Agentic AI · Physical AI · Intelligent Systems

From agentic intelligence to the physical world.

I connect foundation models, agent systems, and efficient infrastructure to move AI from reasoning and planning into perception, action, and real-world deployment.

An agentic reasoning core flows through computing layers into an embodied agent perceiving and navigating the physical world

A craftsman who wishes to do good work must first sharpen his tools.

Confucius · The Analects

Profile

Intelligence becomes useful when it can perceive, decide, and act.

I work across the stack that makes this transition possible: foundation-model post-training for reasoning, agent infrastructure for planning and tool use, multimodal systems for perception, efficient inference for real-time action, and hardware-software co-design for physical deployment.

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Featured projects

Systems that carry AI from reasoning into action.

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01

Coding Agent and Kernel Agent Infrastructure

Built coding-agent infrastructure that improved IPD efficiency by more than 100%, with a kernel agent achieving first place in the 2026 MLSys Challenge.

02

Inference Acceleration and Transformer Hardware-Software Co-design

Built inference infrastructure and co-designed hardware-software paths for Transformer hybrid attention and large MoE models on edge devices.

Latest technical notes

Ideas for intelligence that can reason, perceive, and act.

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