Experience
Professional work experience and career journey
Founding Engineer - Infrastructure & Platform
Accretional
Founding engineer owning AI infrastructure and platform systems across the stack, the ML inference layer (gRPC embedding and vLLM serving), the storage and semantic-search data layer, one-click publishing and hosting, and the platform's security and identity layer, alongside open-source work on an inference runtime, a grammar-to-protobuf compiler, and a REST-to-gRPC generator.
AI Engineering Intern
Accretional
Built core features for Brilliant, an AI coding assistant. Worked on RAG pipelines, LLM fine-tuning, and the extension's prompt and deployment systems.
Senior Machine Learning Scientist
Goldman Sachs
Led ML initiatives for real-time loan processing. Built A/B testing frameworks and optimized system performance at scale.
Machine Learning Scientist
Goldman Sachs
Optimized ML inference pipelines from 200ms to 80ms through quantization and caching. Built LSTM forecasting models and production systems handling 1M+ requests/month at 99.9% uptime.
Machine Learning Research Intern
Sprinklr
Built LSTM-based sentiment analysis pipelines for social media data. Applied model pruning and quantization techniques for efficient deployment.