I am a Senior AI Engineer with 8+ years of experience owning large-scale data and AI infrastructure for foundation model pretraining, fine-tuning, and multimodal AI systems. I have deep expertise in Apache Spark, PySpark, Ray, and distributed data processing, and I have delivered LLM and multimodal data pipelines, training data curation, and vector databases/embedding systems.
I bring a strong background in production ML, MLOps, and reliability engineering, with end-to-end ownership of secure, observable, high-throughput systems across AWS, Azure, and GCP. I excel at cross-functional leadership, mentoring, translating advanced AI research into scalable, mission-critical infrastructure aligned with product and business goals, with a focus on frontier LLM infrastructure, system optimization, and responsible AI engineering.
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