Enabling LLMs to acquire new knowledge after training remains a major hurdle for enterprise AI — current solutions are either too expensive, too slow, or constrained by context window limits. MeMo, a ...

Not bad for limited hardware ...

Encoders are a vital component in many applications that require motion control and feedback information. Whether a system’s requirement is speed, direction, or distance, an encoder produces control ...

Computational models are mathematical models that are simulated using computation to study complex systems. In biology, one example is the use of a computational model to study an outbreak of an ...

Biological models are experimental systems that recreate aspects of human tissue function or disease. For example, certain tumour cell lines may serve as cancer models, and transgenic mice that ...

At InfoComm, the zeitgeist of the industry was bold and unmistakable: This is the era of selling experiences and outcomes. Photo by Emerald/Commercial Integrator. As I walked the InfoComm 2026 show ...

GPT-4o 一边看屏幕一边和你语音对话；Veo-3、MovieGen、Seedance 2.0 直接把原生音轨纳入视频生成链路；HappyHorse 这类近期模型也开始探索音视频联合生成；OpenVLA 让机器人” 听音辨物”—— 音视频大模型，正在从” 加在视觉模型旁边的一个 ASR”，进化成 omni-modal ...

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过去一年，开源模型的发布节奏已经快到让人麻木。每次发布，伴随的永远是一组跑分、一张能力雷达图，以及几个“超越某某”的结论。 但对于真正手搓本地Agent的人来说，比起它在榜单上排第几，我们更关心一个最朴素的问题：这个模型到底能不能融入现有的工作流？它是否具备可控的本地部署门槛？能否稳定处理多模态混合输入？又能否在一个复杂系统中承担具体的执行任务，而不是仅仅陪人聊天？ 这也是我看Gemma 4-12 ...

HRM-Text发布前后，图灵奖得主Yoshua Bengio作为共同作者参与发布了《Generative Recursive Reasoning》。论文提出的GRAM，在核心计算结构上高度复用了HRM的分层递归骨架：同样是高层状态、低层状态、双时间尺度、多轮递归更新，只是在此基础上进一步加入概率生成模块。