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Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement

Video generation is shifting from end-to-end synthesis toward agentic generation, where planning, tool use, and feedback enable coherent, controllable multi-shot videos. In parallel, video world model

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Nov 3, 2026First seen
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About this paper

Agent harnesses integrate video generation and world models to enable planning, tool use, and recursive self-improvement for autonomous multi-shot video production.

Video generation is shifting from end-to-end synthesis toward agentic generation, where planning, tool use, and feedback enable coherent, controllable multi-shot videos. In parallel, video world models provide action-conditioned observations and predicted futures, serving as interactive environments for agents. We study their intersection through the agent harness: an executable runtime that constructs context, exposes tools, maintains state, routes feedback, and manages budgets around video models. This report examines three directions. First, agentic video generation, where harnesses coordinate scripting, shot planning, asset management, production, and editing, alongside the evaluation…

agentic video generationvideo world modelsagent harnesscross-attentionrecursive self-improvementhybrid world modelsfeedback-guided controlmulti-agent coordination
Upvotes
5
Authors
21
Published
Oct 29, 2026

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

Trending history

Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement was first seen on Hugging Face · Daily papers on Nov 3, 2026. Since then it has appeared in 13 checks on 2 different days. Its best position was #2 of 30, reached on Nov 3, 11:28 UTC. It dropped off the list after Nov 4, 03:28 UTC.

Rank history

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

#1#11#20#30 03:2809:2815:2821:2803:28 Nov 3, 03:28 UTC · #27Nov 3, 05:28 UTC · #10Nov 3, 07:28 UTC · #4Nov 3, 09:28 UTC · #3Nov 3, 11:28 UTC · #2Nov 3, 13:28 UTC · #3Nov 3, 15:28 UTC · #5Nov 3, 17:28 UTC · #5Nov 3, 19:28 UTC · #5Nov 3, 21:28 UTC · #5Nov 3, 23:28 UTC · #5Nov 4, 01:28 UTC · #5Nov 4, 03:28 UTC · #5

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

0234670 03:2809:2815:2821:2803:28 Nov 3, 03:28 UTC · 5Nov 3, 05:28 UTC · 24Nov 3, 07:28 UTC · 48Nov 3, 09:28 UTC · 56Nov 3, 11:28 UTC · 58Nov 3, 13:28 UTC · 61Nov 3, 15:28 UTC · 64Nov 3, 17:28 UTC · 67Nov 3, 19:28 UTC · 67Nov 3, 21:28 UTC · 68Nov 3, 23:28 UTC · 68Nov 4, 01:28 UTC · 69Nov 4, 03:28 UTC · 70

Questions

Is Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Nov 4, 03:28 UTC, after 2 days of trending.

What is the highest rank Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement reached?

#2 on Hugging Face · Daily papers, on Nov 3, 11:28 UTC. Trendoday checks this list every 120 minutes.

How long has Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement been trending?

It was first seen on Nov 3, 2026 and has been on the list on 2 days (13 checks) since.