# SummerFall 2026 — Pass 1 Culling Picks

Source: JPEGs Sorted (SelectsPool 890 singles + 34 burst folders).
Method: 15-frame labeled contact sheets, single-session visual evaluation (Qwen3.8-27B via SamBook oMLX).
Frame numbers = last 4 digits of 7O9A####.

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### Batch A (P_00-P_07, frames 4634-4814)
- **P_00 (4634-4648):** PICKS: 4646, 4647 (two-shots facing camera, sharp) | WEAK: 4634-4639 (empty gym), 4640-4641 (dark, backs) | NOTES: "PUT YOUR SHIT AWAY" sign in 4640-43; Christy (blonde) background 4643-48
- **P_01 (4649-4663):** PICKS: 4657 (profile, nails up, bright), 4661 (both facing, sharp), 4651 (two-shot) | WEAK: 4649 (dark), 4652-4653 (back view + sign) | NOTES: sign in 4652-53
- **P_02 (4664-4678):** PICKS: 4670 (crouch, makeup pose), 4672 (profile applying makeup), 4676 (close, nails+face), 4678 (dumbbell hold) | WEAK: 4664-4667 (redundant two-shot/crouch dupes)
- **P_03 (4679-4693):** PICKS: 4680 (crouch, sharp), 4683 (nail detail on dumbbell), 4692 (low angle, hands) | WEAK: 4679/4681 (dupe), 4684-4689 (redundant nail details — keep 4683 only)
- **P_04 (4694-4708):** PICKS: 4697 (sharp, facing), 4701 (expression), 4706 (close, sharp) | WEAK: 4694-4695 (dark), 4703 (dupe of 4701) | NOTES: YROX branding bg
- **P_05 (4709-4723):** PICKS: 4710 (hand/nail detail), 4720 (bright two-shot, standing+kneeling) | WEAK: 4711-4717 (redundant hand details)
- **P_06 (4724-4763):** PICKS: 4726 (two-shot arms up), 4756 (stability ball two-shot), 4761 (solo kneel, sharp) | WEAK: 4724-4725 (dupe), 4759-4760 (dupe of 4761) | NOTES: frames 4730-4754 live in Burst16
- **P_07 (4764-4814):** PICKS: 4766 (kneel profile), 4807 (kneel front, sharp), 4814 (profile, dumbbell raised) | WEAK: 4764-4765 (dupe), 4805-4806 (dupe) | NOTES: 4769-4804 live in Burst11

### Batch B (P_08-P_15, frames 4815-4960)
- **P_08 (4815-4855):** PICKS: 4820 (crouch frontal, dumbbells, sharp face), 4851 (kneel, arm raised, profile) | WEAK: 4815-4816 (dark profile laughing, process) | NOTES: 4817-4824 near-dupes of crouch — keep 4820; 4851-4855 dupes
- **P_09 (4856-4870):** PICKS: 4858 (kneel arm raised, best expression), 4867 (two-shot med-ball + band, both sharp) | WEAK: 4856/4857 (dupe of 4858)
- **P_10 (4871-4885):** PICKS: 4875 (two-shot, arm extended), 4882 (two-shot, gesture) | WEAK: rest are dupes of same setup
- **P_11 (4886-4900):** PICKS: 4890 (two-shot variation), 4898 (solo med-ball bend, back view — variation only) | WEAK: 4896-4900 dark, face hidden
- **P_12 (4901-4915):** PICKS: 4903 (two-shot from behind, band taut) | WEAK: heavy dupe run | NOTES: "PUT YOUR SHIT AWAY" sign visible top-left bg 4901-4915
- **P_13 (4916-4930):** PICKS: 4921 (same setup, better angle) | WEAK: dupes | NOTES: sign still in bg
- **P_14 (4931-4945):** PICKS: 4938 (band overhead diagonal, both sharp), 4945 (2nd model close, band at face) | WEAK: 4931 (dark), 4943/4944 (dupe of 4945)
- **P_15 (4946-4960):** PICKS: 4949 (2nd model, band across face, eyes sharp), 4958 (2nd model full-body, ball on floor) | WEAK: 4946-4948/4950-4951 (dupe), 4952-4957 (redundant standing dupes)

### Batch C (P_16-P_23, frames 4961-5178)
- 4963 — purple-tights model, band at shoulder, full body (best of long 4961-4990 run)
- 4977 — same setup, alternate (band diagonal, face to camera)
- 4998 — curly-hair model (blue cutout top, pink pants) crouch gripping bar, frontal
- 5002 — hand/ring detail close-up (beaded bracelet, tattoos)
- 5007 — curly model hand raised at face, finger pose (best of 5004-5009)
- 5028 — gymnastic rings, back view looking up (braids, yellow top)
- 5035 — wide: Christy (blonde/striped) foreground + model on box
- 5037 — two-shot arms raised, both full body (curly + purple-tights)
- 5046 — Christy back close-up (orange top, pink-dyed tips) + purple model bg
- 5057 — two-shot overhead arms pose (best of 5051-5068 run)
- 5157 — deadlift: Christy smiling mid-lift, purple model standing
- 5176 — deadlift: both facing camera, full body

**Findings:**
- **Christy reappears frequently here** (5033-5050, deadlift run 5152+) — earlier "only in 5172" note was based on the 101 selects alone; she's a real presence in the full shoot
- "PUT YOUR SHIT AWAY" sign visible top-left in 5037-5042
- Heavy dupe runs: 4961-4990 (one setup, ~30 frames), 5051-5068 (~18 frames same pose)
- New model introduced: curly-hair Asian, blue cutout top + pink pants (4996+)

### Batch D (P_24-P_31, frames 5179-5413)
- 5179 — two-shot wide, Christy + Black model with barbell (sign in bg)
- 5261 — overhead, model lying w/ bar across body, sharp face (best of 5257-5277 run)
- 5293 — overhead, pink leggings, good face angle (best of 5278-5298 run)
- 5299 — hand close-up gripping bar (detail)
- 5304 — face close-up profile, bar + X+M plate (best of 5300-5312 close-up run)
- 5315 — two-shot, bench press spot w/ Christy (best of 5313-5329 run)
- 5336 — standing, hands behind head (best of 5333-5344 run)
- 5348 — headphones, hand to ear (best of 5345-5357 run)
- 5381 — headphones, hands on chest (best of 5358-5391 run)
- 5411 — full body, playing with braids

Notes: massive dupe runs (5257-5312 ~56 frames same overhead; 5335-5391 ~57 frames headphones); sign in bg 5179-5180; X+M plates prominent 5278-5312; 5257/5260 underexposed; 5386-5391 slightly darker.

### Batch E (P_32-P_39, frames 5414-5846)
- 5417 — curly model solo full-body, hands to face (blue/green strappy top, pink leggings)
- 5419 — same outfit, profile hand-on-chest (best of 5414-5419 run)
- 5569 — two-shot: curly on rack + purple-tights model seated, both faces visible (sign in bg)
- 5591 — two-shot: curly drinking + purple model arms overhead (best of 5590-5596 run, sign in bg)
- 5633 — two-shot wide: curly standing + purple model arms spread seated (best of long 5632-5665 run)
- 5642 — same setup, both sharp (alternate)
- 5706 — two-shot interaction, leaning toward seated model, both faces warm/sharp
- 5709 — closer two-shot, hand contact, both faces sharp (best of 5703-5712 run)
- 5734 — hand/torso detail: long nails + beaded bracelets, both torsos (5736 = motion blur)
- 5750 — curly model solo close-up, headphones + braids, face sharp (best of 5749-5767 run)
- 5830 — seated profile, arms overhead, sharp (best of 5827-5831 run, X+M boxes bg)
- 5842 — seated profile, hands clasped at chest (best of 5832-5846 run)

**Findings:**
- **Massive dupe run 5632-5665 (~34 frames, same standing+seated two-shot)** — keep 5633/5642 only
- "PUT YOUR SHIT AWAY" sign in bg of 5568-5569, 5590-5596, and entire 5632-5665 run
- X+M FITNESS boxes prominent in all two-shot frames this batch
- Purple-tights model (Black, pink top) is the consistent second subject 5568-5742; curly model main
- 5736 motion blur — exclude

### Batch F (P_40-P_47, frames 5847-5966)
- 5847 — braids+headphones seated profile holding rings (best of 5847-5859 run)
- 5861 — forward fold, arm overhead (best of 5860-5865; graphic pose)
- 5870 — leg/shoe detail, hand on toe (best of 5866-5875)
- 5877 — raised hand, long multicolor nails vs rack (best of 5876-5881; 5876 alt angle)
- 5884 — forward fold arm overhead wide (best of 5882-5895)
- 5901 — raised foot close-up, hand holding shoe (best of 5896-5902)
- 5904 — standing hand on chest, big smile (rare smile in set; 5903/5906 neutral alts)
- 5910 — NEW model (Black, short afro + colorful beads, pink halter + purple polka tights) seated on X+M box (best of 5909-5921)
- 5928 — same model, direct gaze hand on chest (best of 5927-5931)
- 5938 — same model face close-up (best of 5937-5941)
- 5948 — same model seated arm over raised knee (best of 5947-5951)
- 5953 — same model, hand on knee face resting, beaded nails close-up (best of 5953-5966)

Notes: heavy dupe runs — headphones run continues 5847-5908 (~62 frames across setups); 5866-5875, 5877-5895, 5896-5902, 5909-5921, 5953-5966 all near-identical. New model #4 (afro/beads, pink+purple polka) enters at 5909 — strong presence, bold makeup (white eye accents). X+M "24" boxes prominent; no sign in this batch.

### Batch G (P_48-P_55, frames 5967-6533)
- 5967 — model #4 close-up, arm draped, beaded nails (strong detail)
- 5972 — wide two-shot on bikes, model #4 hand to forehead
- 5984 — curly model leaning on bike, hands clasped (moody)
- 6002 — leaning pose, looking to camera (eye contact)
- 6443 — two-shot arms raised, head back
- 6447 — both hands on face (playful)
- 6453 — model #4 pointing, two-shot on bikes
- 6482 — both laughing reaching toward each other (best two-shot)
- 6486 — low angle hands touching vs window (striking)
- 6492 — close-up both faces visible
- 6497 — model #4 touching curly model's face (intimate)
- 6501 — both looking to camera, serious
- 6507 — lying on plate rack, looking up to camera
- 6527 — close-up face on plates, braids hanging

Notes: model #4 (afro/beads) + curly model = final pairing, strong presence. Heavy dupes: 5980-6013 (~34f same leaning setup), 6504-6533 (~30f lying on rack). Gap 6014-6439 = burst frames excluded (interleaved, not per-range). Sign faintly visible in bike wides bg (5968-5979). Batch darker overall (window bgs); closeups sharp.

### Batch H (P_56-P_59, frames 6558-6645) [label-verified via cropped label strips]
- **6558** — lying on plate rack, looking up (dramatic angle)
- **6585** — sitting on box, arm raised, facing camera (best of 6582-6586 run)
- **6608** — gymnastic rings, both hands on rings, leg raised, looking at camera (best of 6602-6613)
- **6614** — rings, leg raised to side variation (best of 6614-6615)
- **6620** — rings, held at chest, looking at camera (best of 6616-6625)
- **6631** — rings, looking at camera, beaded nails on rings (best of 6626-6640)
- **6643** — rings close-up, direct gaze (best of 6641-6645)
- Model #4 (pink top + purple polka tights, beaded braids) continues into rings setup 6602-6645.
- Cull note: rings run 6602-6645 = 44 frames of one setup (window light, B&W mural wall) — keep max 3-4. Sitting run 6582-6586 keep 1-2 + 6558.

### Burst Batch 1 (Burst01-08)

- **Burst01** (6141-6272, bikes two-shot #4+curly): 6248 (both hands on hips facing), 6193 (seated, #4 to camera), 6209 (alt — dumbbell behind head)
- **Burst02** (5181-5256, #4 solo deadlift): 5191 (standing bar at hip, looking up), 5198 (sharp — forward lean to camera); sign in bg most frames
- **Burst03** (5435-5502, stacked two-shot #4 seated + curly on box, headphones): 5480 (both to camera arms spread), 5489 (expressive alt)
- **Burst04** (5503-5567, same stacked two-shot): 5521 (both to camera arms spread) — near-dup of Burst03 setup, keep 1-2 total across both
- **Burst05** (6026-6079, #4 solo seated close-up, tiger-print pink top): 6054 (looking down to camera), 6040 (over-shoulder); 6061-6079 torso-detail run keep max 1 (6076)
- **Burst06** (6315-6365, curly solo bike leaning on handlebars): 6364 (to camera, sharp); 6315-6343 eyes-closed moody run keep max 1 (6329)
- **Burst07** (5980-6025, #4 solo seated close-up — same setup as Burst05): 5986 (sharp 3/4 profile), 5998 (to camera); keep 1-2 total with Burst05
- **Burst08** (6366-6407, bikes two-shot #4+curly facing): 6396 (finger-to-lips playful, both to camera), 6367 (sharp alt)

### Burst Batch 2 (Burst09-16)
- **Burst09** (5069-5107, two-shot arms overhead gripping rack, window bg): 5104 (best — #4 face sharp to camera), 5089 (alt); same setup as pool 5057, keep 1-2 total across both
- **Burst10** (5790-5826, hand-holding detail close-up #4+curly, dark dumbbell bg): 5815 (profile + open mouth, liveliest), 5809; texture/interaction shot, keep max 1-2
- **Burst11** (4769-4804, curly solo kneeling w/ dumbbells, bright window bg): 4769 (best face, to camera), 4789 (sharp alt); keep max 2-3 from this setup
- **Burst12** (6408-6439, bikes two-shot #4+curly): 6415 (both faces visible), 6408 (alt); bike two-shots recur (Burst01/08/12 + pool 5972) — keep max 2-3 total across all
- **Burst13** (5929-5956, #4 solo seated close-up w/ headphones + white shoe): 5937 (sharp direct gaze); overlaps pool picks 5928/5938 — keep max 2-3 total from this setup
- **Burst14** (5125-5151, #4 solo deadlift, sign in bg): 5137 (standing looking up, sharp), 5141 (alt); deadlift setups recur (Burst02 5191, pool 5157) — keep max 2-3 total
- **Burst15** (4825-4850, curly solo kneeling arm flex w/ dumbbell): 4837 (best face), 4845 (alt); near-dup of pool 4820/4851 setup — keep max 2 total
- **Burst16** (4730-4754, two-shot curly standing + #2 kneeling w/ dumbbells): 4730 (both faces to camera), 4738 (alt)

### Burst Batch 3 (Burst17-24)
- **Burst17** (6504-6527, bikes two-shot hands touching) → 6519 (both to camera), 6516; bike family (Burst01/08/12/17/19 + pool 5972) keep max 2-3 total.
- **Burst18** (5358-5380, curly solo headphones eyes-closed) → 5361 (best expression), 5358; headphones run (pool 5348/5381) keep max 2-3 total.
- **Burst19** (6459-6480, bikes two-shot) → 6465 (both to camera); 6477 odd vertical angle; bike family keep max 2-3 total.
- **Burst20** (6559-6580, curly reclining on rack arm raised) → 6574 (to camera sharp); overlaps pool 6558, keep max 2-3 total.
- **Burst21** (5768-5789, hands-touching detail) → 5789 (clearest contact); same family as Burst10 (5815/5809), keep max 2 total.
- **Burst22** (5570-5588, wide two-shot drinking + arms raised) → 5582 (arms fully raised), 5570 (relaxed); sign in bg top-left.
- **Burst23** (5909-5928, #4 seated close-up hand on chest) → 5915 (sharp to camera); OVERLAPS pool frames 5909-5921 (pool pick 5910) — partition overlap, dedupe in final cull.
- **Burst24** (5613-5631, same drinking + arms raised setup as Burst22) → 5628 (arms raised); keep max 1-2 total w/ Burst22; sign in bg.

### Burst Batch 4 (Burst25-32)
- **Burst25** (5684-5702, two-shot curly standing back-to-cam + #4 seated on box, sign in bg) → 5684 (seated #4 face sharp, interaction), 5701 (standing head turns, both visible); two-shot family, keep 1-2.
- **Burst26** (6116-6134, #4 solo close-up — beaded nails framing face, bold makeup) → 6133 (best expression, eyes to camera), 6125 (alt angle); STRONG hero close-up, beaded-nails-at-face = campaign signature.
- **Burst27** (5666-5683, two-shot curly arms-crossed standing + #4 seated arms overhead) → 5672 (seated arms fully extended, standing face visible); same area as pool 5632-5665 run, keep 1.
- **Burst28** (5108-5124, #4 solo forward fold over floor barbell, moody/dark) → 5123 (hands grip bar, clearest silhouette); editorial/moody frame not hero, keep 1.
- **Burst29** (5392-5406, curly solo headphones hands-to-face) → 5403 (best expression eyes-closed); headphones family (pool 5348/5381, Burst18 5361) keep 1-2 total.
- **Burst30** (5010-5024, curly solo dynamic lean hand raised) → 5014 (sharp, expression, dynamic), 5022 (frontal alt); energetic solo pose keep 1-2.
- **Burst31** (5420-5434, curly solo profile hand-on-braid) → 5426 (clean profile braids visible), 5430 (back view variation); pose/profile family keep 1-2.
- **Burst32** (5598-5612, two-shot curly standing drinking + #4 seated bench press arms raised, sign bg) → 5604 (seated arms fully extended + standing drinking action moment), 5608; action two-shot keep 1-2.

### Burst Batch 5 (Burst33-34)
- **Burst33** (5713-5727, 15f, two-shot curly standing back-to-cam + #4 seated, sign in bg): 5722 (seated #4 big laugh + standing hand reach — best), 5719 (hand gesture). Same setup as pool 5706/5709 — keep max 2-3 total across pool+burst.
- **Burst34** (6587-6601, 15f, curly solo lying on plate rack arm raised, blue/yellow top): 6593 (sharp, eyes to camera — best), 6587 (alternate). Overlaps pool 6558/6585 area — keep max 2-3 total.
- **BURST PASS COMPLETE** (all 34 burst sheets evaluated).

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