Project: Veridian Resonance
Role: Technical Creator / Pipeline Architect
Live: https://veridianresonance.com/
TL;DR — Impact
100 panels generated and refined across 24 finished pages of published visual production
Architecting a Hybrid GenAI Production Pipeline: Engineering Consistency, Scale, and Human-in-the-Loop Automation
Project: Veridian Resonance Role: Technical Creator / Pipeline Architect Live:...
TL;DRAI
100+ panels via constraint engineering (negative prompt + reference locking): iterations dropped 20+ → <5, automation removed 15 hours work. Reveals AI's consistency ceiling: scaling production requires human-in-the-loop and rigid asset control, not prompt tuning.
1,610 words~7 min read
