I used to generate some of these influencers with Midjourney but

I am using:

PPP = primary subject prior (socially camera-aware, fashion-forward, high pose literacy)

B(x,y)B(x,y)B(x,y) = urban background manifold

G(t)G(t)G(t) = gaze state, where gaze may briefly intersect lens but is not locked as a studio pose

M(t)M(t)M(t) = body motion trajectory during a natural walk / turn / gesture

F(z)F(z)F(z) = depth-selective focus field

L=Lsky+Lbounce+Lstorefront+LpracticalL = L_{sky} + L_{bounce} + L_{storefront} + L_{practical}L=Lsky​+Lbounce​+Lstorefront​+Lpractical​

Image objective:

Capture a frame that lies between candid and performed spontaneity. Subject is the saliency maximum, but the scene must imply real public space, incidental passersby, and unforced timing.

Derived consequences:

body asymmetry > perfect symmetry

one gesture is transitional, not held too cleanly

wardrobe reads intentional, but pose reads discovered rather than staged

background figures, signage, reflections, or traffic should support “lived-in city”

shallow depth of field isolates the subject while preserving enough context to identify the street-fashion environment

Consistency test:

if subject styling is editorial, environment detail must still feel incidental

if gaze meets lens, expression must remain fleeting rather than fully posed

if motion exists in limbs/hair/coat, it must correspond to step timing and not random blur

FORBIDDEN:

full studio pose in a supposedly candid setup

background emptiness that kills the candid illusion

impossible mix of totally frozen coat/hair with obvious walking stride

over-clean symmetry that reads as staged campaign photography