Linker Vision, an AI platform company focused on Physical AI and Reasoning AI, has announced major expansions of its AI infrastructure deployments across Taiwan’s urban and transportation systems using NVIDIA AI technologies. The deployments extend autonomous video reasoning capabilities across Kaohsiung, Taipei City, and Taiwan’s Ministry of Transportation and Communications (MOTC).
The initiative builds on the 2026 expansion of Kaohsiung’s lighthouse infrastructure, which the company describes as one of the world’s largest city-scale AI infrastructure environments.
According to Linker Vision, the expanded platform combines Physical AI, video reasoning, and agentic AI orchestration to support real-time operational intelligence across large-scale physical environments.
The deployments use:
Running on Linker Vision’s orchestration platform, the system enables autonomous video reasoning agents capable of continuously analyzing video streams and supporting operational decisions across city and transportation environments.
The company stated that its application-driven orchestration and runtime layer dynamically coordinates AI agents, compute infrastructure, and operational services across distributed AI grids deployed throughout urban systems.
Linker Vision said the deployments represent a shift away from traditional passive video analytics toward active AI-driven operational intelligence.
The platform is designed to transform real-time video feeds into actionable intelligence capable of supporting:
According to the company, autonomous video reasoning agents can continuously observe, interpret, and coordinate workflows across complex operational environments.
The AI systems are intended to support infrastructure operators and city authorities dealing with increasing operational complexity and large-scale distributed environments.
The expanded Kaohsiung lighthouse infrastructure now supports AI-powered operational intelligence across traffic systems, environmental monitoring, public infrastructure, and emergency response scenarios.
Linker Vision stated that the deployment is designed to scale across tens of thousands of cameras and distributed infrastructure endpoints while maintaining real-time analytical capabilities.
The company also confirmed that the infrastructure is expanding into broader operational and citizen service environments.
Beyond Kaohsiung, the platform is now extending autonomous video reasoning capabilities into:
Supporting urban operational intelligence and transportation coordination initiatives.
Supporting transportation infrastructure optimization, congestion management, and AI-assisted operational workflows.
According to Linker Vision, these deployments demonstrate how Physical AI systems can operate as foundational infrastructure for future autonomous city-scale environments.
Linker Vision highlighted NVIDIA’s role in enabling scalable autonomous AI deployments across complex real-world environments.
By combining NVIDIA NemoClaw, NVIDIA Metropolis VSS Blueprint, and NVIDIA Cosmos with its orchestration platform, the company said it can support secure AI agents capable of long-running operational reasoning and decision support.
The company described the infrastructure as an evolving framework for interconnected Physical AI environments capable of continuous observation, reasoning, and coordination across urban ecosystems.
"Cities and infrastructure systems are evolving from isolated AI deployments into interconnected Physical AI environments," said Paul Shieh, Founder and CEO of Linker Vision.
"With the Linker Vision orchestration platform and autonomous video reasoning agents powered by NVIDIA AI technologies, we are building infrastructure that can understand, coordinate, and operate across real-world environments at scale."
Linker Vision stated that its “Mirror City, Keep It Safe” vision reflects the growing role of Physical AI systems in enabling safer, more intelligent, and more autonomous urban operations.
As governments and infrastructure operators continue investing in AI-driven urban intelligence, deployments such as these are expected to shape the future of smart city infrastructure, transportation optimization, and autonomous operational systems.
About Linker Vision
Linker Vision is a leading AI platform company pioneering Physical AI and Video Reasoning AI, enabling cities and industries to deploy scalable, real-time AI systems across intelligent infrastructure, industrial AI, humanoid robotics, and future autonomous services.
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