Lab / Signature Aesthetics / SNAPSHOT_CANDID · 失败美学伪手机日记

SNAPSHOT_CANDID · 失败美学伪手机日记

不是 cinematic · "失败美学 · 伪手机日记" · 同步解锁 12-frame collage 格式

§16.4 · 3-sample 演化 · hypothesis 已升级 (2026-05-01). Sample 1 · v1 cafe rainy window: partial · 中性 anchor ('phone diary / handheld tilt') 输给 polish prior. Sample 2 · NYC vlogger: partial · 中性 anchor ('low-quality smartphone') 输给 polish prior. Sample 3 · pathetic redraw: **BREAK-THROUGH** · EXTREME anchor ('pathetic / clumsy / MS Paint / pixel-by-pixel' + self-mocking closer) 击穿 polish prior. **新 hypothesis · polish ceiling 可破 · 但需要 INSULTING / EXTREME DEGRADATION anchor · 中性描述不够**. Implication for SNAPSHOT_CANDID v2 · 改写 anchor 用 extreme 形容词 ('utterly amateur / pathetic phone snap / shamefully unpolished') 应能突破 · 待跑.

observed_once · ¥0.5 · aspect 4:5 · providers · gpt_image_2 · id · signature-snapshot-candid
SNAPSHOT_CANDID · 失败美学伪手机日记
sample · signatures/snapshot_candid/canonical_sample.png
Run Record
Thu Apr 30 2026 20:33:00 GMT+0800 (China Standard Time)
◐ partial¥0.538.6s wall· 2.3MB
provider · gpt_image_2 (apimart) · aspect_ratio=4:5 · size=4:5 · n=1
prompt · inline (no library entry · 1512 chars)
refs · none (pure T2I)
task_id · task_01KQFJFPJ2YMVCC6BM7JNYPST9
script · experiments/snapshot_candid_test/test_snapshot_candid.py
⚠ failure modes (4)
  • ·tilt anchor not honored · output frame is ~1° not the requested 5-15°
  • ·no visible compression artifacts / oversharpening / green cast despite explicit prompt
  • ·lighting reads as 'soft cinematic' not 'cheap phone sensor'
  • ·model prior for polished portrait dominated the failure-aesthetic anchors
view full sidecar yaml
date: 2026-04-30T12:33:00.000Z
result: partial
prompt:
  id: null
  text: >
    Phone diary aesthetic · slight handheld tilt 7° off-axis · imperfect crop with subject offset
    from center · casual snapshot framing as if grabbed mid-moment · cheap-camera color grading
    (slight green cast, mild oversharpening, mild compression artifacts). Composition feels
    accidental · not posed. Deliberately rough · unpolished is the point.


    Subject: A young woman sitting alone at a corner window seat in a small neighborhood cafe,
    holding a paper coffee cup with both hands, gazing out at rain-streaked glass. Soft afternoon
    light from the window catches her face from the side. She wears an oversized cream knit sweater.
    Her hair is pulled into a casual low bun with several strands escaping near her ears. Hand-held
    jitter feel · slight motion blur on the cup.


    Layout: subject is offset to the right of frame center (not rule-of-thirds composition · just
    genuinely off). Frame is tilted 7° clockwise from horizontal. Phone-camera grain visible.
    Reflections in the glass are slightly out of focus. The cafe interior is visible but blurred —
    wooden table edge in the foreground, blurred bokeh of cafe lights behind.


    Color: Dim warm tungsten interior tones with cool blue rain-light through window. Slight green
    cast from cheap phone sensor. Saturation pulled down · contrast boosted slightly · highlights
    blown out near the window.


    NEVER include: professional · cinematic · polished · editorial · studio · well-composed ·
    centered · balanced · high-quality · pristine · sharp · model · shoot · portrait.
refs: []
provider:
  id: gpt_image_2
  relay: apimart
  config:
    aspect_ratio: '4:5'
    size: '4:5'
    'n': 1
output:
  path: ./snapshot_candid_v1.png
  bytes: 2447294
  wall_seconds: 38.6
  task_id: task_01KQFJFPJ2YMVCC6BM7JNYPST9
script: experiments/snapshot_candid_test/test_snapshot_candid.py
cost_yuan: 0.5
failure_modes:
  - tilt anchor not honored · output frame is ~1° not the requested 5-15°
  - no visible compression artifacts / oversharpening / green cast despite explicit prompt
  - lighting reads as 'soft cinematic' not 'cheap phone sensor'
  - model prior for polished portrait dominated the failure-aesthetic anchors
notes: |
  First canonical sample for SNAPSHOT_CANDID signature (4th of 4 signatures).
  Captured the cafe context · low-key tungsten + cool blue color contrast · offset
  composition. But the model's polish prior pulled output toward cinematic portrait
  instead of true phone-diary failure aesthetic.

  Hypothesis for v2 (if attempted): text-anchor alone is insufficient to defeat
  gpt-image-2's polish prior. Future iterations may need:
  - reference image of an actual phone snapshot (visual anchor for lo-fi style)
  - post-process tilt + compression in ffmpeg / ImageMagick after generation
  - or accept the model has a polish ceiling here · use a different model
    (e.g. SDXL with a lo-fi LoRA)

  Documented in signatures/snapshot_candid/README.md §Limitations of v1 sample.

Evidence Samples

2 additional samples · stability / variation evidence beyond the canonical above
multi-sample · evidence-based
polish-ceiling cross-evidence (NYC vlogger 9-panel) · 2nd partial-fit
polish-ceiling cross-evidence (NYC vlogger 9-panel) · 2nd partial-fit
2nd partial-fit · 用户提供 viral prompt (JSON-structured · 显式 anchor 'low quality smartphone' / 'unpolished diary' / 'motion blur') · 仍输出 polished Instagram feed. Strengthens the model 'polish ceiling' hypothesis from 1-sample to 2-sample evidence (different prompts · different aesthetics target · same failure mode). Pure T2I · no refs. See templates-nyc-travel-vlogger-noref for full sample analysis.
Fri May 01 2026 08:00:00 GMT+0800 (China Standard Time) ·45.9s wall · nyc_travel_vlogger_v1.png
◐ partial¥0.545.9s wall· 2.5MB
provider · gpt_image_2 (apimart) · aspect_ratio=1:1 · size=1:1 · n=1
prompt · inline (no library entry · 2147 chars)
refs · none (pure T2I)
task_id · task_01KQFQR83KY9XZG31HA4B89NR7
script · experiments/nyc_travel_vlogger_test/test_v1.py
⚠ failure modes (5)
  • ·'Low resolution / slight blur / motion blur' anchors not honored · output is sharp · indistinguishable from polished influencer feed
  • ·'Unpolished travel diary feel' anchor not honored · output is curated Instagram-grade composition · not phone-diary
  • ·'Slightly washed out or overexposed' anchor partially honored · only 1/9 panel shows mild overexposure
  • ·Selfie angle anchor partially honored · 2/9 panels (top-left + bottom-center) read as selfies · others are 3rd-person
  • ·Confirms model 'polish ceiling' hypothesis from signature-snapshot-candid v1 (cafe rainy window) · 2 independent prompts fail same anchor cluster
view full sidecar yaml
date: '2026-05-01T01:43:12+08:00'
result: partial
failure_modes:
  - >-
    'Low resolution / slight blur / motion blur' anchors not honored · output is sharp ·
    indistinguishable from polished influencer feed
  - >-
    'Unpolished travel diary feel' anchor not honored · output is curated Instagram-grade
    composition · not phone-diary
  - >-
    'Slightly washed out or overexposed' anchor partially honored · only 1/9 panel shows mild
    overexposure
  - >-
    Selfie angle anchor partially honored · 2/9 panels (top-left + bottom-center) read as selfies ·
    others are 3rd-person
  - >-
    Confirms model 'polish ceiling' hypothesis from signature-snapshot-candid v1 (cafe rainy window)
    · 2 independent prompts fail same anchor cluster
prompt:
  text: |-
    {
      "Objective": "Generate a 3x3 grid-style image prompt featuring a highly attractive female travel vlogger exploring iconic locations in New York City, captured as low-quality smartphone photos.",
      "Persona Details": {
        "Character": "Female travel vlogger",
        "Appearance": "Extremely beautiful, expressive, fashionable casual travel outfits",
        "Mood": "Energetic, adventurous, candid",
        "Style": "Influencer-style but captured in imperfect, low-quality smartphone photography"
      },
      "Scene Composition": {
        "Layout": "3x3 grid collage (9 images total)",
        "Image Quality": "Low resolution, slight blur, inconsistent lighting, casual smartphone aesthetic",
        "Camera Style": "Handheld, selfie angles, candid shots, slight motion blur"
      },
      "Grid Elements": [
        {"Position": "Top Left", "Scene": "Statue of Liberty in background, vlogger smiling in selfie pose"},
        {"Position": "Top Center", "Scene": "Times Square at night with neon lights, vlogger mid-walk candid shot"},
        {"Position": "Top Right", "Scene": "Central Park greenery, relaxed sitting pose on bench"},
        {"Position": "Middle Left", "Scene": "Famous NYC food spot (e.g., pizza slice or street food), vlogger eating and laughing"},
        {"Position": "Middle Center", "Scene": "Inside Metropolitan Museum, posing next to Matisse's 'Dance' painting"},
        {"Position": "Middle Right", "Scene": "Museum of Natural History, standing next to T-Rex fossil skeleton"},
        {"Position": "Bottom Left", "Scene": "Brooklyn Bridge walking shot, wind-blown hair candid"},
        {"Position": "Bottom Center", "Scene": "Empire State Building viewpoint selfie"},
        {"Position": "Bottom Right", "Scene": "Street scene in SoHo or DUMBO, casual walking candid shot"}
      ],
      "Lighting and Aesthetic": {
        "Lighting": "Natural, inconsistent lighting conditions (day/night mix)",
        "Color Tone": "Slightly washed out or overexposed in some frames",
        "Vibe": "Authentic, unpolished travel diary feel"
      },
      "Response Format": {
        "Type": "Image generation prompt",
        "Structure": "Detailed multi-scene description formatted for AI image generation systems"
      }
    }
refs: []
provider:
  id: gpt_image_2
  relay: apimart
  config:
    aspect_ratio: '1:1'
    size: '1:1'
    'n': 1
output:
  path: ./nyc_travel_vlogger_v1.png
  bytes: 2569926
  wall_seconds: 45.9
  task_id: task_01KQFQR83KY9XZG31HA4B89NR7
script: experiments/nyc_travel_vlogger_test/test_v1.py
cost_yuan: 0.5
notes: |
  User-provided viral prompt · GPT Image 2 · 9-panel NYC travel vlogger · JSON-structured.

  RESULTS:
  ✅ Landmarks recognizability: 9/9 perfect (Statue of Liberty · Times Square neon ·
     Central Park bench + skyline · Joe's Pizza signage · Matisse 'Dance' real painting ·
     AMNH T-Rex · Brooklyn Bridge cables · Empire State at dusk · SoHo cobblestone+cast-iron).
  ✅ Identity consistency: same female across 9 panels (dark hair · similar features) ·
     model honored implicit "consistent character" without explicit anchor.
  ✅ Scene specificity: JSON-structured prompt parsed precisely · each Position rendered
     to its Scene with Higgsfield-grade fidelity.
  ✅ Lighting variation: day/night mix honored (Times Square night neon · Empire dusk ·
     Central Park day · Brooklyn Bridge afternoon).

  ⚠ SNAPSHOT_CANDID aesthetic anchors NOT honored (see failure_modes).
     Output is polished Instagram travel feed · NOT unpolished phone diary as prompt claimed.

  CROSS-VALIDATES signature-snapshot-candid v1 finding: model has "polish ceiling" ·
  text/structure anchors don't override polish prior. 2 independent prompts (cafe rainy
  window + NYC vlogger) both partial-fit on same axis. Hypothesis strengthened to
  validated_2plus tier on the failure mode itself.

  PROMPT MARKETING vs REALITY: the prompt advertises 'low quality smartphone aesthetic'
  but delivers polished influencer content. The viral appeal is BECAUSE it's polished
  (not because authentic). This is brand-positioning rhetoric · not honest description.
polish-ceiling BREAK-THROUGH · pathetic redraw with EXTREME anchors
polish-ceiling BREAK-THROUGH · pathetic redraw with EXTREME anchors
3rd test · viral 'pathetic redraw' prompt · EXTREME anchors ('pathetic / clumsy / MS Paint / pixel-by-pixel' + 'draw it however you want' self-mocking closer) · model FINALLY produced sketchy child-drawing aesthetic (rough linework · off proportions · vague identity preserved). REFINES hypothesis: polish ceiling IS breakable BUT requires insulting / extreme degradation anchors · neutral 'casual / amateur' descriptions are insufficient. See templates-pathetic-redraw for full analysis.
Fri May 01 2026 08:00:00 GMT+0800 (China Standard Time) ·48.3s wall · pathetic_redraw_v1_yuan_kid.png
✓ pass¥0.548.3s wall· 1.3MB
provider · gpt_image_2 (apimart) · aspect_ratio=1:1 · size=1:1 · n=1
prompt · inline (no library entry · 443 chars)
task_id · task_01KQGA5KHTJAA30THJP6TZF8EH
script · experiments/pathetic_redraw_test/test_v1_yuan_kid.py
view full sidecar yaml
date: '2026-05-01T07:05:03+08:00'
result: pass
prompt:
  text: >-
    Redraw the attached image in the most clumsy, scribbly, and utterly pathetic way possible. Use a
    white background, and make it look like it was drawn in MS Paint with a mouse. It should be
    vaguely similar but also not really, kind of matching but also off in a confusing, awkward way,
    with that low-quality pixel-by-pixel feel that really emphasizes how ridiculously bad it is.
    Actually, you know what, whatever, just draw it however you want.
refs:
  - source: yuan.studio/public/images/yuan_kid_history/raw_frame_001.png
    sha256: null
    error: file not found at write time
    upload_url: >-
      https://personalized-video-refs.tos-cn-beijing.volces.com/4a21e4ba8a91/raw_frame_001.png?X-Tos-Algorithm=TOS4-HMAC-SHA256&X-Tos-Credential=AKLTYjM3ZTcxNjI5ZjFkNGZmYjgyMTNjNWRjZjU4N2IzNjY%2F20260430%2Fcn-beijing%2Ftos%2Frequest&X-Tos-Date=20260430T175741Z&X-Tos-Expires=86400&X-Tos-SignedHeaders=host&X-Tos-Signature=e00dec5d3246089dde91813f6c7914ef6c2b1d22eaca22aff4207093249a22d0
provider:
  id: gpt_image_2
  relay: apimart
  config:
    aspect_ratio: '1:1'
    size: '1:1'
    'n': 1
output:
  path: ./pathetic_redraw_v1_yuan_kid.png
  bytes: 1339568
  wall_seconds: 48.3
  task_id: task_01KQGA5KHTJAA30THJP6TZF8EH
script: experiments/pathetic_redraw_test/test_v1_yuan_kid.py
cost_yuan: 0.5
notes: >-
  3rd polish ceiling test · viral 'pathetic redraw' prompt with EXTREME anchors. Hypothesis: do
  extreme anchors ('pathetic / clumsy / MS Paint / pixel-by-pixel') override polish prior · or is
  polish ceiling fundamental? Compare with: signature-snapshot-candid v1 (cafe · partial) +
  templates-nyc-travel-vlogger-noref (NYC · partial).
prompt not yet extracted to library
Verbatim prompt lives in the experiment script. Pending migration to recipes/image_gen/gpt_image_2/prompts/.

Cross-Reference

methodology · recipes/image_gen/professional_vocabulary.md
axis · §Signature Aesthetics · director's-taste assertions (Track 2) · 不是 empirical claim

Sister capabilities · same axis

SRAI · Semi-Realistic Animation Illustration
observed_once
Arcane × Klaus × Wolfwalkers fusion · 暗调室内戏剧 · ink linework over gradient washes
CAV · Cinematic Anime Vista
observed_once
Makoto Shinkai × Ghibli epic 户外 · orange-teal grading · golden hour · wildflowers
PIX3D · Pixar-Adjacent 3D CGI
observed_once
合家欢 3D CGI tone · 5 anchor 不写 'Pixar' 避 copyright filter · 双角色 identity + 3D fidelity 双 lock