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Future Prediction

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Jul 8, 2026 · Artificial Intelligence

How LingBot‑VLA 2.0 Powers 20 Robot Configurations with an Open‑Source Embodied Brain

LingBot‑VLA 2.0 introduces a token‑level loss‑free MoE, dual‑query distillation, and a 60k‑hour heterogeneous dataset to achieve cross‑embodiment visual‑language‑action capabilities across 20 robot morphologies, delivering superior benchmark performance and sub‑130 ms inference while being fully open‑sourced.

Data EngineeringFuture PredictionOpen source

0 likes · 16 min read

How LingBot‑VLA 2.0 Powers 20 Robot Configurations with an Open‑Source Embodied Brain

AI Frontier Lectures

Nov 28, 2025 · Artificial Intelligence

Can AI Generate the Next Step in a Video? Inside the VANS Model

Researchers from Kuaishou and Hong Kong City University introduce VANS, a novel Video-as-Answer system that predicts and visualizes the next event in a video by jointly optimizing a visual language model and a video diffusion model, enabling personalized step‑by‑step guidance and future scenario generation.

Future Predictionjoint optimizationmultimodal AI

0 likes · 10 min read

Can AI Generate the Next Step in a Video? Inside the VANS Model