generalist

Natura-1 被宣称为面向物理世界的首个通用基础模型，采用500亿参数混合专家（MoE）架构，在一百万小时第一人称手部操作视频上预训练，能够零样本遵循自然语言指令并迁移到从未训练过的任务。

H company has released Holo4, a family of generalist AI models capable of performing computer-use tasks like clicking, coding, and calling tools across desktop, web, Android, and APIs, available commercially via the H Models API.

A new video from Generalist demonstrates their AI model working with various types of hands, highlighting its versatility.

Lenny shares key takeaways from Netflix's CPTO Elizabeth Stone on systems thinking in the AI era, Netflix's culture of excellence, the value of generalists, and the importance of AI fluency across all roles.

VideoChat3 is a fully open, efficient, and generalist video-centric multimodal large language model that introduces Inflated 3D Vision Transformer (I3D-ViT) and Adaptive Frame Resolution for streaming video perception, along with scalable video data synthesis pipelines, achieving superior performance with only 4B parameters.

This paper proposes that large-scale text-to-video generation can serve as a powerful pre-training paradigm for computer vision, introducing GenCeption which achieves state-of-the-art performance across diverse vision tasks with high data efficiency and emergent generalization to unseen domains.

RoboDojo is a unified sim-and-real benchmark for comprehensive evaluation of generalist robot manipulation policies, featuring 42 simulation tasks and 18 real-world tasks across multiple evaluation dimensions.

The article discusses how AI automation will make most high-income skills obsolete. It proposes four core skills needed in the future: initiative, taste and unique perspective, judgment, and deep generalism. It emphasizes that humans need to actively adapt to become 'sovereign individuals'.

Vesta is a unified embodied generalist model that integrates localization, spatial reasoning, navigation, and long-horizon planning into a single foundation model, outperforming specialized models by over 20% on benchmarks and over 35% on real-world robotic tasks.