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Research13 min read

Sources · AutoClip Research Note #1 (2026-10-09)

All metrics are snapshots at fetch time (UTC+8, 2026-10-09). They are copied from our working files and have not been re-fetched. X metrics are impression_count / like_count / bookmark_count / media.view_count as returned by X's read-only API. view_count merges views when a video is reused. YouTube metrics come from public pages read with yt-dlp (no cookies, proxy or login).

URL note. X URLs are copied exactly as recorded. For YouTube, our working files store video IDs. Batch 2 records links as https://www.youtube.com/shorts/<id>, so we built Shorts URLs the same way from the IDs in Batches 2–4. The two long videos use https://www.youtube.com/watch?v=<id>. Please spot-check these before publishing.

Figures. Case figures C1–C23 (figures/case-*.jpg) contain stills from third-party public posts, used for commentary and research with attribution (credits table at the end of this file). Charts (figures/fig1–5,7-*-dark.png; light variants without -dark) are generated from the numbers below by src/charts.py. Thumbnail overviews (figures/fig11-r3-ab-pairs.jpg, figures/figA-*.jpg) are stills from our own renders of three segments of a public interview: Dwarkesh Podcast, "Jensen Huang – Will Nvidia's moat persist?", 2026-04-15, 1080p taken from the publisher's public Substack post.

Internal source files (AutoClip research workspace)

FileWhat it contains
packaging-benchmark/editing-research/synthesis.mdCross-batch synthesis: what predicts performance, Top-10 techniques, A/B hypotheses H10–H18
packaging-benchmark/editing-research/techniques.mdTechnique tables X/Y/G/E per batch, "don't copy" lists, proposed rules R21–R45
packaging-benchmark/editing-research/batch1-news-doc.mdNews + documentary (X), fetched 05:18–05:35
packaging-benchmark/editing-research/batch2-variety-film.mdVariety + film (YouTube 06:25–06:28; X 05:50–05:53)
packaging-benchmark/editing-research/batch3-gaming-live.mdGaming + live facecam (YouTube 07:06–07:21)
packaging-benchmark/editing-research/batch4-vlog-editorial.mdVlog + editorial (YouTube 07:33–07:47)
packaging-benchmark/findings.md, case-library.mdInterview/podcast clips on X: C01–C12, c1–c3 (~03:30), N01–N15 (04:18), R2-01–R2-14 (05:05 / 06:30), R3-01–R3-13 (07:16–07:19); 44-clip motion measurement
packaging-benchmark/playbook.mdPackaging rules, round-by-round gap tables, hypotheses
packaging-benchmark/renders/README.md, renders/qa/*Our renders R0–R3 (build/QA details moved to cut-build-in-public.md)
input-filter-v1/README.md, rubric.mdSelection radar v1 and its scoring rubric
editing-research/board_batch1–4.jpgOverview boards containing third-party frames: not published, used only for internal analysis

Posts cited in the article

Distribution confound (X, ~04:18)

CaseURLImpressions / likes / saves / views
N14 Nick Sortor (same video + same copy as N15)https://x.com/nicksortor/status/2105022267616788722141,835 / 7,754 / 293 / 73,655
N15 AmericanRisingQhttps://x.com/AmericanRisingQ/status/2105037531570217023386 / 5 / 0 / 158
N01 Huberman (top-level post)https://x.com/hubermanlab/status/2107247283536560173295,248 / 4,378 / 1,746 / 134,468
N02 Huberman (reply in the same thread)https://x.com/hubermanlab/status/210724825910657883522,025 / 153 / 45 / 5,958
R2-01 XAngus (same video as R2-02)https://x.com/XAngus/status/21070853917362303806,557 impressions
R2-02 SonicAIWizardhttps://x.com/SonicAIWizard/status/2107375702257303644688 impressions

Interview / podcast & design-forward accounts (X)

CaseURLMetrics
N04 20VC "Every seed investment is an option bet."https://x.com/HarryStebbings/status/2107160639504335164283,526 imp / 131 likes / 103 saves / 85,681 views; 66 quotes
N05 20VC Venky (low)https://x.com/HarryStebbings/status/210749786214984912116,752 imp / 3,843 views (another low post: 2107199646695080063, 15,374 imp)
N06 TBPN Tobi Lütke (85 s)https://x.com/tbpn/status/210725710048543561054,897 imp
N07 TBPN Mead (224 s, low)https://x.com/tbpn/status/210794415099387123613,650 imp
N10 WOLF Financial (90 s)https://x.com/WOLF_Financial/status/210177576933281383062,298 imp / 15,129 views
N11 WOLF Financial (247 s, low)https://x.com/WOLF_Financial/status/210797971383489367714,567 imp / 3,707 views
R2-03 XAngus (5.0 cuts/min)https://x.com/XAngus/status/21076788248928956737,825 imp
R2-04 XAngus (20.2 cuts/min)https://x.com/XAngus/status/21074673737418508526,165 imp
R2-14 XAngus 27-min bilingual full versionhttps://x.com/XAngus/status/210511674338363435677,329 imp / 651 saves / 282 reposts
R2-10 math_fournity (speculation hook, don't copy)https://x.com/math_fournity/status/209603900189141417272,082 imp
R3-01 WIRED (playful claim)https://x.com/WIRED/status/210243052555413546829,306 imp / 51 likes (1.7‰)
R3-02 WIRED (suspense question, low)https://x.com/WIRED/status/209547533825604436130,906 imp / 11 likes (0.4‰)
R3-05 Colin and Samir "content calendars"https://x.com/ColinandSamir/status/210067359898600250411,368 imp / 108 saves (9.5‰)
R3-06 Colin and Samir aphorism (low)https://x.com/ColinandSamir/status/21024642273026216923,109 imp
R3-07 a16z Kanye storyhttps://x.com/a16z/status/2106814432273973577165,894 imp
R3-08 a16z (same session, low)https://x.com/a16z/status/210683972469887390735,130 imp
R3-10 歸藏 AI 早报https://x.com/op7418/status/210814860444788346455,967 imp / 305 saves (5.4‰)
R3-12 Sixth Tone HYROXhttps://x.com/SixthTone/status/209989098830716117549,537 imp
R3-13 Sixth Tone (same package, low)https://x.com/SixthTone/status/21052701559537381853,013 imp

Motion measurement (44 clips: C/N/c/R2): vertical-native median 8.8 hard cuts/min vs horizontal 3.5; ≥100K-impression group 3.8/min vs <1K group 4.5/min (case-library.md).

Batch 1 — news + documentary (X, fetched 05:18–05:35)

CaseURLImp / likes / saves / viewsCuts/minNote
ND01 AJ+https://x.com/ajplus/status/210809127183946962619,527 / 45 / 6 / 34,93410.914 h
ND02 AJ+https://x.com/ajplus/status/21082714834999870506,943 / 65 / 7 / 1,4257.02 h, weak
ND03 AJ+https://x.com/ajplus/status/210791032918768028637,529 / 60 / 15 / 30,71016.5
ND04 60 Minutes "three kinds of jobs"https://x.com/60Minutes/status/210796267760355339295,064 / 297 / 165 / 36,3967.6
ND04b 60 Minuteshttps://x.com/60Minutes/status/210795697971280301339,602 / 97 / 52 / 14,373—
ND04c 60 Minuteshttps://x.com/60Minutes/status/210796534784423120047,927 / 191 / 69 / 21,900—
ND05 60 Minuteshttps://x.com/60Minutes/status/210822836172636998210,457 / 18 / 3 / 3,8035.25 h, weak
ND06 60 Minutes ⚠https://x.com/60Minutes/status/2107584936550998497279,085 / 29 / 4 / 198,6421.3excluded (like rate 0.01%)
ND07 Vox (controversy)https://x.com/voxdotcom/status/2107560265936150677283,872 / 48 / 135 / 113,451; 275 replies, 144 quotes5.3
ND08 Voxhttps://x.com/voxdotcom/status/210790002691582811914,122 / 70 / 17 / 4,0609.4
ND09 WSJ Haaland (silent)https://x.com/WSJ/status/210823369404961227258,508 / 42 / 7 / 15,63757.75 h
ND10 WSJhttps://x.com/WSJ/status/210824681821143472055,085 / 9 / 3 / 13,7749.94 h
ND11 WSJ (chart opening)https://x.com/WSJ/status/210825113784544911826,519 / 12 / 3 / 3,32912.14 h
ND12 Bloomberghttps://x.com/business/status/210828813665666687016,317 / 3 / 1 / 1,7980.61 h, weak
DX01 Veritasium aerogelhttps://x.com/veritasium/status/2106394965458739276102,007 / 1,230 / 406 / 200,2504.1
DX02 Veritasium Lenz's lawhttps://x.com/veritasium/status/210490892393326224892,218 / 1,467 / 306 / 108,51918.5
DX03 Veritasium trapping antimatterhttps://x.com/veritasium/status/210458984131689690514,795 / 119 / 18 / 3,3331.6punch-in 1.27×
DX04 BBC Earth Attenboroughhttps://x.com/BBCEarth/status/2052860962223333707120,172 / 5,025 / 443 / 70,4030
DX05 BBC Earth BP3 trailer (287 s)https://x.com/BBCEarth/status/210753134070276535070,147 / 1,049 / 112 / 19,71714.9
DX06 BBC Earth PE20https://x.com/BBCEarth/status/2029210758798614903739,788 / 6,329 / 811 / 225,18351
DX07 NatGeo DARThttps://x.com/NatGeo/status/2107834236623294604124,793 / 351 / 24 / 12,5277.6
DX08 NatGeo Chile minershttps://x.com/NatGeo/status/2103877256053403817209,519 / 325 / 31 / 34,30643.9

Other Veritasium shorts in the opening comparison (views only, URLs not recorded in our files): credit card 27,416; anti-"digital pickpocket" 25,763; black hole 43,330; LED 6,311; WWII machine 4,932; making antimatter 3,714; 100 prisoners 9,576 (12.6 h, excluded). AJ+ duration buckets (posts ≥12 h): ≤80 s n=3 median 31,664; 81–135 s n=5 median 17,169; >135 s n=6 median 8,254 (range 3,734–15,990). Excluded: 157 s "joy and hope", 86,215 views, 11 h old.

Batch 2 — variety + film (YouTube 06:25–06:28; X 05:50–05:53)

CaseURLViewsLike rateDur
VZ01 奔跑吧https://www.youtube.com/shorts/0HNC_9sctPs189,7951.24%19 s
VZ02 奔跑吧 (frozen-frame number reveal)https://www.youtube.com/shorts/OLgudm_D57U104,1091.50%32 s
VZ03 奔跑吧 (same day as VZ01, low)https://www.youtube.com/shorts/Dxd94InEzCk6,8483.53%32 s
VZ05 芒果TV 杨迪https://www.youtube.com/shorts/NHk1rB2fbGE1,235,6801.27%32 s
VZ06 芒果TV 应采儿https://www.youtube.com/shorts/lGAK1CfY60M399,4790.76%33 s
VZ07 芒果TV (same day, low)https://www.youtube.com/shorts/m9ugnTFnH8c2,0891.44%27 s
VZ09 iQIYI SuperShowhttps://www.youtube.com/shorts/1m0cHZb0Dv4109,8260.72%22 s
VZ10 iQIYI SuperShowhttps://www.youtube.com/shorts/ZEnBCSLN6-E29,2451.0%27 s
VZ11 iQIYI (slogan, low)https://www.youtube.com/shorts/doJJucXFF581,5411.82%96 s
VZ12 iQIYI (slogan, low)https://www.youtube.com/shorts/J4TuMq0Vjws1,7351.84%95 s
JV01 有吉の壁「40歳」https://www.youtube.com/shorts/QylqRoWtN2E3,407,6451.23%55 s
JV02 有吉の壁「46歳」https://www.youtube.com/shorts/dhUG3cW6H642,519,0380.78%52 s
FT01 TBS VIVANThttps://www.youtube.com/shorts/1p53axf3HHc691,4402.08%66 s
FT02 TBS VIVANT (identical template, low)https://www.youtube.com/shorts/2ugQuJPQY9888,5651.73%75 s
KV01/KV02 MBC ⚠ (excluded as evidence)https://www.youtube.com/shorts/0PaFmuyc7n4 · https://www.youtube.com/shorts/ktqAOHyh3zw604,737 / 465,3070.20% / 0.10%

Within-account gap on the same day: 28–600× (batch2-variety-film.md §0). Face within 1.6 s: higher-view 7/8, lower-view 2/6.

Batch 3 — gaming + live facecam (YouTube, 07:06–07:21)

CaseURLViewsLike rateDur
has_h3 HasanAbihttps://www.youtube.com/shorts/fmVTTohcUc81,340,6134.6%78 s
has_h4 HasanAbihttps://www.youtube.com/shorts/Ezl2GNeqW941,293,9876.5%180 s
has_l1 HasanAbi (low)https://www.youtube.com/shorts/-JInjUmzmQE111,3615.7%80 s
has_l2 HasanAbi (low)https://www.youtube.com/shorts/wWAkf7MT3kU175,0044.3%54 s
lud_h3 Ludwighttps://www.youtube.com/shorts/1DQZ5d7_ky02,091,8642.8%22 s
lud_l3 Ludwig (same day, low)https://www.youtube.com/shorts/1cEN-DOk4TU449,3051.5%11 s
val_h1 Valkyraehttps://www.youtube.com/shorts/-0ztV0ayp3s1,051,1032.1%17 s
val_l2 Valkyrae (low)https://www.youtube.com/shorts/1j3Rtvs4DCY151,6352.7%13 s
sum_h1 summit1ghttps://www.youtube.com/shorts/BIn7LyWnRnI252,3692.3%54 s
sum_l2 summit1g (low)https://www.youtube.com/shorts/VXf47nYxr-w22,7131.6%34 s
cas_h1 CaseOhhttps://www.youtube.com/shorts/6Gd1CxO4DR0647,2715.2%136 s
cas_h2 CaseOhhttps://www.youtube.com/shorts/wudwDk11UDQ411,9084.4%133 s
cas_l3 CaseOh (low)https://www.youtube.com/shorts/QeOmUX88s6Y84,9915.3%90 s
jyn_h1 Jynxzihttps://www.youtube.com/shorts/Ys-CZeXgE1A2,954,1153.1%25 s
jyn_h2 Jynxzi (gameplay counter-example)https://www.youtube.com/shorts/ld5Tv61_BEo1,869,1142.3%8 s
jyn_l2 Jynxzi (−31.2 LUFS)https://www.youtube.com/shorts/sgzzT9S0S5U294,5272.9%30 s

Loudness range −8.4 to −31.2 LUFS; high louder in 4 pairs (Jynxzi +22.5 LU, Kai +10.3, CaseOh +2.0, Valkyrae +1.7) and quieter in 3 (summit −8.5, Mizkif −6.4, Hasan −1.4 to −3.4). Transient density: has_h3 89.6/min vs has_l1 128.5; jyn_h1 112 vs jyn_l2 40.

Batch 4 — vlog + editorial (YouTube, 07:33–07:47)

CaseURLViewsLike rateDur
GQ 10 Essentials (high)https://www.youtube.com/shorts/mV4zTaS_i1U2,823,2594.0%56 s
GQ 10 Essentialshttps://www.youtube.com/shorts/qh0RZUoRN781,306,8903.2%58 s
GQ 10 Essentials (low, 3 posts)https://www.youtube.com/shorts/cMdHDiI0T_A · https://www.youtube.com/shorts/WTBkJ_Qcths · https://www.youtube.com/shorts/mDUvN4RIlc86,261–8,5621.2–1.3%44–54 s
Vogue cover BTS (Dakota Johnson)https://www.youtube.com/shorts/XuDyyNOuq2Y233,7041.2%29 s
Vogue cover BTS (same day, low)https://www.youtube.com/shorts/XGmLXK4iGFY26,1422.4%31 s
Dazed PFW Yung Leanhttps://www.youtube.com/shorts/NSt7MBhO_tE795,6942.3%25 s
Dazed PFW Rick Owens "I just choose weirdos."https://www.youtube.com/shorts/494M0N0voWc255,5791.2%17 s
Dazed (low, studio)https://www.youtube.com/shorts/binFQ1Yar2w · https://www.youtube.com/shorts/Mnj-XWgnKwc7,779 / 8,31120 s / 28 s
Ali Abdaal (serif title + number roll)https://www.youtube.com/shorts/FE6VL7jpfCs94,3384.4%88 s
Ali Abdaal (sponsored, low)https://www.youtube.com/shorts/II9Oq4bEXLo14,5962.5%76 s
Peter McKinnon talking headhttps://www.youtube.com/shorts/42xyZyqF-Hc248,4423.6%110 s
Peter McKinnon podcast clips (low)https://www.youtube.com/shorts/vNp5fHaKiY8 · https://www.youtube.com/shorts/QqBsYk89nyc25,422 / 32,6943.5% / 3.7%
影视飓风 MediaStorm (long video, first 90 s; technique only)https://www.youtube.com/watch?v=3iBpUtRPfYs406,1150.6%

Our renders (own data, 2026-10-09)

  • Softness: Keynote v2 face 112 px (16% of width), Laplacian variance 12.3 → v3 (1080p) 181 px (25%), 40.7.
  • Loudness: all R3 renders −14.02 to −14.17 LUFS, TP −1.36 to −1.45 dBTP. Grade: editorial_clip1t p1 8/255 (qa/grade_r3.json).
  • Image used in renders: H100 photo, CC BY 3.0, 极客湾Geekerwan / Wikimedia Commons. Moore's-law chart, CC BY 4.0, Our World in Data / Wikimedia Commons.

Selection radar v1

Weights: velocity 25, guest 20, freshness 15, topic 15, hook density 10, format 5, rights 10, whitelist +2. Thresholds: ≥65 clip now, 50–64 watch. Run 2026-10-09 03:36 UTC+8: 354 candidates in ~55 s; 1 clip-now, 26 watch, 327 skip (128 Shorts). Source: input-filter-v1/README.md, rubric.md.

Figure credits / References (case figures C1–C23)

Figures C1–C23 contain stills from third-party public posts, reproduced at reduced size for commentary and research, with attribution. All rights remain with the original owners. Every still was extracted on 2026-10-09 (UTC+8) from footage downloaded for this analysis on that day; no new footage was downloaded. Metrics are the snapshot values recorded at fetch time on 2026-10-09. X metrics marked "imp" are impressions; other numbers are views. YouTube URLs were built from video IDs (see sources.md).

Fig.Account / channelPlatformPostFrame atMetric shownSupports
C1@nicksortorXhttps://x.com/nicksortor/status/21050222676167887223 s141,835 impressionsMethod §2 (distribution confound)
C1@AmericanRisingQXhttps://x.com/AmericanRisingQ/status/21050375315702170233 s386 impressionsMethod §2 (distribution confound)
C2GQYouTubehttps://www.youtube.com/shorts/mV4zTaS_i1U5 s2,823,259 viewsFinding 1
C2GQYouTubehttps://www.youtube.com/shorts/cMdHDiI0T_A5 s6,261–8,562 viewsFinding 1
C2VogueYouTubehttps://www.youtube.com/shorts/XuDyyNOuq2Y2 s233,704 viewsFinding 1
C2VogueYouTubehttps://www.youtube.com/shorts/XGmLXK4iGFY2 s26,142 viewsFinding 1
C3HasanAbiYouTubehttps://www.youtube.com/shorts/fmVTTohcUc820 s1,340,613 viewsFinding 1
C3HasanAbiYouTubehttps://www.youtube.com/shorts/-JInjUmzmQE20 s111,361 viewsFinding 1
C3TBS (VIVANT)YouTubehttps://www.youtube.com/shorts/1p53axf3HHc10 s691,440 viewsFinding 1
C3TBS (VIVANT)YouTubehttps://www.youtube.com/shorts/2ugQuJPQY9810 s88,565 viewsFinding 1
C4@veritasiumXhttps://x.com/veritasium/status/21063949654587392760.05 s200,250 viewsFinding 2
C4@veritasiumXhttps://x.com/veritasium/status/21049089239332622480.05 s108,519 viewsFinding 2
C4@veritasiumXhttps://x.com/veritasium/status/21045898413168969050.05 s3,333 viewsFinding 2
C5芒果TVYouTubehttps://www.youtube.com/shorts/lGAK1CfY60M1.6 s399,479 viewsFinding 2
C5芒果TVYouTubehttps://www.youtube.com/shorts/m9ugnTFnH8c1.6 s2,089 viewsFinding 2
C5奔跑吧YouTubehttps://www.youtube.com/shorts/0HNC_9sctPs0.3 s189,795 viewsFinding 2
C5奔跑吧YouTubehttps://www.youtube.com/shorts/Dxd94InEzCk0.3 s6,848 viewsFinding 2
C6LudwigYouTubehttps://www.youtube.com/shorts/1DQZ5d7_ky05 s2,091,864 viewsFinding 2
C6LudwigYouTubehttps://www.youtube.com/shorts/1cEN-DOk4TU3 s449,305 viewsFinding 2
C6ValkyraeYouTubehttps://www.youtube.com/shorts/-0ztV0ayp3s3 s1,051,103 viewsFinding 2
C6ValkyraeYouTubehttps://www.youtube.com/shorts/1j3Rtvs4DCY3 s151,635 viewsFinding 2
C7iQIYI SuperShowYouTubehttps://www.youtube.com/shorts/1m0cHZb0Dv41 s109,826 viewsFinding 3
C7iQIYI SuperShowYouTubehttps://www.youtube.com/shorts/doJJucXFF586 s1,541 viewsFinding 3
C7芒果TVYouTubehttps://www.youtube.com/shorts/NHk1rB2fbGE3 s1,235,680 viewsFinding 3
C8@WIREDXhttps://x.com/WIRED/status/21024305255541354681.5 s29,306 imp · 1.7‰ likesFinding 3
C8@WIREDXhttps://x.com/WIRED/status/20954753382560443611.5 s30,906 imp · 0.4‰ likesFinding 3
C8@ColinandSamirXhttps://x.com/ColinandSamir/status/21006735989860025041.0 s11,368 impFinding 3
C8@ColinandSamirXhttps://x.com/ColinandSamir/status/21024642273026216921.0 s3,109 impFinding 3
C9DazedYouTubehttps://www.youtube.com/shorts/494M0N0voWc1 s255,579 viewsFinding 4
C9DazedYouTubehttps://www.youtube.com/shorts/494M0N0voWc5 s255,579 viewsFinding 4
C9@HarryStebbingsXhttps://x.com/HarryStebbings/status/21071606395043351643 s283,526 impressionsFinding 4
C9@HarryStebbingsXhttps://x.com/HarryStebbings/status/21074978621498491213 s16,752 impressionsFinding 4
C10iQIYI SuperShowYouTubehttps://www.youtube.com/shorts/doJJucXFF581 s1,541 viewsFinding 5
C10HasanAbiYouTubehttps://www.youtube.com/shorts/Ezl2GNeqW9460 s1,293,987 viewsFinding 5
C10CaseOhYouTubehttps://www.youtube.com/shorts/6Gd1CxO4DR060 s647,271 viewsFinding 5
C11@BBCEarthXhttps://x.com/BBCEarth/status/20528609622233337076 s70,403 viewsFinding 6
C11@BBCEarthXhttps://x.com/BBCEarth/status/20292107587986149030.1 s225,183 viewsFinding 6
C12芒果TVYouTubehttps://www.youtube.com/shorts/lGAK1CfY60M2.5 s399,479 viewsFinding 6
C12芒果TVYouTubehttps://www.youtube.com/shorts/m9ugnTFnH8c8 s2,089 viewsFinding 6
C12@veritasiumXhttps://x.com/veritasium/status/210458984131689690513.6 s3,333 viewsFinding 6
C13芒果TVYouTubehttps://www.youtube.com/shorts/lGAK1CfY60M1.6 s399,479 viewsTop-10 #1
C13芒果TVYouTubehttps://www.youtube.com/shorts/NHk1rB2fbGE31 s1,235,680 viewsTop-10 #1
C13@veritasiumXhttps://x.com/veritasium/status/21063949654587392760.05 s200,250 viewsTop-10 #1
C14芒果TVYouTubehttps://www.youtube.com/shorts/NHk1rB2fbGE3 s1,235,680 viewsTop-10 #2
C14iQIYI SuperShowYouTubehttps://www.youtube.com/shorts/1m0cHZb0Dv43 s109,826 viewsTop-10 #2
C14奔跑吧YouTubehttps://www.youtube.com/shorts/0HNC_9sctPs3 s189,795 viewsTop-10 #2
C15LudwigYouTubehttps://www.youtube.com/shorts/ys4tEjwM1q41.0 s6,893,182 viewsTop-10 #3
C15summit1gYouTubehttps://www.youtube.com/shorts/BIn7LyWnRnI1.5 s252,369 viewsTop-10 #3
C15DazedYouTubehttps://www.youtube.com/shorts/494M0N0voWc1 s255,579 viewsTop-10 #3
C16有吉の壁 (日テレ)YouTubehttps://www.youtube.com/shorts/QylqRoWtN2E32.5 s3,407,645 viewsTop-10 #4
C16奔跑吧YouTubehttps://www.youtube.com/shorts/OLgudm_D57U10 s104,109 viewsTop-10 #4
C16Ali AbdaalYouTubehttps://www.youtube.com/shorts/FE6VL7jpfCs1.3 s94,338 viewsTop-10 #4
C17@WSJXhttps://x.com/WSJ/status/210823369404961227225.1 s15,637 viewsTop-10 #5
C17@WSJXhttps://x.com/WSJ/status/210823369404961227225.5 s15,637 viewsTop-10 #5
C17ValkyraeYouTubehttps://www.youtube.com/shorts/-0ztV0ayp3s7.2 s1,051,103 viewsTop-10 #5
C17ValkyraeYouTubehttps://www.youtube.com/shorts/-0ztV0ayp3s8.0 s1,051,103 viewsTop-10 #5
C18Peter McKinnonYouTubehttps://www.youtube.com/shorts/42xyZyqF-Hc2 s248,442 viewsTop-10 #6
C18Peter McKinnonYouTubehttps://www.youtube.com/shorts/42xyZyqF-Hc40 s248,442 viewsTop-10 #6
C18Ali AbdaalYouTubehttps://www.youtube.com/shorts/FE6VL7jpfCs2 s94,338 viewsTop-10 #6
C19LudwigYouTubehttps://www.youtube.com/shorts/1DQZ5d7_ky01 s2,091,864 viewsTop-10 #7
C19LudwigYouTubehttps://www.youtube.com/shorts/1DQZ5d7_ky07 s2,091,864 viewsTop-10 #7
C19LudwigYouTubehttps://www.youtube.com/shorts/1DQZ5d7_ky015 s2,091,864 viewsTop-10 #7
C20GQYouTubehttps://www.youtube.com/shorts/qh0RZUoRN7840 s1,306,890 viewsTop-10 #8
C20GQYouTubehttps://www.youtube.com/shorts/mV4zTaS_i1U44 s2,823,259 viewsTop-10 #8
C20@NatGeoXhttps://x.com/NatGeo/status/210783423662329460410 s12,527 viewsTop-10 #8
C21@BBCEarthXhttps://x.com/BBCEarth/status/202921075879861490343 s225,183 viewsTop-10 #9
C21@BBCEarthXhttps://x.com/BBCEarth/status/202921075879861490346 s225,183 viewsTop-10 #9
C21Matt D'AvellaYouTubehttps://www.youtube.com/shorts/5V2yaRC-9LQ8 s361,944 viewsTop-10 #9
C22VogueYouTubehttps://www.youtube.com/shorts/XGmLXK4iGFY8 s26,142 viewsTop-10 #10
C22VogueYouTubehttps://www.youtube.com/shorts/XuDyyNOuq2Y8 s233,704 viewsTop-10 #10
C22DazedYouTubehttps://www.youtube.com/shorts/binFQ1Yar2w18 s7,779 viewsTop-10 #10
C23@voxdotcomXhttps://x.com/voxdotcom/status/21075602659361506770.5 s113,451 viewsWhat not to copy

Added to this table (not in the tables above): Ludwig lud_h1 https://www.youtube.com/shorts/ys4tEjwM1q4 6,893,182 views (Batch 3, batch3-gaming-live.md); Matt D'Avella https://www.youtube.com/shorts/5V2yaRC-9LQ 361,944 views (Batch 4, technique only). Both URLs built from IDs.