机器人数据量增长后，需要可复现、可溯源的多模态数据管道

来源证据

机器人团队收集的视频数据量超出处理能力，语料库增长后一次性脚本难以回答摄像头冻结、流同步、检查版本和数据集复现问题。

Hi Product Hunt, We built HFlow because robotics teams are collecting more hours of video data than they can handle. Each episode can contain camera streams, robot state, actions, timestamps, and metadata. As a corpus grows, one-off scripts make it hard to answer basic questions: Did a camera freeze? Did streams drift out of sync? Which version of a check ran? Can we reproduce the dataset we used? HFlow turns that work into a pipeline. Transforms, checks, labels, and enrichments stay yours.