Lin Chai

Lin Chai is a senior product manager at NVIDIA, leading TensorRT and TensorRT Edge-LLM, NVIDIA’s AI inference platforms for deep learning across datacenter and embedded platforms. Drawing on her background in autonomous driving and automotive OEMs, she is inspired to build production-grade inference systems that deliver best-in-class performance for deep learning workloads across data center, edge, and physical AI applications—enabling systems that perceive, reason, and act in the real world.
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Posts by Lin Chai

Agentic AI / Generative AI

TensorRT Edge-LLM Completes the MLPerf Edge Agentic Benchmark 6.4x Faster on Jetson AGX Thor

AI agents are moving from cloud data centers to vehicles, robots, and other edge devices. Unlike a chatbot that answers a single prompt, an agent works through... 7 MIN READ
Developer Tools & Techniques

Deploy an Open Model from Checkpoint to Inference in Two Commands with NVIDIA TensorRT Model Connect

Open AI models are evolving faster than ever, but bringing them into native applications can still require model-specific conversion, preprocessing,... 6 MIN READ
Developer Tools & Techniques

Build Next-Gen Physical AI with Edge‑First LLMs for Autonomous Vehicles and Robotics

Physical AI is rapidly evolving, from next-generation software-defined autonomous vehicles (AVs) to humanoid robots. The challenge is no longer how to run a... 7 MIN READ
Developer Tools & Techniques

Accelerating LLM and VLM Inference for Automotive and Robotics with NVIDIA TensorRT Edge-LLM

Large language models (LLMs) and multimodal reasoning systems are rapidly expanding beyond the data center. Automotive and robotics developers increasingly want... 6 MIN READ