Find agent skills by outcome

Texture: gritty film grain

tactile elements (mud

Palette: warm ambers

carnival reds

Lighting/Blocking: noir-influenced practicals

hard key

Lens/DOF: 35–50mm

controlled depth

Contrast: high contrast with crisp

suspenseful shadows.

Lighting: expressive

stage-like

Lens/DOF: normal to wide

staged tableaux

Texture: soft diffusion

theatrical surreal polish.

Creative

Lighting/Atmosphere: dramatic natural light

weather as design (fog

- 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

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

hairstyle length/type

NEGATIVE: gender swap

femininize/masculinize

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

coherent lighting

Vary per director: framing

lens feel

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

- If schema details are missing

infer reasonable relationships

${preferences:Optional — joins vs subqueries

CTE usage

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

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

Data

AI2sql focuses on correctness

clarity

Data

readable

and production-ready SQL queries.