PoC Prototyping & System Architecture: Ability to design and build end-to-end PoC models using tools like Python, Node-RED, AI...etc. effectively integrating hardware, communication layers, and software platforms.
• AIoT/IIoT Integration & Data Acquisition: Expertise in implementing and debugging heterogeneous application protocols, field protocols, IO connectivity to ensure seamless data flow between server, gateway, and edge.
• End-to-End Troubleshooting & Root Cause Analysis: Proficiency in diagnosing complex issues across the entire data chain—from field sensors to cloud/database—including resolving network latency, packet loss, and data integrity problems.
• On-site Risk Management & OT/IT Bridge: Ability to conduct technical deployments in field without disrupting production, while effectively translating technical requirements between OT (operation engineers) and IT (software developers).
• Product Insight & Feedback Loop: Capacity to transform PoC findings and post-sales field challenges into structured technical documentation and actionable feedback for deign-in to drive product optimization.
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