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“Machines Can See 2025” wraps in Dubai after two‑day showcase of AI
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第三届机器视觉峰会(MCS)在迪拜未来博物馆成功举办,汇聚了来自45个国家的3500多名代表和300多家初创企业。峰会期间,签署了多项重要协议,包括中亚至中东地区的初创企业软着陆平台,以及谷歌云提供的Gen-AI学习路径和认证。AI学院也正式启动,旨在弥合技术研究与商业应用之间的差距。峰会聚焦人才培养、突破性研究、行业应用以及伦理安全,强调了统一技术签证、国家GPU云和政府资助的沙箱集群对人才吸引的重要性,并指出空间计算正从实验室走向实际应用。

🚀 **区域合作新平台**:哈萨克斯坦、乌兹别克斯坦和阿联酋合作建立中亚至中东的初创企业软着陆平台,促进区域创新生态系统的发展。

🧑‍🎓 **AI人才培养加速**:谷歌云推出Gen-AI学习路径和认证,加速区域内负责任的AI应用。AI学院与阿布扎比管理学院合作,提供AI Mini-MBA课程,培养AI领导者和创新者。

🏙️ **空间计算落地应用**:亚毫米级实时空间映射技术推动空间计算从实验室走向现实,赋能人形机器人和城市级增强现实服务。Andrea Vedaldi展示了用于即时城市规模数字孪生的3D生成AI管线,Marc Pollefeys演示了亚10毫秒延迟的实时空间映射。

🛡️ **伦理与安全至上**:峰会强调持续审计、红队演练和透明供应链的重要性,呼吁采用ISO标准治理工具包,保障公共部门AI部署的安全性。

The third edition of Machines Can See (MCS) Summit has concluded at Dubai’s Museum of the Future. More than 300 start‑ups pitched to investors from EQT Ventures, Balderton, Lakestar, e& capital and Mubadala, and more than 3,500 delegates from 45 countries attended the summit, while online engagement levels were high (4.7 million views). Real-time updates with the #MCS2025 hashtag are projected to exceed 5 million views.

The summit was hosted by UAE-based Polynome Group under the patronage of H.H. Sheikh Hamdan bin Mohammed bin Rashid Al Maktoum. Strategic backers included Digital Dubai, Dubai Police, Emirates, Amazon Web Services, NVIDIA, IBM, SAP, MBZUAI among others.

“In just three years, MCS has evolved from a specialist meet‑up into a true crossroads for the world’s top minds in science, business and public policy. The week proved that when researchers, entrepreneurs and governments share one stage, we move a step closer to transparent, human‑centred AI that delivers real value for society,” said Alexander Khanin, founder & CEO of Polynome Group

Landmark agreements announced live on stage

During the two‑day programme, several high‑profile agreements were signed at the summit, including:

Polynome Group officially launched AI Academy, an educational initiative developed in collaboration with the Abu Dhabi School of Management and supported by NVIDIA’s Deep Learning Institute. The Academy will offer short executive seminars and a specialised four‑month Mini‑MBA in AI, aimed at equipping leaders and innovators with practical AI knowledge to bridge the gap between technology research and commercial application.

Policy & talent

Day one opened with a ministerial round‑table – “Wanted: AI to Retain and Attract Talent to the Country.” Ministers Omar Sultan Al Olama (UAE), Amr Talaat (Egypt), Gobind Singh Deo (Malaysia), Zhaslan Madiyev (Kazakhstan) and Meutya Hafid (Indonesia) detailed visa‑fast‑track programmes, national GPU clouds and cross‑border sandboxes designed to reverse brain‑drain and accelerate R&D.

Breakthrough research

Industry workshops & panels

AWS ran a hands‑on clinic – “Building Enterprise Gen‑AI Applications” – covering RAG, agentic orchestration and secure deployment. NVIDIA’s workshop unveiled its platform approach to production generative‑AI on Hopper‑class GPUs, complementing its newly announced Service Delivery Partnership with Polynome Group’s legal entity, Intelligent Machines Consultancies. Dubai Police hosted a closed‑door DFA session on predictive policing, while X and AI workshops explored social‑data pipelines on GPU clusters.

The parallel Machines Can Create forum examined AI’s role in luxury, digital art and media, with speakers from HEC Paris, The Sandbox, IBM Research and BBC, culminating in the panel “Pixels and Palettes: The Canvas of Tomorrow.”

Prof. Marc Pollefeys, Director of the Mixed Reality and AI Lab at ETH Zurich and Microsoft, highlighted the role of cutting-edge technology in daily life: “We are at a turning point where technologies like spatial AI and real-time 3D mapping are moving from laboratories into everyday life, transforming cities, workplaces, and how we interact with the digital world. The Machines Can See Summit underscores how collaboration between researchers, industry, and policymakers accelerates this transition, bringing innovative solutions closer to everyone,” he said.

Ethical & security focus

Panels “Good AI: Between Hype and Mediocrity” and “Defending Intelligence: Navigating Adversarial Machine Learning” stressed the need for continuous audits, red‑teaming and transparent supply chains. Dubai Police, TII UAE and IBM urged adoption of ISO‑aligned governance tool‑kits to safeguard public‑sector deployments.

High‑profile awards

On Day Two, H.H. Sheikh Hamdan bin Mohammed bin Rashid Al Maktoum presented trophies for the Global Prompt Engineering Championship, for breakthroughs in multilingual, safety-aligned LLM prompting.

Key takeaways

The summit underscored three strategic imperatives for the decade ahead. Talent aviation – backed by unified tech visas, national GPU clouds and government‑funded sandbox clusters – is emerging as the most effective antidote to AI brain‑drain. Spatial computing is moving from laboratory to street level as sub‑10‑millisecond mapping unlocks safe humanoid robotics and city‑scale augmented‑reality services. Finally, secure generative AI must couple adversarial robustness with transparent, explainable pipelines before the technology can achieve mass‑market adoption in regulated industries.

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机器视觉峰会 人工智能 人才培养 空间计算 伦理安全
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