I built a deterministic image pipeline—blank device scenes, inpaint, and compositing—for brand-safe marketing without stock or NDA leaks.

Forty-plus assets powering Googler Media mood galleries, Noogler case study frames, weableColor heroes, and marketing thumbnails—deterministic enough to rerun batches, not single-shot prompts.

12 job routes · Ollama + A1111 · 40+ portfolio assets

12 jobs: Routed job types in central manifest
20 scripts: Ollama · A1111 · ImageMagick
40+: Portfolio & product assets

Why routing matters

GenAI at scale is not typing into a web UI—it is routing, masking, evals, and compositing. The same discipline that applies to LLM agents applies to visual pipelines: deterministic jobs, fallbacks, and proof artifacts.

Pipeline architecture

A central job router maps twelve job IDs to runners—Ollama for photoreal blanks and FLUX Klein text thumbs, A1111 for inpaint and UI-UX-05 dashboard mockups, manual pixel-perfect for exact Figma screenshots on monitors.

post-blank-scene → nine-angle device library
monitor-inpaint → screen region repaint
text-thumbnail → FLUX Klein legible text
ui-mockup-dashboard → UI-UX-05 checkpoint

Blank → mask → inpaint → composite

One single-operator desk scene, four proof stages on the same v1-overhead blank: ImageMagick screen mask, A1111 UI mockup composited into the rect, then Figma Live Inspector panels on the monitor—each step reuses the identical base plate (v3-collab rejected: three-hand GenAI artifact).

Separately, the post-blank-scene job batches photoreal device angles with empty screens—scene plates you pick before compositing UI. Those blanks are library outputs, not shipped product proof.

Pipeline stages

Single-operator desk with blank white monitor—v1-overhead Z-Image base scene — 1 · Same desk — blank monitor (v1-overhead post-blank; two hands, no collab limb artifacts).

Monitor screen region highlighted for inpaint and composite — 2 · Same scene — ImageMagick screen mask (0.31,0.135,0.39,0.51) on monitor bezel only.

A1111 UI mockup composited into monitor region on same v1-overhead base scene — 3 · Same scene — A1111 UI-UX-05 mockup ImageMagick-composited into mask rect (not a separate Z-Image shoot).

weableColor Figma Live Inspector panels composited on the same desk monitor — 4 · Same scene — Figma inspector capture composited on monitor (0.31,0.135,0.39,0.51).

Blank-scene angle library

Front-on iMac desk with blank white monitor—post-blank-scene library output — Front-on desktop · blank monitor plate (post-blank-scene job).

Three-quarter desk angle with blank monitor—post-blank-scene library output — Three-quarter desk angle · blank monitor plate (post-blank-scene job).

UI mockups & product heroes

Sharp composites only—real Figma UI on photoreal device scenes from the pipeline (no blurry one-shot dashboard renders). Each figure below is a finished composite with UI on screen, not a blank scene plate.

Shipped product proof

weableColor Figma UI composited on overhead iMac—pixel-perfect pipeline output — weableColor Figma Community hero — overhead monitor composite (shipped asset).

weableColor Figma UI composited on v1-overhead desk scene—pipeline hero output — v1-overhead desk scene — weableColor Figma inspector composite (portfolio hero).

Production use · NDA-safe mood libraries

Google-era case studies use 48+ locally generated mood frames—illustrative diversity and campus energy without confidential assets. Same pipeline, same routing discipline.

Client creative vault

The same pipeline powers full brand passes—each project is its own case study with a complete lightbox gallery (not a mixed reel on this page).

weableColor hero proof Googler Media mood library DevFlow UI mockup route All work