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title: "Comment by ClickPop on \"Build a local Python pipeline that turns a long talk into six 9:16 Shorts\" | Hashnode"
description: "Great breakdown, and \"most of the clock time is not creative\" is true. One extra filter for the clip scorer: check whether the first sentence of each candidate"
url: "https://hashnode.com/posts/build-a-local-python-pipeline-that-turns-a-long-talk-into-six-9-16-shorts/6af4d3c98613e4635036d487/comment/6af7536b6e1ad4879fb2e99d"
---

[Discussion](https://hashnode.com/posts/build-a-local-python-pipeline-that-turns-a-long-talk-into-six-9-16-shorts/6af4d3c98613e4635036d487)

Comment [Build a local Python pipeline that turns a long talk into six 9:16 Shorts](https://hashnode.com/posts/build-a-local-python-pipeline-that-turns-a-long-talk-into-six-9-16-shorts/6af4d3c98613e4635036d487)

[ClickPop](https://hashnode.com/@clickpop)

[21m ago](https://hashnode.com/posts/build-a-local-python-pipeline-that-turns-a-long-talk-into-six-9-16-shorts/6af4d3c98613e4635036d487/comment/6af7536b6e1ad4879fb2e99d)

Great breakdown, and "most of the clock time is not creative" is true. One extra filter for the clip scorer: check whether the first sentence of each candidate makes sense with zero context. A lot of the best moments in a talk start with "and that's why" or "so the second thing", which kills a Short even if the middle is great. Either drop those or let the scorer trim to the first self-contained sentence. For talks where the speaker is static, a two-second cold open of B-roll that shows the payoff before the face appears can lift retention a lot. I make those hook shots in ClickPop and drop them in front of the cut; the rest of your pipeline would stay the same.