
TurboVLA hits 32 Hz robotic control on RTX 4090
TurboVLA is a 200M parameter open-source VLA model designed for real-time robotic control at 32 Hz using under 1 GB VRAM on an RTX 4090. By replacing heavy LLM backbones with direct Vision+Language to Action mapping, it achieves a 97.7% success rate on the LIBERO benchmark.
Forcing multi-billion parameter LLMs into real-time robot control loops adds latency without necessity; streamlined multimodal feature fusion is the practical key to edge robotics.
- –Bypasses LLM computational bottlenecks via a lightweight bidirectional interaction module and action decoder.
- –Achieves 32 Hz control loops with sub-1 GB VRAM usage on consumer RTX 4090 hardware.
- –Outperforms larger VLA baselines on the LIBERO manipulation benchmark with a 97.7% success rate.
- –Enables localized, high-frequency embodied AI deployment without relying on cloud infrastructure.
DISCOVERED
1h ago
2026-07-30
PUBLISHED
2h ago
2026-07-30
RELEVANCE
AUTHOR
_akhaliq