Invested nearly 20 years in software and cybersecurity research and development, with long term focus on embedded and automotive systems, and participation in solutions such as V2X, remote diagnostics, OTA, and software defined vehicles. In recent years, has focused on red team and blue team tools and architecture design for LLM and VLM in Physical AI scenarios, with emphasis on secure and privacy by design for smart vehicle AI assistants and embodied robots, and implementation of privacy enhancing mechanisms such as end to end encryption and secret sharing.

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