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Smart City Governance VLM Benchmark: Kaohsiung Sovereign AI
As Visual Language Models (VLMs) rapidly evolve in the global artificial intelligence landscape, their ability to integrate image analysis with semantic reasoning is becoming increasingly prominent. However, existing major international VLM evaluation benchmarks are primarily designed around controlled scenarios required for academic research, making it difficult for them to directly reflect the diverse, real-time, and highly uncertain challenges encountered in practical urba

Linker Vision
Aug 284 min read


Linker Vision for Robotics
Robots are moving beyond controlled environments and into the real world. From humanoid robots and drones to autonomous machines, Physical AI systems will increasingly operate in factories, airports, ports, cities, and other complex environments built for people. Linker Vision is extending its Vision AI platform into robotics — building the spatial intelligence that helps machines understand, learn from, and safely operate in the physical world. With NVIDIA Isaac Sim and Cosm

Linker Vision
Aug 281 min read


Deploying Digital Twins at City Scale
Digital twins have long been a powerful concept, but they’ve been hard to scale. Traditional approaches often require months of...

Linker Vision
Aug 21, 20254 min read


How We Benchmarked Vision-Language Models (VLMs) for Real-World City Applications
Bridging the Gap in Real-World Vision AI While Vision-Language Models (VLMs) have advanced rapidly in general-purpose tasks, their...

Linker Vision
Aug 19, 20253 min read


Enable Smart Cities with Physical AI—Driven by NVIDIA Cosmos Reason
Why Smarter Cities Need Physical AI Conventional vision language models (VLMs) are great at recognizing objects and detecting patterns....

Linker Vision
Aug 11, 20254 min read


Scaling AI Infrastructure with All-Photonics Networks(APNs): Unlocking Efficiency for Expansive Deployments
As AI evolves into a core pillar of smart cities and enterprise digital transformation, the demand for efficient, scalable, and secure...

Linker Vision
Apr 30, 20254 min read


Vision Language Model(VLM) in a Nutshell
Introduction to VLM Vision Language Models (VLMs) represent a revolutionary advancement in AI, combining computer vision with natural...

Linker Vision
Mar 28, 20254 min read
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