Struggling with consistent characters + style in AI batch image generation

I’m building an animation pipeline where I generate images line-by-line from a script (basically 1 image per sentence), then edit them into a video. Style is: 2D flat cartoon (explainer style) same characters across scenes Workflow: google flow / nanobana with autoveo extension for batch generating I use character reference images (via