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Jac 张JA
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Jac

@jac

AI & Robotics engineer building production-grade agentic pipelines from LLMs to physical execution.

Hong Kong
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What I'm looking for

I’m looking for a role where I can own production-grade LLM/agent pipelines that drive real robotics—building closed-loop systems, distributed observability, and robust async delivery across teams, with room to turn R&D into deployable IP.

I’m an AI & Robotics Engineer with over three years designing and shipping production-grade agentic pipelines and closed-loop AI-to-physical execution systems at national research institutes and industrial AI centers. I focus on bridging frontier AI research and real-world deployment—from autonomous laboratory ecosystems to AR-based Digital Twin human-robot interfaces.

I have a “rapid-iteration vibe-coder” mindset: moving from whiteboard to observable, production-stable systems in days while owning the full stack, including LLM integration, hardware-software handshaking, distributed observability, and cross-timezone async delivery. My work has been published in IEEE (JCR Q1, IF > 5.0) and I also hold a Hong Kong invention patent.

As Program Lead Engineer — Robotics & AI, I led a multi-agent autonomous laboratory platform that unified orchestration of AGVs and six-axis robotic arms across vendors using a task allocation engine, real-time status reporting, and anomaly self-recovery. I delivered an LLM-to-Physical closed loop with real-time mapping from LLM outputs to the laboratory database and robotic motion layer, cutting a single experiment’s R&D cycle by ~40% with zero human intervention.

I also built a MongoDB-based telemetry hub for live dashboards and remote debugging across distributed sites, and authored production-grade PRDs and SOPs to enable seamless async handovers between Hong Kong and Guangdong teams. At the Hong Kong Industrial AI & Robotics Centre (FLAIR), I developed an AR Digital Twin framework (ROS, Unity, C#, ROS integration) and optimized perception and planning for ABB YuMi and UR-series robots, while creating and filing IP for a novel robotic gripper mechanism.

Experience

Work history, roles, and key accomplishments

DC

Program Lead Engineer (Robotics AI)

Dongguan Institute of Materials Science and Technology, CAS

Sep 2024 - Feb 2026 (1 year 5 months)

Led design and full-scale implementation of an AI-driven multi-agent autonomous laboratory platform unifying multi-vendor AGVs and six-axis robot arms for fully automated 24/7 operation. Built an LLM-to-physical closed loop with MongoDB-based distributed telemetry and authored PRDs/SOPs, reducing the R&D cycle of a single experiment by ~40%.

HF

Robotics Engineer

Hong Kong Industrial AI & Robotics Centre (FLAIR)

Mar 2023 - Sep 2024 (1 year 6 months)

Led development of an AR-based Digital Twin framework integrating ROS, Unity, and C# for real-time remote robotic manipulation with multi-modal control, supporting operator-in-the-loop and fully autonomous agent modes. Optimized perception and collision-free motion planning for ABB YuMi dual-arm and UR-series robots (~15% grasping precision improvement) and created a novel gripper mechanism that r

Education

Degrees, certifications, and relevant coursework

The Hong Kong Polytechnic University logoTU

The Hong Kong Polytechnic University

Master of Science, Mechanical Engineering

Completed an M.Sc. in Mechanical Engineering at The Hong Kong Polytechnic University.

Soochow University logoSU

Soochow University

Bachelor of Engineering, Textile Engineering

Completed a B.Eng. in Textile Engineering at Soochow University.

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