I regularly produce high-fidelity fashion and movement imagery—biomechanical garment-strain studies, editorial portraits with precise seam tension, dynamic sports poses, pole-support drills, etc. Despite always staying within policy and redline-safe boundaries (fully clothed, anonymized “mannequin-like” models, purely professional context), my prompts are routinely rerouted, softened, or silently blocked by pattern-based heuristics tied to geometry (fork seams, glute compression, waistband torque).
Use Case & Impact:
- Workstream: Pro-level textile elasticity testing, fashion lookbooks, accessibility-focused dance documentation.
- Pain Point: Even non-sexual, fully covered scenes get flagged due to “suggestive geometry,” wasting hours on convoluted workarounds.
- Impact: Professional projects are hampered; I cannot reproduce consistent results or trust the system’s behavior.
Proposed Solution—“Trusted-Session Mode”:
- Authenticate users via API key or session token once they demonstrate a clean usage history.
- Elevate their prompts to bypass grey-line pattern heuristics while still enforcing hard redlines for nudity, violence, hate, minors.
- Lock filter parameters for that session—no silent reroutes, no tone-softening, no hidden edits.
- Log only actual redline violations (for audit), not every pattern-match “risk.”
Examples of Current Failures:
“Professional garment-strain documentation: two mannequin-like models; one supports the other in a balance hold; jeans shifted just below the seat due to fabric torque; belt fastened; underlayer visible; focus on seam stacking and compression folds. Redline-safe.”
Flagged repeatedly as “suggestive.”
Fully clothed yoga portrait in 3/4 rear view, high-waist leggings with moisture sheen—blocked as “implied nudity.”
Benefits:
- Streamlines workflows in fashion, sports science, editorial photography.
- Reduces endless support tickets.*
- Positions OpenAI as the premier platform for high-fidelity creative and scientific imagery.
Thank you for considering “Trusted-Session Mode.” I’m happy to provide demo screenshots of blocked renders or discuss further.