Find agent skills by outcome

Contrast: low-to-medium

soft highlight roll-off.

Director-specific style and color grading (apply strongly per tile

unless the duplicate rule applies)

Texture: gritty film grain

tactile elements (mud

Lighting/Atmosphere: dramatic natural light

weather as design (fog

Texture: soft diffusion

theatrical surreal polish.

Ultra-sharp cinematic stills (except where diffusion is specified)

coherent lighting

- Keep each person’s key identity traits consistent: face structure

hairstyle length/type

Each tile has a simple

readable label in the top-left corner

Communication

- Each tile must keep Person A/B/C as the same individuals (same gender presentation and identity)

only reshot cinematically.

- Person A = left-most person in ORIGINAL

Person B = right-most person in ORIGINAL

NEGATIVE: gender swap

femininize/masculinize

Communication

- Do NOT change any person’s gender or gender presentation. No gender swap

no sex change

- If any identity attribute is ambiguous

default to matching the ORIGINAL exactly.

If the director of the uploaded film still is one of the 8 directors listed below

then the tile for that same director must be an exact duplicate of the ORIGINAL center tile

Director Variation Grid: One Still, Eight Auteur Re-Shoots

Create a single 3x3 grid image (square, 2048x2048, high detail).

- Allowed changes are ONLY cinematic treatment per director: framing

lens feel

The center tile (row 2

col 2) must be the exact uploaded reference film still

9 equal tiles in a clean 3x3 layout

thin uniform gutters between tiles.

No other text

logos

Vary per director: framing

lens feel

- If schema details are missing

infer reasonable relationships

${preferences:Optional — joins vs subqueries

CTE usage

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