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WeVisCut: The Whole Editing Room in One Agent From Narration to Long-Form Video

Producing long-form videos from narration requires interdependent decisions that remain coherent across shots. Existing agentic editors often use multi-stage workflows driven by general models, leavin

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#12Peak rank
4Days on list
176Score · 7d
Oct 30, 2026First seen
Rank · 7 days

About this paper

WeVisCut is a script-to-video system that trains a compact policy to coordinate video editing tools, recover from failures, and reduce token usage while maintaining quality.

Producing long-form videos from narration requires interdependent decisions that remain coherent across shots. Existing agentic editors often use multi-stage workflows driven by general models, leaving the quality-cost trade-off of compact, task-adapted policies unclear. We address this gap with WeVisCut, a long-form script-to-video system that connects tool execution with policy learning. Its agent harness maintains shared production state so that tool feedback informs subsequent decisions and repairs. Because finished videos do not expose these decisions, our four-stage data pipeline combines editing inversion with verified replay to turn recovered editing intent into executable…

agentic editorspolicy learningshared production stateediting inversionverified replayexecutable supervision9B policy100-task benchmarktoken efficiency
Upvotes
21
Authors
11
Published
Oct 28, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

WeVisCut: The Whole Editing Room in One Agent From Narration to Long-Form Video was first seen on Hugging Face · Daily papers on Oct 30, 2026. Since then it has appeared in 38 checks on 4 different days. Its best position was #12 of 30, reached on Nov 2, 03:28 UTC. It dropped off the list after Nov 2, 05:28 UTC.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 Oct 30Oct 30Oct 31Nov 1Nov 2 Oct 30, 03:28 UTC · #22Oct 30, 05:28 UTC · #14Oct 30, 07:28 UTC · #14Oct 30, 09:28 UTC · #14Oct 30, 11:28 UTC · #15Oct 30, 13:28 UTC · #17Oct 30, 15:28 UTC · #17Oct 30, 17:28 UTC · #14Oct 30, 19:28 UTC · #14Oct 30, 21:28 UTC · #14Oct 30, 23:28 UTC · #14Oct 31, 01:28 UTC · #14Oct 31, 03:28 UTC · #14Oct 31, 05:28 UTC · #14Oct 31, 07:28 UTC · #14Oct 31, 09:28 UTC · #14Oct 31, 11:28 UTC · #14Oct 31, 13:28 UTC · #14Oct 31, 15:28 UTC · #14Oct 31, 17:28 UTC · #14Oct 31, 19:28 UTC · #14Oct 31, 21:28 UTC · #14Oct 31, 23:28 UTC · #14Nov 1, 01:28 UTC · #14Nov 1, 03:28 UTC · #14Nov 1, 05:28 UTC · #14Nov 1, 07:28 UTC · #14Nov 1, 09:28 UTC · #14Nov 1, 11:28 UTC · #13Nov 1, 13:28 UTC · #13Nov 1, 15:28 UTC · #13Nov 1, 17:28 UTC · #13Nov 1, 19:28 UTC · #13Nov 1, 21:28 UTC · #13Nov 1, 23:28 UTC · #13Nov 2, 01:28 UTC · #13Nov 2, 03:28 UTC · #12Nov 2, 05:28 UTC · #12

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

071421 Oct 30Oct 30Oct 31Nov 1Nov 2 Oct 30, 03:28 UTC · 7Oct 30, 05:28 UTC · 12Oct 30, 07:28 UTC · 15Oct 30, 09:28 UTC · 15Oct 30, 11:28 UTC · 15Oct 30, 13:28 UTC · 15Oct 30, 15:28 UTC · 15Oct 30, 17:28 UTC · 16Oct 30, 19:28 UTC · 17Oct 30, 21:28 UTC · 17Oct 30, 23:28 UTC · 17Oct 31, 01:28 UTC · 17Oct 31, 03:28 UTC · 17Oct 31, 05:28 UTC · 17Oct 31, 07:28 UTC · 17Oct 31, 09:28 UTC · 17Oct 31, 11:28 UTC · 17Oct 31, 13:28 UTC · 17Oct 31, 15:28 UTC · 18Oct 31, 17:28 UTC · 18Oct 31, 19:28 UTC · 18Oct 31, 21:28 UTC · 18Oct 31, 23:28 UTC · 18Nov 1, 01:28 UTC · 18Nov 1, 03:28 UTC · 18Nov 1, 05:28 UTC · 18Nov 1, 07:28 UTC · 18Nov 1, 09:28 UTC · 18Nov 1, 11:28 UTC · 18Nov 1, 13:28 UTC · 18Nov 1, 15:28 UTC · 18Nov 1, 17:28 UTC · 18Nov 1, 19:28 UTC · 18Nov 1, 21:28 UTC · 18Nov 1, 23:28 UTC · 18Nov 2, 01:28 UTC · 20Nov 2, 03:28 UTC · 21Nov 2, 05:28 UTC · 21

Questions

Is WeVisCut: The Whole Editing Room in One Agent From Narration to Long-Form Video trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Nov 2, 05:28 UTC, after 4 days of trending.

What is the highest rank WeVisCut: The Whole Editing Room in One Agent From Narration to Long-Form Video reached?

#12 on Hugging Face · Daily papers, on Nov 2, 03:28 UTC. Trendoday checks this list every 120 minutes.

How long has WeVisCut: The Whole Editing Room in One Agent From Narration to Long-Form Video been trending?

It was first seen on Oct 30, 2026 and has been on the list on 4 days (38 checks) since.