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PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data

Teleoperation remains the default way to collect robot demonstrations, but every episode costs robot and operator time, and every new task starts from scratch. We ask whether a coding agent can take o

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#7Peak rank
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298Score · 7d
Nov 5, 2026First seen
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About this paper

A coding agent automates robot demonstration generation by simulating tasks, rendering photorealistic videos, and producing deployable training data at lower cost than teleoperation.

Teleoperation remains the default way to collect robot demonstrations, but every episode costs robot and operator time, and every new task starts from scratch. We ask whether a coding agent can take over the teleoperator's job. In our DataFarm, the agent receives a data request and one calibration episode of the robot in the target scene and rebuilds the task in simulation: it writes the scene, an expert controller, and a success judge. The simulator supplies exact actions, and a video model conditioned on real images renders each rollout as photographic video, generating all camera views together consistently. The output is real-ready data: synchronized camera views labelled with the…

coding agentteleoperationrobot demonstrationssimulationexpert controllersuccess judgevideo modelpolicy trainingreal-robot tasks
Upvotes
14
Authors
14
Published
Nov 3, 2026

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

Trending history

PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data was first seen on Hugging Face · Daily papers on Nov 5, 2026. Since then it has appeared in 14 checks on 2 different days. Its best position was #7 of 30, reached on Nov 6, 01:28 UTC. It dropped off the list after Nov 6, 07:28 UTC.

Rank history

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

#1#11#20#30 05:2811:5818:2800:5807:28 Nov 5, 05:28 UTC · #14Nov 5, 07:28 UTC · #12Nov 5, 09:28 UTC · #11Nov 5, 11:28 UTC · #11Nov 5, 13:28 UTC · #9Nov 5, 15:28 UTC · #8Nov 5, 17:28 UTC · #8Nov 5, 19:28 UTC · #8Nov 5, 21:28 UTC · #8Nov 5, 23:28 UTC · #8Nov 6, 01:28 UTC · #7Nov 6, 03:28 UTC · #7Nov 6, 05:28 UTC · #8Nov 6, 07:28 UTC · #8

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

081725 05:2811:5818:2800:5807:28 Nov 5, 05:28 UTC · 14Nov 5, 07:28 UTC · 16Nov 5, 09:28 UTC · 20Nov 5, 11:28 UTC · 20Nov 5, 13:28 UTC · 21Nov 5, 15:28 UTC · 22Nov 5, 17:28 UTC · 23Nov 5, 19:28 UTC · 23Nov 5, 21:28 UTC · 23Nov 5, 23:28 UTC · 23Nov 6, 01:28 UTC · 24Nov 6, 03:28 UTC · 24Nov 6, 05:28 UTC · 24Nov 6, 07:28 UTC · 25

Questions

Is PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Nov 6, 07:28 UTC, after 2 days of trending.

What is the highest rank PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data reached?

#7 on Hugging Face · Daily papers, on Nov 6, 01:28 UTC. Trendoday checks this list every 120 minutes.

How long has PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data been trending?

It was first seen on Nov 5, 2026 and has been on the list on 2 days (14 checks) since.