demo-iterate

Demo refinement automates run-review-fix cycles by validating .demo.yaml specs against output videos, events.json, and subtitles to iteratively tighten visual demo timing and quality.

Iterative demo refinement is a structured QA process that runs, reviews, diagnoses, and fixes demo specifications. You need it when your demo-machine pipeline requires reproducible improvements to converge on a polished output.

Yes, you need a Node.js environment and access to ffprobe alongside video-rendering tools. These dependencies are required to validate timing and quality checks within the .demo.yaml based capture and rerun pipeline.

You validate subtitles and events.json consistency through artifact-oriented QA checks built into the run-review cycle, ensuring each iteration of your .demo.yaml spec produces reproducible improvements for audit and reuse.

Inconsistent video timing occurs when your .demo.yaml spec lacks structured run-review-fix iterations. Applying artifact-oriented QA checks to output videos and events.json helps diagnose and fix timing validation issues for reproducible results.

Yes, demo-machine integrates with .demo.yaml based pipelines to capture, review, and rerun iterations. This structured cycle keeps a history of iterations for audit and reuse, producing higher-quality visual demo outputs.