A production kit connecting cinematic prompt direction, LTX batch generation and practical checks for motion and shot review.

The kit organizes image direction and image-to-video production into reusable skills, motion recipes and batch scripts. Its published motion playbook records practical failure modes, including seed sensitivity, over-executed movement and the limits of zooming beyond the detail in a source frame.

Batch examples distribute render processes across GPUs, skip existing outputs and capture status, logs and elapsed time. Structured shot definitions make prompts, seeds, dimensions, frame rates and durations explicit rather than leaving each render as an isolated experiment.

Review tools create contact sheets and measure lateral motion using phase correlation. These checks support human shot review: the motion tool detects static clips, drift and direction reversals, while creative judgment remains part of the authored workflow.

Role

Creative direction, prompting systems and generation tooling

Stack

LTX · Python · Bash · OpenCV · FFmpeg · Reusable AI skills

Cover image

AI-generated concept illustration