Published by Video Runtime · Source check 2026-09-14 · Evidence method · Suggest a correction
EDITORIALLY VERIFIED PRODUCT INFORMATION
About LingBot-World
Explore a controllable video world model with released base and fast inference variants. Conditions autoregressive video generation on camera or action inputs and offers a faster variant for interactive rollout.
Key features
Releases inference scripts, model weights and official demo links for action-controlled world generation.
Getting started
Open the official repository, read its current README and licence, then follow the documented environment, checkpoint and inference steps. Start with the supplied example before using your own media or data.
Real-time interaction
Conditions autoregressive video generation on camera or action inputs and offers a faster variant for interactive rollout.
Pricing
Apache-2.0; compute costs extra Repository code: Apache-2.0. Model weights and dependencies may have separate terms. No hosted price is estimated here. Budget for your own GPU or cloud usage after testing a representative workload.
Limitations
Some configurations require multiple GPUs, and future development has moved to a separate Infinity repository that needs independent review.
EDITORIAL VIEW
Editor's Verdict
Consider LingBot-World if its documented workflow matches your experiment; start from the linked repository rather than an unofficial mirror.
Check the licence and run a small local evaluation before choosing it for production. No ratings or measured results are inferred from its publication.
How It Works
- Conditions autoregressive video generation on camera or action inputs and offers a faster variant for interactive rollout.
What We Like
- Releases inference scripts, model weights and official demo links for action-controlled world generation.
Current Limitations
- Some configurations require multiple GPUs, and future development has moved to a separate Infinity repository that needs independent review.
Pricing & Access
- Repository code: Apache-2.0. Model weights and dependencies may have separate terms.
- No hosted price is estimated here. Budget for your own GPU or cloud usage after testing a representative workload.
Verification Summary
- Official repository and licence reviewed on 2026-09-14. Video Runtime has not installed or benchmarked this project.
- This is a source review, not verification of demo uptime, output quality or performance on your hardware.
Technical notes & official performance
Official Performance Data
- The maintainers claim under-one-second latency at 16 FPS for a documented setup. Video Runtime has not reproduced that result.
Technical Notes
- Base and Fast variants have different hardware and quality tradeoffs; hosted demos may have separate access conditions.
Sources
- Official GitHub repository ↗github · accessed 2026-09-14
- Code licence ↗github · accessed 2026-09-14
- Official project documentation ↗official-docs · accessed 2026-09-14
Access, stage & mechanism
These are separate source-checked facts, not a live uptime monitor. Unverified fields are left open; transport and persistent sessions do not establish how frames are generated.
- Release stage
- Not verified
- Access mode
- Not verified
- Source availability
- Not verified
- Transport
- Not verified
- Interaction
- Not verified
- Session mode
- Not verified
- Generation mechanism
- Not verified
- Continuity method
- Not verified
- Licence status
- Not verified
- Tasks
- Not classified
CONTINUE EXPLORING
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