A single 5090 runs a 34B real-time world model — a domestic player wins an NVIDIA award!

What happened: Dawa Technology, based in Chongqing, won the "Excellent Enterprise Award" at the 2026 NVIDIA startup showcase held in Suzhou on October 15 with its real-time world model Scenes AI. Key numbers: 34B total parameters with about 4B activated per step (11.8% activation ratio); 720P at 25 fps on a single NVIDIA GeForce RTX Why it matters: The model updates world state rather than redrawing each frame, and runs locally on one consumer GPU without cloud compute. Dawa frames long-horizon memory as the key challenge, saying more GPUs alone cannot solve it without causal memory.

Dawa Technology, based in Chongqing, won the "Excellent Enterprise Award" at the 2026 NVIDIA startup showcase held in Suzhou on October 15 with its real-time world model Scenes AI.

The model updates world state rather than redrawing each frame, and runs locally on one consumer GPU without cloud compute. Dawa frames long-horizon memory as the key challenge, saying more GPUs alone cannot solve it without causal memory.