Find agent skills by outcome

fit: Realistic athletic fit

subtle fabric tension

hands: One arm relaxed

the other lightly flexed (natural

eyes: Bright

energized

makeup: Minimal

natural

skin_details: Real pores

subtle sweat sheen

demographics: Adult woman

21-27

style: High ponytail

slightly messy

texture: Strands visible

sweat-touched flyaways

- desired_category (e.g.

cafe

- If reference_lock=true

add an identity_lock object requiring exact preservation from reference image.

Gym Mirror (UGC realism, no logos)

{

- Always include: subject

pose

- Hands and anatomy must be correct (5 fingers each hand

natural joints).

Writing & Content

- For consistency

support 2 modes inside technical_details.mode_variants: amateur (iPhone candid) vs pro (editorial).

pro: Cleaner cinematic exposure

controlled highlights

- No text

logos

Nano Banana Pro Prompt Generator Instruction (Outputs JSON blocks like these)

Use this to generate unlimited new prompts in your same schema.

amateur: Phone night-mode feel: mild grain

slight tilt

tone: Cozy

cinematic

shadows: Soft

cinematic winter contrast

expression: Warm

playful

Writing & Content

Falling snowflakes (fine particles

not fog)

gaze: Direct eye contact

cozy smile

skin_details: Natural texture; slight redness on cheeks (subtle

realistic)