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01 — Output

What this system actually produces. Not renders — content indiscernible from studio work.

soul_2  ·  fragrance  ·  Replica intimate morning  ·  seed 793656	soul_2  ·  jewellery  ·  gold 18k on obsidian  ·  seed 287897	soul_2  ·  gastronomy  ·  Poulet de Bresse 45°  ·  seed 224324
soul_2  ·  luxury  ·  saffron on travertine  ·  raking 15°	soul_2  ·  interiors  ·  Pantelleria villa, lime plaster arch  ·  harsh midday light	more as they're shot

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02 — Model stack

Four models. Each with a specific use case. None interchangeable.

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03 — Methodology

Five open repositories. The complete production system across every luxury category.

higgsfield-luxury-prompts The core system. Surface taxonomy, lighting models, prompt architecture, Seedance 2.5 motion rules. editorial/ reels/ supplements/ SYSTEM.md CHANGELOG.md	higgsfield-fragrance-prompts Three registers — intimate morning, dark opulent, botanical raw. Prompt kits per maison. editorial/ reels/ maisons/ Maison Margiela · Byredo
higgsfield-jewellery-prompts Three optical problems unique to jewellery — specular, transmitted light, subsurface. Metal and stone systems. metals/ stones/ editorial/ reels/ gold · diamonds · Cartier register	higgsfield-interiors-prompts Camera height as editorial signal. Six registers from Van Duysen to Haussmannien. Time-of-day map. residential/ hospitality/ reels/ Belgian minimal · Parisian · Scandi hotel
higgsfield-gastronomy-prompts Clock-face garnish positioning, sauce behaviour table, five plating angles. Haute cuisine to new Nordic. registers/ lighting/ reels/ haute cuisine · Noma · Fäviken

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04 — Prompt anatomy

The formula that runs through everything.

[SUBJECT + STATE]  on/against  [SURFACE],
[LIGHT DIRECTION + KELVIN],    [COMPOSITION],
[PUBLICATION REFERENCE]  aesthetic,
[CAMERA + SPECS],
[EXCLUSIONS]

Name the reference. Never describe the quality.

"Wallpaper* magazine editorial" activates a complete visual register.
"luxury" activates whatever the internet thinks that means.

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05 — What fails and why

Failure	Cause	Fix
Generic "luxury" look	Descriptive adjective, no distribution target	Name the publication reference
Wrong surface register	Surface chosen after subject	Surface first — everything follows
Shadow fill where none wanted	Model three-point default	Explicit exclusion: no ambient fill
Video artifacts past 120°	Seedance 2.5 geometry limit	Max 90° rotation, single axis only
Label text unreadable	No model renders accurate packaging	Describe bottle form — not the label

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06 — Pipeline

brief  →  surface decision  →  prompt build  →  Higgsfield Ultra
      →  review  →  upscale 4K  →  @alexianiulian

Orchestration: Claude Code (Sonnet 4.6)  ·  Publishing: Upload-Post API

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_{production work → @alexianiulian}