Optimize and deploy pre-trained deep learning models (e.g., CNNs) onto edge hardware using acceleration libraries for real-time defect classification.
Optimize code execution, multi-threading, and GPU/CPU memory allocation to ensure ultra-low latency processing capable of matching high-throughput fab speeds.
Write rigorous unit tests, integration tests, and hardware-in-the-loop (HIL) simulations to guarantee software robustness during continuous cleanroom production.
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Align with hardware design, product marketing, and global manufacturing teams.
Enforce robust code review, automated testing, and CI/CD pipeline standards.
Identify, document, and track software anomalies. Work closely with software developers and process engineers to isolate hardware vs. software failures.
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