行业观察

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【环球网科技报道 记者 张阳】4月28日，魔法原子CONNECT全球具身智能创新大会在硅谷SCCC举办。作为魔法生态合作伙伴，普罗宇宙机器人（PL-Universe Robotics）在大会上正式发布全球首创高精度融合数采解决方案AcCI（Accuracy-Closed-loop Integration），旨在补齐物理AI产业规模化落地的数据短板，推动行业进入标准化、可量产的高精度数据采集全新阶段

据MacRumors报道，苹果已基本放弃继续推进Vision Pro产品线，原因是搭载M5芯片的新版Vision Pro未能重新带动市场兴趣。 苹果曾于2025年10月更新Vision Pro，为其换上更快的M5芯片并调整头带设计，但除这些变化外，硬件并无明显升级，售价也仍维持在3499美元。 MacRumors表示，Vision Pro自发布以来整体销量一直不理想，累计销量约为60万台，退货比例

Every marketing and AI leader is being asked to do the same thing right now: scale AI across teams, accelerate adoption, and show measurable results. At the same time, expectations about what AI is an

How to make multiple agents work together like an elite team — autonomously dividing tasks, communicating efficiently, and collaborating seamlessly? The openJiuwen community released the latest versio

In this tutorial, we implement an advanced Bayesian hyperparameter optimization workflow using Hyperopt and the Tree-structured Parzen Estimator (TPE) algorithm. We construct a conditional search spac

In this tutorial, we explore Equinox, a lightweight and elegant neural network library built on JAX, and show how to use it. We begin by understanding how eqx.Module treats models as PyTrees, which ma

Most AI agents today have a fundamental amnesia problem. Deploy one to browse the web, resolve GitHub issues, or navigate a shopping platform, and it approaches every single task as if it has never se

Alibaba’s Qwen Team has released Qwen3.6-27B, the first dense open-weight model in the Qwen3.6 family — and arguably the most capable 27-billion-parameter model available today for coding agents. It b

Xiaomi MiMo team publicly released two new models: MiMo-V2.5-Pro and MiMo-V2.5. The benchmarks, combined with some genuinely striking real-world task demos, make a compelling case that open agentic AI

OpenAI has released GPT-5.5, its most capable model to date and the first fully retrained base model since GPT-4.5. GPT-5.5 is designed to complete complex, multi-step computer tasks with minimal huma

Debugging an AI agent that runs for dozens of steps: reading files, calling APIs, writing code, and revising its own output, is not like debugging a regular function. There is no single stack trace to

Training frontier AI models is, at its core, a coordination problem. Thousands of chips must communicate with each other continuously, synchronizing every gradient update across the network. When one

DeepSeek-AI has released a preview version of the DeepSeek-V4 series: two Mixture-of-Experts (MoE) language models built around one core challenge making one-million-token context windows practical an

In this tutorial, we explore Datashader, a powerful, high-performance visualization library for rendering massive datasets that quickly overwhelm traditional plotting tools. We work through its full r