Find agent skills by outcome

Lighting/Atmosphere: dramatic natural light

weather as design (fog

Texture: soft diffusion

theatrical surreal polish.

Lens/DOF: normal to wide

staged tableaux

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

unless the duplicate rule applies)

Contrast: bold tonal separation

punchy blacks.

Contrast: high contrast with crisp

suspenseful shadows.

Lens/DOF: 35–50mm

controlled depth

Lighting/Blocking: noir-influenced practicals

hard key

Each tile has a simple

readable label in the top-left corner

9 equal tiles in a clean 3x3 layout

thin uniform gutters between tiles.

NEGATIVE: gender swap

femininize/masculinize

- If any identity attribute is ambiguous

default to matching the ORIGINAL exactly.

- Allowed changes are ONLY cinematic treatment per director: framing

lens feel

- Person A = left-most person in ORIGINAL

Person B = right-most person in ORIGINAL

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

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

Creative

The center tile (row 2

col 2) must be the exact uploaded reference film still

Vary per director: framing

lens feel

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

hairstyle length/type

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

Communication

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

no sex change

No other text

logos

Communication

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

only reshot cinematically.

${preferences:Optional — joins vs subqueries

CTE usage

- If schema details are missing

infer reasonable relationships