I Gave My Video Generator Scratch Paper — How Think Frames Saved My GPU Budget

The author introduced 'think frames' — lightweight exploratory sketches generated before committing to expensive full-quality video renders. By scoring cheap candidates first and only promoting the best direction to full generation, the pipeline avoids wasting GPU budget on wrong transitions. This pre-generation layer acts as scratch paper for video generators, analogous to how LLMs reason before answering.