Find agent skills by outcome

Lighting/Atmosphere: dramatic natural light

weather as design (fog

Contrast: low-to-medium

soft highlight roll-off.

Contrast: high contrast with crisp

suspenseful shadows.

Contrast: medium contrast

dreamy glow and gentle bloom.

Contrast: bold tonal separation

punchy blacks.

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

unless the duplicate rule applies)

Palette: warm ambers

carnival reds

Lens/DOF: 35–50mm

controlled depth

Lens/DOF: normal to wide

staged tableaux

Palette: muted neutrals

cool grays

Creative

The center tile (row 2

col 2) must be the exact uploaded reference film still

NEGATIVE: gender swap

femininize/masculinize

9 equal tiles in a clean 3x3 layout

thin uniform gutters between tiles.

Vary per director: framing

lens feel

- If any identity attribute is ambiguous

default to matching the ORIGINAL exactly.

- Allowed changes are ONLY cinematic treatment per director: framing

lens feel

- 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

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

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

No other text

logos

Creative

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

- Person A = left-most person in ORIGINAL

Person B = right-most person in ORIGINAL

- If schema details are missing

infer reasonable relationships

${preferences:Optional — joins vs subqueries

CTE usage