Find agent skills by outcome

Texture: gritty film grain

tactile elements (mud

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

unless the duplicate rule applies)

Contrast: high contrast with crisp

suspenseful shadows.

Palette: muted neutrals

cool grays

Contrast: medium contrast

dreamy glow and gentle bloom.

Lens/DOF: 35–50mm

controlled depth

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

Communication

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

no sex change

NEGATIVE: gender swap

femininize/masculinize

- If any identity attribute is ambiguous

default to matching the ORIGINAL exactly.

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

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

No other text

logos

9 equal tiles in a clean 3x3 layout

thin uniform gutters between tiles.

- Allowed changes are ONLY cinematic treatment per director: framing

lens feel

Each tile has a simple

readable label in the top-left corner

Creative

The center tile (row 2

col 2) must be the exact uploaded reference film still

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

hairstyle length/type

${preferences:Optional — joins vs subqueries

CTE usage

Communication

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

only reshot cinematically.

- If schema details are missing

infer reasonable relationships

${schema:Optional — tables

columns

Data

AI2sql SQL Model — Query Generator

Context:

Data

readable

and production-ready SQL queries.