At Amazon Robotics, I designed and built a Python remote station access library, CLI tool, and MCP server for QA tooling across ToteASRS Sequoia stations. The library replaced manual sessions and supported four downstream tools and modules.
I also traced a camera trigger synchronization fault across hardware and software components, then replaced full station reboots with a recovery command that restored scanning within three minutes. I redefined verification criteria around barcode assertions and camera reset monitoring.
Earlier, I developed embedded-system validation frameworks at BOSE CORPORATION and Python automation for regulated medical device software at JOHNSON & JOHNSON (ABIOMED). At DRAEGER MEDICAL SYSTEMS, I designed patient-monitoring algorithms, including ECG-based NIBP and SPO2 improvements; I also hold an AWS Certified AI Practitioner certification.

