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R+D scale-up
Embedded optical and ML engineers to rapidly map sensor and edge device performance and surface constraints.
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Automation + validation
Created consistent test setups, ran automated checks against standard criteria, and advanced when accuracy, speed, and reliability met required thresholds.
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Vision and ML pipelines
Designed reliable data capture and quality checks. Built and tuned models with reliable data and quality controls for fast, real-world tracking.
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Integration and release
Secured APIs and integrated vision into the delivery stack while observability and rollout playbooks ensured validated, safe scaling.