AI Image Generation Engine
A durable visual-production workflow for traceable jobs, retained results and independent review.
Visual generation becomes difficult to manage when every request is an isolated interaction. This system turns a constrained brief into a durable job whose state can be revisited after the initiating session ends.
The outer workflow separates job state, worker handoff, retained output, provenance and frozen-candidate review. That separation preserves context for iteration without making the case study depend on one particular generator.
Failures remain explicit rather than disappearing into a loading state. A failed job can begin a fresh attempt while the prior terminal record remains intact, and operator decisions are stored outside the generator.
