ML Infra for AI based and agentic hardware engineering.

Amazon AGI

• Multimodal Inference Engine for image and video understanding Amazon Nova Foundation models.

• Tech Report: https://arxiv.org/pdf/2506.12103

Virtual Product Placement (VPP)

• Lead for model productionization, inference platform (GPU) and owning model lifecycle.

• Real-time CVML and video augmentation for real-time streaming video.

• PyTorch Contributor. Contributed Quantization Aware Training (QAT) for Embeddings to PyTorch.

• Compression and optimization (quantization and pruning) AI infrastructure for production recommendation systems.

• Ranking infra for Instagram content.