Pipeline Architecture
THE STUDIO MUNICH PIPELINE.
Pattern in. Fabric drapes properly. Our system fixes its own mistakes. Every shot ships with a hash-verified sustainability number.
The Four Stages
Your Pattern, Parsed
We take your designer's DXF pattern file and turn it into a real physics model. 15 fabric presets. Bend stiffness, drape, seam tension: all from the actual pattern, not a guess.
- DXF/DWG parsing
- 15 fabric presets
- Spring-mass simulation
FLUX Renders the Scene
FLUX renders the scene with the fabric draping the way fabric actually drapes. The model is bound to your pattern: it physically can't invent geometry.
- FLUX 1.1 Pro
- Pattern-bound inference
- MIRE 7-layer mood profile
The System Self-Corrects
Render → score → one automatic re-render with an adjusted seed. Two attempts is the cap; past that it escalates to a human reviewer rather than spend your credits guessing.
- Critic agent loop
- Max 3 cycles
- Human handoff on failure
Signed, Bound, Delivered
Every approved shot is bound to a hash-verified sustainability cert and the client consent record. Tamper-evident. The numbers your ESG report needs, baked in.
- SHA-256 signed cert
- VoiceIDVault consent binding
- Public verification endpoint
The Correction Loop
Inside the correction loop.
What happens between Stage 02 and Stage 03: three times if needed, never more.
Three cycles. No fourth attempt. If the system can't get it right, a human reviewer takes over with the full context.
Consistency Engine
Neural Lock.
Three tiers of constraint. The pipeline picks the strictest one your brief demands.
Tier 1
Garment Lock
Fabric texture, drape, and color held constant across infinite backgrounds. The product never drifts.
Tier 2
Face Lock
Likeness preservation across poses, lighting, and environments: identity held consistent by the anchor engine.
Tier 3
LoRA Lock
Full digital twin with trained LoRA model. Your trigger word generates you in any context, forever.
Fallback Protocol
When we need human eyes.
Self-correction isn't perfect: when the system can't converge in 3 rounds, the job goes to a human reviewer with everything they need: your brief, the pattern, the failed renders, the system's own notes on what went wrong. Review takes seconds, not minutes.
VoiceCosmos — Design Director
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