf83 twitch.tv/dtrtc #CS2 #CursedQueue #counterstrike #Twitch #cs2clips",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694407208775208205",
      "views": 300,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694402085751688461",
      "platform": "TikTok",
      "title": "he was baiting so he got a good old-fashioned cutscene \ud83c\udf83 twitch.tv/dtrtc #CS2 #CursedQueue #counterstrike #Twitch #halloween",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694402085751688461",
      "views": 331,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694396907698933006",
      "platform": "TikTok",
      "title": "do not touch the queue. it remembers \ud83c\udf83 live on twitch.tv/dtrtc #CS2 #CursedQueue #counterstrike #Twitch #halloween",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694396907698933006",
      "views": 170,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "tiktok:7694522613841890574",
      "platform": "TikTok",
      "title": "26,500 elo? the numbers do not lie. probably. \ud83d\udcc8 full lab file on my youtube @DTRTLabYT \u00b7 live on twitch.tv/dtrtc #CS2 #counterstrike #Twitch #cs2premier #gaming",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7694522613841890574",
      "views": 2,
      "observedAt": "2026-10-11T19:52:01.261Z",
      "publicationDate": null,
      "review": "Not reviewed in a matched publication-age cohort"
    },
    {
      "id": "youtube:rPJmQj1Pbpo",
      "platform": "YouTube",
      "title": "Low Ammo, No Vision, No Room | The Lab Files 003",
      "url": "https://www.youtube.com/watch?v=rPJmQj1Pbpo",
      "views": 6,
      "observedAt": "2026-10-11T20:07:07.824Z",
      "publicationDate": "Oct 11, 2026",
      "review": "Inconclusive. 6 owner inventory views;7 analytics views,5 engaged views,29s average view duration;318 thumbnail impressions and0.6% CTR. Preserve 24/72/168-hour validation; no performance winner established. Inventory and analytics surfaces remain separate. Observed 2026-10-11T20:07:07.824Z."
    },
    {
      "id": "youtube:lsExh8z7fVI",
      "platform": "YouTube",
      "title": "Come On, Code: My First Lab File (CS2 Highlights)",
      "url": "https://www.youtube.com/watch?v=lsExh8z7fVI",
      "views": 29,
      "observedAt": "2026-10-11T19:48:51.709Z",
      "publicationDate": "Oct 9, 2026",
      "review": "Historical inventory coverage; not Phase 2 growth or creative winner"
    },
    {
      "id": "youtube:0XxDrMvsCgE",
      "platform": "YouTube",
      "title": "DTRTC: THE CURSED QUEUE \ud83c\udf83 | Halloween Trailer (CS2, Aim Lab, Live on Twitch)",
      "url": "https://www.youtube.com/watch?v=0XxDrMvsCgE",
      "views": 28,
      "observedAt": "2026-10-11T19:48:51.709Z",
      "publicationDate": "Oct 8, 2026",
      "review": "Historical inventory coverage; not Phase 2 growth or creative winner"
    },
    {
      "id": "youtube:ttDzqUVf5xs",
      "platform": "YouTube",
      "title": "How to fix Weird Texture Glitch on Fortnite!",
      "url": "https://www.youtube.com/watch?v=ttDzqUVf5xs",
      "views": 112153,
      "observedAt": "2026-10-11T19:48:51.709Z",
      "publicationDate": "Feb 4, 2018",
      "review": "Historical inventory coverage; not Phase 2 growth or creative winner"
    },
    {
      "id": "youtube:iR3orq__Hn8",
      "platform": "YouTube",
      "title": "Last enemy. Smoke in the way. | CS2 #Shorts",
      "url": "https://www.youtube.com/shorts/iR3orq__Hn8",
      "views": 463,
      "observedAt": "2026-10-12T00:08:12.283Z",
      "publicationDate": "Oct 11, 2026",
      "review": "Inconclusive. 287 owner inventory views; 374 analytics views,105 engaged views,29.4% stayed/70.6% swiped. Retention curve processing. Preserve 24/72/168-hour validation; no performance winner established. Inventory and analytics surfaces remain separate. Observed 2026-10-11T20:06:58.654Z."
    },
    {
      "id": "tiktok:7695441861422451982",
      "platform": "TikTok",
      "title": "Last enemy. Smoke in the way. My recorded CS2 round on Anubis. Slow replay is labeled. #CS2 #Anubis",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7695441861422451982",
      "views": 311,
      "observedAt": "2026-10-12T00:07:13.146Z",
      "publicationDate": null,
      "review": "Inconclusive. 307 video views,5.77s average watch,19.3% full completion,0 new followers;largest drop at3s. Preserve 24/72/168-hour validation; no performance winner established. Observed 2026-10-11T20:07:08.985Z."
    },
    {
      "id": "instagram:DeXC-ioD-Wc",
      "platform": "Instagram",
      "title": "Instagram Reel DeXC-ioD-Wc",
      "url": "https://www.instagram.com/reel/DeXC-ioD-Wc/",
      "views": 1668,
      "observedAt": "2026-10-12T00:08:03.314Z",
      "publicationDate": null,
      "review": "Inconclusive. 630 native views and418 Viewers;98.5% views from nonfollowers;0 displayed follows andReels interactions. Retention unavailable. Preserve 24/72/168-hour validation; no performance winner established. Observed 2026-10-11T20:06:13.397Z."
    },
    {
      "id": "youtube:oUfVtc-hd0k",
      "platform": "YouTube",
      "title": "Knife round got crowded",
      "url": "https://www.youtube.com/shorts/oUfVtc-hd0k",
      "views": 878,
      "observedAt": "2026-10-12T00:08:12.283Z",
      "publicationDate": "Oct 11, 2026",
      "review": "Inconclusive. Owner inventory showed 878 views; the separate analytics surface showed 1,318 views and 441 engaged views. 36.2% stayed and 63.8% swiped away. Retention is still processing. The displayed 16-second average is not proof of full completion. Keep later reviews; no winner established. Inventory observed at 00:08:12 UTC; analytics overview at 00:07:13 UTC and engagement at 00:07:25 UTC on October 12. Observed 2026-10-12T00:08:12.283Z."
    },
    {
      "id": "tiktok:7695502513348414734",
      "platform": "TikTok",
      "title": "Knife round got crowded",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7695502513348414734",
      "views": 294,
      "observedAt": "2026-10-12T00:07:13.146Z",
      "publicationDate": null,
      "review": "Inconclusive. The largest drop was at 2 seconds; average watch time was 7 seconds and full viewing was 13.9%. Keep the original and later reviews. Different runtimes, audiences and release times prevent a winner or causal claim. Observed 2026-10-12T00:07:41.794Z."
    },
    {
      "id": "youtube:qizD1CIUrhQ",
      "platform": "YouTube",
      "title": "The door was already covered | CS2 replay #Shorts",
      "url": "https://www.youtube.com/shorts/qizD1CIUrhQ",
      "views": 420,
      "observedAt": "2026-10-12T00:08:12.283Z",
      "publicationDate": "Oct 11, 2026",
      "review": "Native publication verified; scheduled publication-age review pending. Initial counters may include operator verification."
    },
    {
      "id": "youtube:ROFmkh0tZEc",
      "platform": "YouTube",
      "title": "DTRT Lab LIVE Tonight | Recorded CS2 Preview #Shorts",
      "url": "https://www.youtube.com/shorts/ROFmkh0tZEc",
      "views": 264,
      "observedAt": "2026-10-12T00:08:12.283Z",
      "publicationDate": "Oct 11, 2026",
      "review": "Native publication verified; scheduled publication-age review pending. Initial counters may include operator verification."
    },
    {
      "id": "tiktok:7695533442817133838",
      "platform": "TikTok",
      "title": "Door",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7695533442817133838",
      "views": 299,
      "observedAt": "2026-10-12T00:07:13.146Z",
      "publicationDate": null,
      "review": "Native publication verified; scheduled publication-age review pending. Initial counters may include operator verification."
    },
    {
      "id": "tiktok:7695514908397440269",
      "platform": "TikTok",
      "title": "Interactive preview teaser",
      "url": "https://www.tiktok.com/@iananthonyfc/video/7695514908397440269",
      "views": 142,
      "observedAt": "2026-10-12T00:07:13.146Z",
      "publicationDate": null,
      "review": "Native publication verified; scheduled publication-age review pending. Initial counters may include operator verification."
    },
    {
      "id": "instagram:DeXroJNijk3",
      "platform": "Instagram",
      "title": "The door was already covered",
      "url": "https://www.instagram.com/reel/DeXroJNijk3/",
      "views": 979,
      "observedAt": "2026-10-12T00:08:03.314Z",
      "publicationDate": null,
      "review": "First measured public counter; this update does not establish a matched publication-age review."
    },
    {
      "id": "instagram:DeXjZI1mesV",
      "platform": "Instagram",
      "title": "Recorded CS2 preview",
      "url": "https://www.instagram.com/reel/DeXjZI1mesV/",
      "views": 193,
      "observedAt": "2026-10-12T00:08:03.314Z",
      "publicationDate": null,
      "review": "First measured public counter; this update does not establish a matched publication-age review."
    },
    {
      "id": "instagram:DeXd40Ylgsc",
      "platform": "Instagram",
      "title": "I picked the busiest place for a knife fight",
      "url": "https://www.instagram.com/reel/DeXd40Ylgsc/",
      "views": 1577,
      "observedAt": "2026-10-12T00:08:03.314Z",
      "publicationDate": null,
      "review": "Inconclusive. Native insights showed 1,577 views and 1,141 viewers, with 2 interactions and 0 follows. Accounts engaged separately displayed 4; these labels are preserved. Watch time and retention were unavailable in this desktop view. Keep later reviews; no winner established. Observed 2026-10-12T00:08:53.744Z."
    }
  ],
  "campaignAddedHistory": [
    {
      "observedAt": "2026-10-11T08:18:00.395Z",
      "value": 150
    },
    {
      "observedAt": "2026-10-11T09:20:27.845Z",
      "value": 296
    },
    {
      "observedAt": "2026-10-11T10:24:22.153Z",
      "value": 485
    },
    {
      "observedAt": "2026-10-11T11:26:22.474Z",
      "value": 543
    },
    {
      "observedAt": "2026-10-11T12:24:36.032Z",
      "value": 597
    },
    {
      "observedAt": "2026-10-11T13:31:26.185Z",
      "value": 685
    },
    {
      "observedAt": "2026-10-11T16:26:56.740Z",
      "value": 957
    },
    {
      "observedAt": "2026-10-11T17:31:04.869Z",
      "value": 1468
    },
    {
      "observedAt": "2026-10-11T18:45:29.470Z",
      "value": 1641
    },
    {
      "observedAt": "2026-10-11T19:52:33.031Z",
      "value": 1968
    },
    {
      "observedAt": "2026-10-11T20:07:08.985Z",
      "value": 2120
    },
    {
      "observedAt": "2026-10-11T23:09:41.327Z",
      "value": 3953
    },
    {
      "observedAt": "2026-10-12T00:08:12.283Z",
      "value": 8380
    }
  ],
  "experiments": [
    {
      "id": "one-bullet-left-direct-exchange-v1",
      "title": "One bullet left: direct exchange opening",
      "status": "approved_unscheduled",
      "hypothesis": "Opening chronology/compression; runtime also shortens. No label-only second test.",
      "result": null,
      "limitation": "Shorter duration and different publication time/audience prevent causal attribution."
    }
  ],
  "reviews": [
    {
      "platform": "TikTok",
      "observedAt": "2026-10-11T11:25:55.340Z",
      "checkpoint": "4h review; collected 16.9 minutes late",
      "views": 279,
      "averageWatchSeconds": 6.52,
      "completionPercent": 10.2,
      "decision": "Inconclusive: one-post cohort; largest retention drop at 2 seconds. Direct-opening test prepared."
    },
    {
      "platform": "X",
      "observedAt": "2026-10-11T11:26:13.681Z",
      "checkpoint": "4h review; collected 16.2 minutes late",
      "views": 3,
      "decision": "Inconclusive: possible operator contribution; excluded from campaign growth."
    },
    {
      "platform": "TikTok",
      "postId": "7695441861422451982",
      "observedAt": "2026-10-11T20:07:08.985Z",
      "checkpoint": "4h review; Anubis",
      "checkpointHours": 4,
      "views": 307,
      "decision": "Inconclusive. 307 video views,5.77s average watch,19.3% full completion,0 new followers;largest drop at3s. Preserve 24/72/168-hour validation; no performance winner established."
    },
    {
      "platform": "YouTube",
      "postId": "iR3orq__Hn8",
      "observedAt": "2026-10-11T20:06:58.654Z",
      "checkpoint": "4h review; Short",
      "checkpointHours": 4,
      "views": 287,
      "decision": "Inconclusive. 287 owner inventory views; 374 analytics views,105 engaged views,29.4% stayed/70.6% swiped. Retention curve processing. Preserve 24/72/168-hour validation; no performance winner established. Inventory and analytics surfaces remain separate."
    },
    {
      "platform": "X",
      "postId": "2109314520057532826",
      "observedAt": "2026-10-11T20:06:39Z",
      "checkpoint": "4h review; Anubis",
      "checkpointHours": 4,
      "views": 3,
      "decision": "Inconclusive. 6 post impressions,3 video views,2 unique video views and0 displayed engagements. Preserve 24/72/168-hour validation; no performance winner established. Excluded from headline views; possible operator contribution."
    },
    {
      "platform": "Instagram",
      "postId": "DeXC-ioD-Wc",
      "observedAt": "2026-10-11T20:06:13.397Z",
      "checkpoint": "4h review; Anubis",
      "checkpointHours": 4,
      "views": 630,
      "decision": "Inconclusive. 630 native views and418 Viewers;98.5% views from nonfollowers;0 displayed follows andReels interactions. Retention unavailable. Preserve 24/72/168-hour validation; no performance winner established."
    },
    {
      "platform": "YouTube",
      "postId": "rPJmQj1Pbpo",
      "observedAt": "2026-10-11T20:07:07.824Z",
      "checkpoint": "4h review; episode",
      "checkpointHours": 4,
      "views": 6,
      "decision": "Inconclusive. 6 owner inventory views;7 analytics views,5 engaged views,29s average view duration;318 thumbnail impressions and0.6% CTR. Preserve 24/72/168-hour validation; no performance winner established. Inventory and analytics surfaces remain separate."
    },
    {
      "platform": "TikTok",
      "postId": "7695502513348414734",
      "observedAt": "2026-10-12T00:07:41.794Z",
      "checkpoint": "4h review; Knife",
      "checkpointHours": 4,
      "views": 294,
      "decision": "Inconclusive. The largest drop was at 2 seconds; average watch time was 7 seconds and full viewing was 13.9%. Keep the original and later reviews. Different runtimes, audiences and release times prevent a winner or causal claim."
    },
    {
      "platform": "YouTube",
      "postId": "oUfVtc-hd0k",
      "observedAt": "2026-10-12T00:08:12.283Z",
      "checkpoint": "4h review; Knife",
      "checkpointHours": 4,
      "views": 878,
      "decision": "Inconclusive. Owner inventory showed 878 views; the separate analytics surface showed 1,318 views and 441 engaged views. 36.2% stayed and 63.8% swiped away. Retention is still processing. The displayed 16-second average is not proof of full completion. Keep later reviews; no winner established. Inventory observed at 00:08:12 UTC; analytics overview at 00:07:13 UTC and engagement at 00:07:25 UTC on October 12."
    },
    {
      "platform": "Instagram",
      "postId": "DeXd40Ylgsc",
      "observedAt": "2026-10-12T00:08:53.744Z",
      "checkpoint": "4h review; Knife",
      "checkpointHours": 4,
      "views": 1577,
      "decision": "Inconclusive. Native insights showed 1,577 views and 1,141 viewers, with 2 interactions and 0 follows. Accounts engaged separately displayed 4; these labels are preserved. Watch time and retention were unavailable in this desktop view. Keep later reviews; no winner established."
    },
    {
      "platform": "X",
      "postId": "2109373786583920696",
      "observedAt": "2026-10-12T00:07:51.517Z",
      "checkpoint": "4h review; Knife",
      "checkpointHours": 4,
      "views": 7,
      "decision": "Inconclusive. Post analytics showed 7 video views, 1 unique video view and 11 impressions. The sample is too small to assess creative performance. These X counts remain excluded from headline video totals. Keep later reviews; no winner established."
    }
  ],
  "coverage": "96 public measured records plus seven private/unlisted YouTube records in aggregate: 103 measured posts. Focused updates cover four YouTube Shorts, five TikTok posts and four Instagram Reels. X is excluded from headline totals. Other inventory dates remain unchanged.",
  "learningAudits": [
    {
      "observedAt": "2026-10-11T15:01:14.433902+00:00",
      "window": "YouTube channel, September13\u2013October10,2026",
      "periodViews": 15037,
      "watchHours": 22.8,
      "netSubscribers": 2,
      "realtime48hViews": 4215,
      "previousScreenshot48hViews": 4320,
      "decision": "Views and retention select different candidates. Test direct continuous action; do not declare a winning format from period totals.",
      "observations": [
        {
          "title": "Come On, Code",
          "periodViews": 1917,
          "averageWatchSeconds": 17,
          "averagePercentageViewed": 68.8
        },
        {
          "title": "Lurk King",
          "periodViews": 1590,
          "averageWatchSeconds": 11,
          "averagePercentageViewed": 79.8
        },
        {
          "title": "Not the Molly",
          "periodViews": 988,
          "averageWatchSeconds": 15,
          "averagePercentageViewed": 81.1
        },
        {
          "title": "I Did the Same Thing as Skitz",
          "periodViews": 1143,
          "averageWatchSeconds": 11,
          "averagePercentageViewed": 59.1
        }
      ],
      "limits": [
        "Selected-period views are not lifetime totals or publication-age windows",
        "Top-content selection is biased; audience and distribution are not equalized",
        "Rolling48h total fell105; expiry and revisions can contribute, not proof of failure",
        "Exact daily final value and traffic sources not collected"
      ],
      "test": "Approved direct-exchange variant after control 24h checkpoint; no duplicate render",
      "nextAuditDueAt": "2026-10-11T19:00:00Z"
    },
    {
      "kind": "initial_weekly_assessment",
      "completedAt": "2026-10-11T18:50:02.500752Z",
      "sourceObservedFrom": "2026-10-11T11:25:55.340Z",
      "sourceObservedThrough": "2026-10-11T17:31:04.869Z",
      "window": "Initial synthesis of dated post observations and the September 13 through October 10 YouTube report; no matched weekly series collected.",
      "decision": "Inconclusive. Keep the existing direct-exchange opening test; no winning format or week-over-week trend established.",
      "bottleneck": "The control loses the most viewers around two seconds. Immediate action is a hypothesis to test, not a proven remedy.",
      "test": "Use the already approved 7.85-second direct-exchange variant after the control 24-hour checkpoint. Keep the control wording, layout and replay disclosure.",
      "evaluation": "Compare supported same-age native retention, average watch, views and followers at actual publication +4/24/72/168 hours. Runtime and sequential audiences limit interpretation.",
      "limits": [
        "No two completed comparable seven-day windows were collected.",
        "Period views, lifetime totals and publication-age metrics have different scopes.",
        "A shorter runtime can raise completion percentage without improving absolute watch time.",
        "Paid/organic attribution is not established; no creative winner established."
      ],
      "nextGraphAuditDueAt": "2026-10-11T19:00:00Z",
      "nextWeeklyReviewDueAt": "2026-10-18T13:00:00Z"
    },
    {
      "kind": "four_hour_channel_graph_audit",
      "scheduledAuditAt": "2026-10-11T19:00:00Z",
      "observedAt": "2026-10-11T19:13:52.409Z",
      "completedAt": "2026-10-11T19:22:53.773257Z",
      "window": "YouTube channel, September 13-October 10, 2026; native Last 28 days label",
      "periodViews": 15037,
      "watchHours": 22.8,
      "netSubscribers": 2,
      "realtime48hViews": 4379,
      "observations": [
        {
          "rank": 1,
          "title": "Come On, Code. (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 1917,
          "averageWatchSeconds": 17,
          "averagePercentageViewed": 68.8,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        },
        {
          "rank": 2,
          "title": "Lurk King. (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 1590,
          "averageWatchSeconds": 11,
          "averagePercentageViewed": 79.8,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        },
        {
          "rank": 3,
          "title": "Skitz Hit the Ladder. 200 IQ, 0 Aim (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 1255,
          "averageWatchSeconds": 11,
          "averagePercentageViewed": 71.9,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        },
        {
          "rank": 4,
          "title": "26,500 ELO? (Unverified) | Lab File 001 #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 1178,
          "averageWatchSeconds": 11,
          "averagePercentageViewed": 70.6,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        },
        {
          "rank": 5,
          "title": "I Did the Same Thing as Skitz (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 1143,
          "averageWatchSeconds": 11,
          "averagePercentageViewed": 59.1,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        },
        {
          "rank": 6,
          "title": "No Way I Lose the 3v1 (I Lost) #Shorts",
          "publicationDateDisplay": "Oct 8, 2026",
          "periodViews": 1142,
          "averageWatchSeconds": 10,
          "averagePercentageViewed": 71.6,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        },
        {
          "rank": 7,
          "title": "Yo Dog, You're Insane. (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 1129,
          "averageWatchSeconds": 10,
          "averagePercentageViewed": 71.8,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        },
        {
          "rank": 8,
          "title": "One. One More. CS2 Last Guy Alive #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 994,
          "averageWatchSeconds": 13,
          "averagePercentageViewed": 76.6,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        },
        {
          "rank": 9,
          "title": "Not the Molly. (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 988,
          "averageWatchSeconds": 15,
          "averagePercentageViewed": 81.1,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        },
        {
          "rank": 10,
          "title": "The Queue Is Cursed #Shorts",
          "publicationDateDisplay": "Oct 8, 2026",
          "periodViews": 715,
          "averageWatchSeconds": 14,
          "averagePercentageViewed": 58.8,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence."
        }
      ],
      "limits": [
        "Selected period ends October10 and excludes today's new release; unchanged selected-period totals do not mean zero current growth.",
        "Top-content rows are selected by period views; unequal duration, age and exposure prevent a causal format ranking. Average percentage viewed is not watched-full percentage.",
        "Reported whole-second average duration and one-decimal percentages are display precision, not exact underlying values.",
        "Native channel watch-time description includes public, private, unlisted and deleted videos; its scope differs from the public inventory.",
        "Exact daily final-point values, full retention curves, traffic-source breakdown, new-viewer/returning-viewer split and matched weekly comparisons were not collected.",
        "Realtime figures are rolling and updating live; compare with their own timestamps rather than campaign cumulative totals.",
        "No winning format, attribution, source-rights or exact simultaneous-publication conclusion follows from this graph."
      ],
      "nextAuditDueAt": "2026-10-11T23:00:00Z",
      "decision": "Inconclusive. Keep the single direct-exchange test; no winning format established.",
      "test": "Approved 7.85-second direct-exchange variant after control 24h review; no new variant commissioned.",
      "bottleneck": "Control retention drops around two seconds in separately dated native evidence. Immediate action remains a hypothesis; the selected YouTube period excludes today.",
      "rolling48hComparison": {
        "previous": 4215,
        "current": 4379,
        "difference": 164,
        "note": "Moving-window change is not interval-earned views; expiry, processing and revisions can contribute."
      },
      "latestEpisodePre4h": {
        "observedAt": "2026-10-11T19:13:52.409Z",
        "views": 6,
        "thumbnailCtrPercent": 0.7,
        "averageViewSeconds": 6,
        "source": "YouTube overview Latest content card",
        "note": "Different surface from inventory; not included in lifetime/added totals or completed post review."
      }
    },
    {
      "kind": "four_hour_channel_graph_audit",
      "scheduledAuditAt": "2026-10-11T23:00:00Z",
      "observedAt": "2026-10-11T23:09:06.278Z",
      "sourceObservedFrom": "2026-10-11T23:06:41.057Z",
      "sourceObservedThrough": "2026-10-11T23:09:06.278Z",
      "window": "YouTube channel, September 13-October 10, 2026; native Last 28 days label. TikTok observations are separately dated post-to-date counters.",
      "periodViews": 15037,
      "watchHours": 22.8,
      "netSubscribers": 2,
      "currentDisplayedSubscribers": 1310,
      "realtime48hViews": 5837,
      "observations": [
        {
          "rank": 1,
          "title": "Come On, Code. (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 1917,
          "averageWatchSeconds": 17,
          "averagePercentageViewed": 68.8,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence.",
          "observedAt": "2026-10-11T23:09:06.278Z"
        },
        {
          "rank": 2,
          "title": "Lurk King. (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 1590,
          "averageWatchSeconds": 11,
          "averagePercentageViewed": 79.8,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence.",
          "observedAt": "2026-10-11T23:09:06.278Z"
        },
        {
          "rank": 3,
          "title": "Skitz Hit the Ladder. 200 IQ, 0 Aim (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 1255,
          "averageWatchSeconds": 11,
          "averagePercentageViewed": 71.9,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence.",
          "observedAt": "2026-10-11T23:09:06.278Z"
        },
        {
          "rank": 9,
          "title": "Not the Molly. (Lab File 001) #Shorts",
          "publicationDateDisplay": "Oct 9, 2026",
          "periodViews": 988,
          "averageWatchSeconds": 15,
          "averagePercentageViewed": 81.1,
          "metricWindow": "September 13-October 10, 2026",
          "titleNormalization": "Emoji/punctuation simplified for readable structured labels; exact native text preserved in raw evidence.",
          "observedAt": "2026-10-11T23:09:06.278Z"
        }
      ],
      "rolling48hComparison": {
        "previous": 4379,
        "previousObservedAt": "2026-10-11T19:13:52.409Z",
        "current": 5837,
        "currentObservedAt": "2026-10-11T23:09:06.278Z",
        "difference": 1458,
        "note": "The moving-window difference is not views earned between audits. Window expiry, processing and revisions can contribute."
      },
      "realtimeTopContent": {
        "observedAt": "2026-10-11T23:09:06.278Z",
        "metricWindow": "Rolling last 48 hours",
        "rows": [
          {
            "title": "One. One More. CS2 Last Guy Alive",
            "views": 1036
          },
          {
            "title": "Knife round got crowded",
            "views": 1025
          },
          {
            "title": "Come On, Code",
            "views": 847
          }
        ],
        "note": "Selected native realtime rows; not a complete inventory or a matched publication-age ranking."
      },
      "latestContentCard": {
        "title": "The door was already covered",
        "observedAt": "2026-10-11T23:09:06.278Z",
        "source": "YouTube overview Latest content card",
        "views": 264,
        "ageLabel": "First 1 hour 8 minutes",
        "averagePercentageViewed": null,
        "likes": null,
        "note": "Separate overview surface before its four-hour review. Unavailable fields remain unknown; this card does not refresh the inventory headline."
      },
      "additionalPlatformAudit": {
        "platform": "TikTok",
        "contentListObservedAt": "2026-10-11T23:06:41.057Z",
        "metricWindow": "Lifetime counters for five selected campaign posts",
        "observations": [
          {
            "title": "Door",
            "url": "https://www.tiktok.com/@iananthonyfc/video/7695533442817133838",
            "views": 217,
            "likes": 0,
            "comments": 0,
            "durationDisplay": "00:16",
            "observedAt": "2026-10-11T23:06:41.057Z",
            "publicationMinute": "2026-10-11T22:00:00Z",
            "approximateAgeHours": 1.111,
            "agePrecision": "Publication minute only; exact first delivery was not measured."
          },
          {
            "title": "Interactive preview teaser",
            "url": "https://www.tiktok.com/@iananthonyfc/video/7695514908397440269",
            "views": 119,
            "likes": 0,
            "comments": 0,
            "durationDisplay": "00:19",
            "observedAt": "2026-10-11T23:06:41.057Z",
            "publicationMinute": "2026-10-11T20:48:00Z",
            "approximateAgeHours": 2.311,
            "agePrecision": "Publication minute only; exact first delivery was not measured."
          },
          {
            "title": "Knife",
            "url": "https://www.tiktok.com/@iananthonyfc/video/7695502513348414734",
            "views": 294,
            "likes": 3,
            "comments": 0,
            "durationDisplay": "00:15",
            "observedAt": "2026-10-11T23:06:41.057Z",
            "publicationMinute": "2026-10-11T20:00:00Z",
            "approximateAgeHours": 3.111,
            "agePrecision": "Publication minute only; exact first delivery was not measured."
          },
          {
            "title": "Anubis",
            "url": "https://www.tiktok.com/@iananthonyfc/video/7695441861422451982",
            "views": 310,
            "likes": 1,
            "comments": 0,
            "durationDisplay": "00:10",
            "observedAt": "2026-10-11T23:06:41.057Z",
            "publicationMinute": "2026-10-11T16:05:00Z",
            "approximateAgeHours": 7.028,
            "agePrecision": "Publication minute only; exact first delivery was not measured."
          },
          {
            "title": "One bullet left control",
            "url": "https://www.tiktok.com/@iananthonyfc/video/7695303665602612493",
            "views": 285,
            "likes": 4,
            "comments": 0,
            "durationDisplay": "00:15",
            "observedAt": "2026-10-11T23:06:41.057Z",
            "publicationMinute": "2026-10-11T07:09:00Z",
            "approximateAgeHours": 15.961,
            "agePrecision": "Publication minute only; exact first delivery was not measured."
          }
        ],
        "selectedPostViewSum": 1225,
        "sumMeaning": "Sum of these five distinct post counters only; not unique viewers, an interval gain or a full account inventory.",
        "detailedAnalytics": [
          {
            "title": "One bullet left control",
            "url": "https://www.tiktok.com/@iananthonyfc/video/7695303665602612493",
            "observedAt": "2026-10-11T23:06:50.486Z",
            "metricWindow": "Native displayed post-to-date aggregates",
            "views": 285,
            "averageWatchSeconds": 6.49,
            "fullVideoPercent": 10.3,
            "totalPlayTimeSeconds": 2026,
            "newFollowers": 0,
            "largestDropAtSeconds": 2,
            "retentionCurveExactPoints": null,
            "trafficSourceRaw": {
              "forYou": "99.7%",
              "personalProfile": "0.3%",
              "following": "<0.1%",
              "directMessages": "<0.1%",
              "sound": "<0.1%",
              "search": "<0.1%",
              "other": "<0.1%"
            },
            "searchQueries": null,
            "searchQueriesStatus": "Processing"
          },
          {
            "title": "Anubis",
            "url": "https://www.tiktok.com/@iananthonyfc/video/7695441861422451982",
            "observedAt": "2026-10-11T23:06:57.358Z",
            "metricWindow": "Native displayed post-to-date aggregates",
            "views": 310,
            "averageWatchSeconds": 5.77,
            "fullVideoPercent": 19.4,
            "totalPlayTimeSeconds": 1813,
            "newFollowers": 0,
            "largestDropAtSeconds": 3,
            "retentionCurveExactPoints": null,
            "trafficSourceRaw": {
              "forYou": "99.4%",
              "following": "0.3%",
              "personalProfile": "0.3%",
              "directMessages": "<0.1%",
              "sound": "<0.1%",
              "search": "<0.1%",
              "other": "<0.1%"
            },
            "searchQueries": null,
            "searchQueriesStatus": "Processing"
          }
        ]
      },
      "supportedFacts": [
        "The selected YouTube period still reports 15,037 views, 22.8 watch hours and net +2 subscribers. It ends October 10 and excludes today.",
        "The rolling YouTube 48-hour total is 5,837, compared with 4,379 at 19:13:52 UTC. The difference 1,458 is not an interval-earned view count.",
        "The control shows 285 TikTok views, 6.49 seconds average watch, 10.3% full video and its largest audience drop at 2 seconds. Anubis shows 310 views, 5.77 seconds average watch, 19.4% full video and its largest drop at 3 seconds.",
        "Both detailed TikTok posts show 0 new followers. For You accounts for 99.7% of the control distribution and 99.4% for Anubis; smaller source shares retain native less-than precision.",
        "Door, teaser and Knife TikTok posts are approximately 1.11, 2.31 and 3.11 hours old in the list observation. None of those observations completes a four-hour post review."
      ],
      "hypotheses": [
        "Bringing continuous action into the opening may reduce the control's early audience loss; the existing approved direct-exchange variant is the single test of this idea.",
        "The shorter Anubis runtime may contribute to its higher full-video percentage. Its lower absolute average watch time and different age, story and distribution prevent a format-winner conclusion."
      ],
      "bottleneck": "Audience loss in the opening 2-3 seconds remains the clearest observed creative weakness on the two detailed TikTok posts. Exact curves and comparable same-age cohorts remain incomplete.",
      "decision": "Inconclusive. Keep the existing single direct-exchange opening test; no winning format, causal improvement or failed format established.",
      "test": "Use the already approved 7.85-second direct-exchange variant only after the control 24-hour review. Preserve the approved wording, layout and replay disclosure. No new variant commissioned.",
      "evaluation": "Compare the same platform and native metric definitions at actual publication +4/24/72/168 hours. Use views, absolute average watch, full-video percentage, supported retention and followers together. Shorter runtime and sequential audiences confound interpretation.",
      "checkpoints": {
        "nextGraphAuditDueAt": "2026-10-12T03:00:00Z",
        "publicationAgeHours": [
          4,
          24,
          72,
          168
        ],
        "control24hNominalAt": "2026-10-12T07:09:00Z",
        "control24hConservativeCollectionNotBefore": "2026-10-12T07:10:00Z",
        "note": "Use each verified native publication time. The control timestamp is minute precision; collect after the end of that minute. Pending publication-age reviews remain separate from this graph audit."
      },
      "limits": [
        "YouTube selected-period, rolling 48-hour, Latest content and lifetime inventory surfaces have different scopes. Headline totals use the separately saved focused owner-inventory update, not these channel graph or Latest content values.",
        "Native YouTube reporting timezone is not displayed. Channel watch time includes public, private, unlisted and deleted videos; no private identities are exported.",
        "Top-content selection is biased. Durations, topics, age and exposure differ; a same-platform list is not a matched same-age cohort.",
        "YouTube average percentage viewed is not TikTok full-video percentage. Display precision is not exact underlying precision.",
        "TikTok exact retention-curve points are unavailable and search queries are processing. Missing values stay unknown.",
        "No exact YouTube daily graph points, fresh video-level retention curves, complete traffic-source breakdown or matched weekly windows were collected.",
        "Publication minutes are not exact first-delivery times. Observed pre-four-hour cards do not complete scheduled post reviews.",
        "A shorter clip can increase completion percentage without increasing absolute watch time. These observations do not establish causation."
      ],
      "nextAuditDueAt": "2026-10-12T03:00:00Z",
      "completedAt": "2026-10-11T23:11:58.025930Z"
    }
  ]
}