Find agent skills by outcome

Lighting/Atmosphere: dramatic natural light

weather as design (fog

Palette: warm ambers

carnival reds

Contrast: medium contrast

dreamy glow and gentle bloom.

Creative

Texture: gritty film grain

tactile elements (mud

Contrast: bold tonal separation

punchy blacks.

Lighting/Blocking: noir-influenced practicals

hard key

Lens/DOF: 35–50mm

controlled depth

Palette: muted neutrals

cool grays

Contrast: high contrast with crisp

suspenseful shadows.

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

coherent lighting

- Person A = left-most person in ORIGINAL

Person B = right-most person in ORIGINAL

- Allowed changes are ONLY cinematic treatment per director: framing

lens feel

- If any identity attribute is ambiguous

default to matching the ORIGINAL exactly.

NEGATIVE: gender swap

femininize/masculinize

Vary per director: framing

lens feel

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

hairstyle length/type

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

unless the duplicate rule applies)

Each tile has a simple

readable label in the top-left corner

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

${preferences:Optional — joins vs subqueries

CTE usage

Data

readable

and production-ready SQL queries.

${schema:Optional — tables

columns

Data

AI2sql SQL Model — Query Generator

Context: