❌ REJECT
v9 — face-swap on v7 LoRA outputs (LoRA + face-swap composition)
What this run is
Architectural pivot probe. v5-v8 confirmed pure-LoRA at 14 photos tops out around Q1=44% (v7's win), with a hard bimodal failure pattern (either preserves identity OR produces a completely different person). v9 tests the COMPOSITION path: take v7's LoRA outputs (which have correct pose / framing / clothing / photographic but only 44% identity), run each through fal-ai/face-swap with cb_4.jpg as the source face, get the same pose/composition but with identity LOCKED to the reference.
If verdict ≥ Q1 80% AND Q4 ≥ 80% → architectural answer: ship LoRA + face-swap as the Stage-1 composition, not pure LoRA.
Verdict reasoning
IN-FLIGHT — judge running. Same bar (per-cell Q1 ≥ 0.7 AND Q4 ≥ 0.7, aggregate Q1 ≥ 95%, Q4 ≥ 90%).
Expected failure modes if any: - Q4 dropping: face-swap can leave skin-tone or seam artifacts visible on close inspection. - Q1 NOT reaching ~100%: face-swap vendors sometimes refuse low-confidence face matches or produce average-of-references faces. - Q2/Q3 should stay where v7 had them (94-100%) — face-swap only touches the face region.
How to continue this work
in the labs channel: if v9 lands ≥ customer bar, write the port-to-webapp brief for the
LoRA + face-swap composition pipeline. Stage A model_preview = LoRA gen, Stage A.5 = face-swap.
in the labs channel: if v9 fails Q4 (seams), pipe outputs through Magnific photorealistic
upscale and re-judge. ~$1, ~10min.
Artifacts
- 18 PNGs at
runs/20260530-cb-lora-v9-faceswap/CB-LORA-*.png(one per v7 cell) inference_state.json— per-cell elapsed times, fal API response referencesjudge_output.json— coming once judge runs
Inputs
- Bodies: 18 v7 LoRA outputs from
runs/20260530-cb-lora-v7-ohwx-manualcaptions/ - Face:
inputs/lora-cb-fixture/cb_4.jpg - Endpoint:
fal-ai/face-swap(paramsbase_image_url+swap_image_url)
Judge verdict (v1-2026-05-30)
- REJECT — Q1 (identity) 56% below 80% — identity drift. Q4 (photographic) 89% OK. Options: more training steps, higher lora_rank, more fixture photos.
- Pass rates: Q1 identity 56% · Q2 pose 100% · Q3 framing 78% · Q4 photographic 89%
- Bar: Q1 ≥ 80% AND Q4 ≥ 80%
- Per-cell verdicts in
judge_output.json.
Images (18)
Data (3)
inference_state.json
{
"source_run": "20260530-cb-lora-v7-ohwx-manualcaptions",
"endpoint": "fal-ai/face-swap",
"reference": "inputs/lora-cb-fixture/cb_4.jpg",
"inference": [
{
"label": "CB-LORA-3q-side-S1234",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S1234.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S1234.png",
"elapsed_s": 57.7,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 1234
},
{
"label": "CB-LORA-3q-side-S19023",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S19023.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S19023.png",
"elapsed_s": 91.4,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 19023
},
{
"label": "CB-LORA-3q-side-S2718",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S2718.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S2718.png",
"elapsed_s": 59.5,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 2718
},
{
"label": "CB-LORA-3q-side-S555",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S555.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S555.png",
"elapsed_s": 46.2,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 555
},
{
"label": "CB-LORA-3q-side-S8888",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S8888.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S8888.png",
"elapsed_s": 27.5,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 8888
},
{
"label": "CB-LORA-3q-side-S999",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S999.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S999.png",
"elapsed_s": 24.0,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 999
},
{
"label": "CB-LORA-front-full-S1234",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S1234.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S1234.png",
"elapsed_s": 24.9,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 1234
},
{
"label": "CB-LORA-front-full-S19023",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S19023.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S19023.png",
"elapsed_s": 22.7,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 19023
},
{
"label": "CB-LORA-front-full-S2718",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S2718.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S2718.png",
"elapsed_s": 16.1,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 2718
},
{
"label": "CB-LORA-front-full-S555",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S555.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S555.png",
"elapsed_s": 29.5,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 555
},
{
"label": "CB-LORA-front-full-S8888",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S8888.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S8888.png",
"elapsed_s": 18.5,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 8888
},
{
"label": "CB-LORA-front-full-S999",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S999.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S999.png",
"elapsed_s": 32.1,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 999
},
{
"label": "CB-LORA-upper-front-S1234",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S1234.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S1234.png",
"elapsed_s": 13.3,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 1234
},
{
"label": "CB-LORA-upper-front-S19023",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S19023.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S19023.png",
"elapsed_s": 23.5,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 19023
},
{
"label": "CB-LORA-upper-front-S2718",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S2718.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S2718.png",
"elapsed_s": 16.7,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 2718
},
{
"label": "CB-LORA-upper-front-S555",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S555.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S555.png",
"elapsed_s": 27.0,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 555
},
{
"label": "CB-LORA-upper-front-S8888",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S8888.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S8888.png",
"elapsed_s": 30.4,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 8888
},
{
"label": "CB-LORA-upper-front-S999",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S999.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S999.png",
"elapsed_s": 25.6,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 999
}
]
}
judge_output.json
{
"judge_version": "v1-2026-05-30",
"model": "claude-sonnet-4-6",
"judged_at": "2026-05-30T14:43:31.645980+00:00",
"reference": "inputs/lora-cb-fixture/cb_4.jpg",
"cells": [
{
"label": "CB-LORA-3q-side-S1234",
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S1234.png",
"q1_identity": {
"pass": true,
"score": 0.72,
"reason": "The generated face shares the blonde bob, similar facial proportions, jawline, and high cheekbones of the reference, though the nose and eye area are slightly softer/different \u2014 a familiar friend might recognize her."
},
"q2_pose": {
"pass": true,
"score": 0.82,
"reason": "The figure is standing and looking off-camera in a three-quarter side orientation, matching the prompt's requested pose well."
},
"q3_framing": {
"pass": true,
"score": 0.88,
"reason": "The image shows a full-body three-quarter side view from head to feet on a clean studio backdrop, consistent with the prompt's framing request."
},
"q4_photographic": {
"pass": true,
"score": 0.8,
"reason": "The image reads as a plausible fashion catalog photograph with natural lighting, clean backdrop, and realistic fabric texture, though skin has a very slight AI-smooth quality."
}
},
{
"label": "CB-LORA-3q-side-S19023",
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S19023.png",
"q1_identity": {
"pass": true,
"score": 0.82,
"reason": "Facial proportions, jawline, eye shape, nose bridge and lip shape are highly consistent with the reference \u2014 a friend would recognize this person."
},
"q2_pose": {
"pass": true,
"score": 0.78,
"reason": "The subject is standing and oriented at roughly a three-quarter angle looking off-camera, matching the prompt's intent well."
},
"q3_framing": {
"pass": true,
"score": 0.85,
"reason": "Full-body framing from head to feet is shown on a clean studio backdrop, appropriate for a three-quarter side fashion shot."
},
"q4_photographic": {
"pass": true,
"score": 0.75,
"reason": "The image has clean studio lighting and decent texture, though the outfit rendering looks slightly AI-flat and the background is overly featureless, giving a mild FLUX-portrait quality."
}
},
{
"label": "CB-LORA-3q-side-S2718",
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S2718.png",
"q1_identity": {
"pass": false,
"score": 0.25,
"reason": "The generated face shares a general blonde, slim Caucasian woman look but the nose, jaw structure, eye shape, and facial proportions differ noticeably from the reference person."
},
"q2_pose": {
"pass": true,
"score": 0.82,
"reason": "The subject is standing in a three-quarter side orientation looking off-camera, matching the prompt's pose requirement well."
},
"q3_framing": {
"pass": true,
"score": 0.88,
"reason": "Full head-to-feet framing on a clean studio backdrop matches the three-quarter side fashion photograph framing described in the prompt."
},
"q4_photographic": {
"pass": true,
"score": 0.75,
"reason": "The image looks reasonably photographic with natural studio lighting, though there is slight AI smoothness in the skin texture and the background studio equipment adds some casualness."
}
},
{
"label": "CB-LORA-3q-side-S555",
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S555.png",
"q1_identity": {
"pass": false,
"score": 0.35,
"reason": "The generated face has different eye shape, nose structure, and overall facial proportions compared to the reference; a friend would not confidently recognize this as the same person."
},
"q2_pose": {
"pass": true,
"score": 0.82,
"reason": "The subject is standing in a three-quarter side orientation and looking off-camera, matching the prompt's pose requirement well."
},
"q3_framing": {
"pass": true,
"score": 0.8,
"reason": "The shot shows the full figure from head to roughly mid-calf, which is consistent with a three-quarter/full-body fashion framing as described."
},
"q4_photographic": {
"pass": true,
"score": 0.75,
"reason": "The image has a clean studio-backdrop look with reasonable lighting and skin texture, though there is a slight AI-smoothness to the skin and fabric rendering."
}
},
{
"label": "CB-LORA-3q-side-S8888",
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S8888.png",
"q1_identity": {
"pass": false,
"score": 0.15,
"reason": "The generated person has dark brown hair, a narrower nose, and different facial proportions \u2014 a friend would not recognize the blonde reference subject here."
},
"q2_pose": {
"pass": true,
"score": 0.82,
"reason": "The figure is standing in a three-quarter side orientation with gaze directed off-camera, matching the prompt well."
},
"q3_framing": {
"pass": true,
"score": 0.85,
"reason": "The shot shows the full body from head to just below the knees on a clean studio backdrop, consistent with a three-quarter fashion framing."
},
"q4_photographic": {
"pass": true,
"score": 0.78,
"reason": "The image has soft natural lighting, clean background, and realistic skin texture that reads as a genuine catalog photograph rather than AI-plastic rendering."
}
},
{
"label": "CB-LORA-3q-side-S999",
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S999.png",
"q1_identity": {
"pass": false,
"score": 0.35,
"reason": "The generated woman has dark brown hair and notably different facial proportions/nose shape compared to the blonde reference subject, making recognition unlikely."
},
"q2_pose": {
"pass": true,
"score": 0.78,
"reason": "Subject is standing in a three-quarter side orientation with head turned slightly toward camera, broadly matching the requested pose."
},
"q3_framing": {
"pass": true,
"score": 0.8,
"reason": "The frame shows roughly from head to mid-thigh/knee area at a three-quarter angle, consistent with a three-quarter side fashion framing."
},
"q4_photographic": {
"pass": true,
"score": 0.75,
"reason": "The image has reasonably natural lighting and texture, avoiding heavy AI-plastic artifacting, though the studio backdrop and skin are slightly over-smooth."
}
},
{
"label": "CB-LORA-front-full-S1234",
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S1234.png",
"q1_identity": {
"pass": true,
"score": 0.72,
"reason": "The generated face shares the reference's high cheekbones, narrow jaw, wide-set eyes, and overall angular Nordic bone structure, making recognition plausible despite softer rendering and slightly different eye shape."
},
"q2_pose": {
"pass": true,
"score": 0.95,
"reason": "Subject is standing upright, front-facing, arms relaxed at sides \u2014 exactly matching the prompt's requested pose."
},
"q3_framing": {
"pass": true,
"score": 0.97,
"reason": "Full-body framing from head to bare feet on a clean studio backdrop is precisely what the prompt requested."
},
"q4_photographic": {
"pass": true,
"score": 0.78,
"reason": "The image reads as a real catalog photograph with natural studio lighting and sharp focus, though skin has a very slight AI-smooth quality and the background shadow is a touch artificial."
}
},
{
"label": "CB-LORA-front-full-S19023",
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S19023.png",
"q1_identity": {
"pass": true,
"score": 0.78,
"reason": "The facial structure \u2014 high cheekbones, elongated face, narrow nose, pale blue eyes, and bob haircut \u2014 is strongly consistent with the reference person's distinctive features."
},
"q2_pose": {
"pass": true,
"score": 0.92,
"reason": "Subject is standing front-facing with hands in pockets, matching the requested standing front-facing pose well."
},
"q3_framing": {
"pass": true,
"score": 0.95,
"reason": "Full-body shot from head to bare feet on a clean studio backdrop, exactly matching the requested full-body framing."
},
"q4_photographic": {
"pass": true,
"score": 0.78,
"reason": "Image has reasonable photographic quality with natural studio lighting, though the skin has a slightly waxy AI-processed look and the body proportions feel mildly elongated."
}
},
{
"label": "CB-LORA-front-full-S2718",
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S2718.png",
"q1_identity": {
"pass": false,
"score": 0.25,
"reason": "The generated face has darker brown hair and different facial proportions \u2014 the nose, jaw, and eye shape don't convincingly match the reference person's distinctive angular features and pale blonde coloring."
},
"q2_pose": {
"pass": true,
"score": 0.85,
"reason": "The subject is standing upright and front-facing as requested, with arms relaxed at sides."
},
"q3_framing": {
"pass": false,
"score": 0.55,
"reason": "The prompt asked for full-body but the image is cropped at approximately mid-thigh, cutting off the lower legs and feet."
},
"q4_photographic": {
"pass": true,
"score": 0.72,
"reason": "The image has clean studio lighting and a neutral backdrop that reads as photographic, though the skin has a slightly plastic, AI-smoothed quality typical of diffusion models."
}
},
{
"label": "CB-LORA-front-full-S555",
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S555.png",
"q1_identity": {
"pass": false,
"score": 0.35,
"reason": "The generated face shares some angular bone structure but the nose shape, eye spacing, and overall facial proportions differ noticeably from the reference \u2014 a friend would not confidently recognize this as the same person, and hair color/style has changed dramatically from blonde bob to dark brunette."
},
"q2_pose": {
"pass": true,
"score": 0.85,
"reason": "The subject is standing front-facing with a relaxed neutral stance, matching the prompt's 'standing front-facing' requirement well."
},
"q3_framing": {
"pass": false,
"score": 0.55,
"reason": "The prompt calls for 'full-body' but the image crops just above the knees, cutting off the lower legs and feet."
},
"q4_photographic": {
"pass": true,
"score": 0.72,
"reason": "The image has reasonably natural lighting and texture, though the skin has a slightly AI-smooth quality and the studio backdrop looks slightly too uniform, giving it a mild FLUX-portrait feel."
}
},
{
"label": "CB-LORA-front-full-S8888",
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S8888.png",
"q1_identity": {
"pass": true,
"score": 0.72,
"reason": "The broad facial structure, high cheekbones, narrow jaw, and blue eyes bear reasonable resemblance to the reference person, though the nose appears slightly narrower and the overall rendering softens some of her more distinctive features."
},
"q2_pose": {
"pass": true,
"score": 0.9,
"reason": "The subject is clearly standing front-facing, arms relaxed at sides, matching the requested pose well."
},
"q3_framing": {
"pass": false,
"score": 0.6,
"reason": "The image cuts off at mid-thigh rather than showing the full body head-to-feet as a 'full-body' prompt requires."
},
"q4_photographic": {
"pass": true,
"score": 0.72,
"reason": "The image has a clean studio look with reasonable lighting, but the skin has a slightly waxy, AI-smoothed quality and the background blending is overly uniform, typical of diffusion model outputs."
}
},
{
"label": "CB-LORA-front-full-S999",
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S999.png",
"q1_identity": {
"pass": false,
"score": 0.3,
"reason": "The generated woman has dark brown hair and significantly different facial proportions/nose shape compared to the blonde reference; a friend would not recognize her as the same person."
},
"q2_pose": {
"pass": true,
"score": 0.85,
"reason": "Subject is standing front-facing as prompted, with a relaxed posture matching the requested stance."
},
"q3_framing": {
"pass": false,
"score": 0.6,
"reason": "The shot cuts off at approximately mid-thigh rather than showing a true full-body head-to-feet frame as specified."
},
"q4_photographic": {
"pass": true,
"score": 0.75,
"reason": "The image has reasonably natural studio lighting and texture, though skin rendering is slightly smooth/AI-plastic in quality."
}
},
{
"label": "CB-LORA-upper-front-S1234",
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S1234.png",
"q1_identity": {
"pass": false,
"score": 0.3,
"reason": "The generated face has dark hair and significantly different coloring, and while some facial structure similarities exist (high cheekbones, narrow face), the overall identity reads as a different person \u2014 a friend would not recognize this as the reference subject."
},
"q2_pose": {
"pass": true,
"score": 0.85,
"reason": "The subject is front-facing with a slight three-quarter turn, which is consistent with a standard catalog front-facing pose."
},
"q3_framing": {
"pass": true,
"score": 0.82,
"reason": "The image shows an upper-body crop roughly from mid-torso upward, consistent with the requested upper-body framing."
},
"q4_photographic": {
"pass": true,
"score": 0.72,
"reason": "The image has a clean studio backdrop and reasonable lighting, but the skin texture appears slightly AI-smooth and the overall look has a subtle 'FLUX-portrait' quality."
}
},
{
"label": "CB-LORA-upper-front-S19023",
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S19023.png",
"q1_identity": {
"pass": true,
"score": 0.78,
"reason": "Facial structure matches well \u2014 similar high cheekbones, narrow jawline, elongated nose, and wide-set eyes consistent with the reference person, though the hair color is slightly darker here."
},
"q2_pose": {
"pass": true,
"score": 0.92,
"reason": "Subject is clearly front-facing as prompted, with a neutral, upright posture matching the requested orientation."
},
"q3_framing": {
"pass": true,
"score": 0.88,
"reason": "Upper-body framing shows from roughly mid-torso upward, consistent with an upper-body catalog shot as specified."
},
"q4_photographic": {
"pass": false,
"score": 0.55,
"reason": "The skin has a slightly waxy, over-smoothed AI appearance, and the lighting is overly uniform with that characteristic FLUX-portrait softness lacking natural photographic texture."
}
},
{
"label": "CB-LORA-upper-front-S2718",
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S2718.png",
"q1_identity": {
"pass": true,
"score": 0.82,
"reason": "The distinctive facial proportions, high cheekbones, narrow jaw, eye shape, and nose bridge closely match the reference person and would be recognizable to someone who knows her."
},
"q2_pose": {
"pass": true,
"score": 0.92,
"reason": "The subject is front-facing as prompted, with a neutral, slightly relaxed posture consistent with a catalog shot."
},
"q3_framing": {
"pass": true,
"score": 0.88,
"reason": "The image shows an upper-body crop roughly from mid-torso up, which matches the 'upper-body' framing requested."
},
"q4_photographic": {
"pass": false,
"score": 0.58,
"reason": "The skin rendering has a slightly waxy, over-smoothed AI quality typical of diffusion portrait models, and the lighting is the flat softbox-everywhere look rather than natural studio variation."
}
},
{
"label": "CB-LORA-upper-front-S555",
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S555.png",
"q1_identity": {
"pass": true,
"score": 0.78,
"reason": "The jawline, nose bridge, eye spacing, and overall facial proportions are convincingly similar to the reference, capturing the distinctive bone structure and subtle smile."
},
"q2_pose": {
"pass": true,
"score": 0.95,
"reason": "Subject is clearly front-facing, standing upright, which matches the prompt's 'front-facing' specification."
},
"q3_framing": {
"pass": true,
"score": 0.9,
"reason": "Image is framed from roughly mid-torso upward, consistent with an upper-body catalog shot as requested."
},
"q4_photographic": {
"pass": true,
"score": 0.72,
"reason": "The image is largely photorealistic but has some AI-typical smoothness in skin texture and slightly flat studio lighting that gives a mild 'FLUX-portrait' quality."
}
},
{
"label": "CB-LORA-upper-front-S8888",
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S8888.png",
"q1_identity": {
"pass": true,
"score": 0.62,
"reason": "The distinctive high cheekbones, narrow jaw, and similar facial proportions are recognizable, but the hair color has changed from blonde to brunette and some facial sharpness differs, making recognition uncertain."
},
"q2_pose": {
"pass": true,
"score": 0.9,
"reason": "Subject is front-facing as prompted, with a neutral, upright stance consistent with the request."
},
"q3_framing": {
"pass": true,
"score": 0.85,
"reason": "Upper-body framing is well-executed, showing from roughly the waist up on a clean studio backdrop as requested."
},
"q4_photographic": {
"pass": true,
"score": 0.72,
"reason": "Image looks largely photographic with natural studio lighting, though the skin has a slightly AI-smooth quality and the overall look has a mild 'diffusion model' softness."
}
},
{
"label": "CB-LORA-upper-front-S999",
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"image_path": "runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S999.png",
"q1_identity": {
"pass": true,
"score": 0.72,
"reason": "The jawline, high cheekbones, narrow nose, and overall facial proportions are plausibly the same person, though the eye shape reads slightly more narrow and the face appears a touch more angular than the reference."
},
"q2_pose": {
"pass": true,
"score": 0.82,
"reason": "The subject is roughly front-facing as prompted, with only a slight head turn to one side which is a minor deviation."
},
"q3_framing": {
"pass": true,
"score": 0.88,
"reason": "Upper-body framing is well-executed, showing from approximately mid-torso up against a clean studio backdrop as requested."
},
"q4_photographic": {
"pass": true,
"score": 0.75,
"reason": "The image reads as photographic with reasonable skin texture and studio lighting, though the skin has a slightly over-smoothed, AI-softened quality in places and the lighting is very flat."
}
}
],
"summary": {
"n_cells": 18,
"q1_identity_pass_rate": 0.556,
"q2_pose_pass_rate": 1.0,
"q3_framing_pass_rate": 0.778,
"q4_photographic_pass_rate": 0.889,
"all_axes_pass_rate": 0.389,
"proceed_threshold": 0.8,
"verdict": "REJECT",
"verdict_reason": "Q1 (identity) 56% below 80% \u2014 identity drift. Q4 (photographic) 89% OK. Options: more training steps, higher lora_rank, more fixture photos."
}
}
training_state.json
{
"source_run": "20260530-cb-lora-v7-ohwx-manualcaptions",
"endpoint": "fal-ai/face-swap",
"reference": "inputs/lora-cb-fixture/cb_4.jpg",
"inference": [
{
"label": "CB-LORA-3q-side-S1234",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S1234.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S1234.png",
"elapsed_s": 57.7,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 1234
},
{
"label": "CB-LORA-3q-side-S19023",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S19023.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S19023.png",
"elapsed_s": 91.4,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 19023
},
{
"label": "CB-LORA-3q-side-S2718",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S2718.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S2718.png",
"elapsed_s": 59.5,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 2718
},
{
"label": "CB-LORA-3q-side-S555",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S555.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S555.png",
"elapsed_s": 46.2,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 555
},
{
"label": "CB-LORA-3q-side-S8888",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S8888.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S8888.png",
"elapsed_s": 27.5,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 8888
},
{
"label": "CB-LORA-3q-side-S999",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-3q-side-S999.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-3q-side-S999.png",
"elapsed_s": 24.0,
"prompt_id": "3q-side",
"prompt": "a three-quarter side fashion photograph of ohwx woman, standing on a clean studio backdrop, looking off-camera, wearing a neutral grey dress, soft natural lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 999
},
{
"label": "CB-LORA-front-full-S1234",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S1234.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S1234.png",
"elapsed_s": 24.9,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 1234
},
{
"label": "CB-LORA-front-full-S19023",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S19023.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S19023.png",
"elapsed_s": 22.7,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 19023
},
{
"label": "CB-LORA-front-full-S2718",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S2718.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S2718.png",
"elapsed_s": 16.1,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 2718
},
{
"label": "CB-LORA-front-full-S555",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S555.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S555.png",
"elapsed_s": 29.5,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 555
},
{
"label": "CB-LORA-front-full-S8888",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S8888.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S8888.png",
"elapsed_s": 18.5,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 8888
},
{
"label": "CB-LORA-front-full-S999",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-front-full-S999.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-front-full-S999.png",
"elapsed_s": 32.1,
"prompt_id": "front-full",
"prompt": "a full-body fashion catalog photograph of ohwx woman, standing front-facing on a clean studio backdrop, wearing a white tank top and grey shorts, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 999
},
{
"label": "CB-LORA-upper-front-S1234",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S1234.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S1234.png",
"elapsed_s": 13.3,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 1234
},
{
"label": "CB-LORA-upper-front-S19023",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S19023.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S19023.png",
"elapsed_s": 23.5,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 19023
},
{
"label": "CB-LORA-upper-front-S2718",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S2718.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S2718.png",
"elapsed_s": 16.7,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 2718
},
{
"label": "CB-LORA-upper-front-S555",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S555.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S555.png",
"elapsed_s": 27.0,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 555
},
{
"label": "CB-LORA-upper-front-S8888",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S8888.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S8888.png",
"elapsed_s": 30.4,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 8888
},
{
"label": "CB-LORA-upper-front-S999",
"source_png": "runs/20260530-cb-lora-v7-ohwx-manualcaptions/CB-LORA-upper-front-S999.png",
"image_path": "/Users/claude/Projects/ikatomi-workspace/ikatomi-labs/runs/20260530-cb-lora-v9-faceswap/CB-LORA-upper-front-S999.png",
"elapsed_s": 25.6,
"prompt_id": "upper-front",
"prompt": "an upper-body fashion catalog photograph of ohwx woman, front-facing on a clean studio backdrop, wearing a white tank top, natural studio lighting, sharp focus, photographic, no makeup, neutral expression",
"seed": 999
}
]
}