Work

A three-agent IDP pipeline on Amazon Bedrock with a four-layer gatekeeper in front. Filters 92% of input before any LLM token is spent, routes the rest by intent, and closes the loop on human corrections.

• · Python
• · AWS Bedrock
• · EfficientNet-B0
• · OpenCV
• · MCP
• · Neo4j
• · EventBridge
• · Amazon A2I

A vision pipeline for live surface-defect detection on machined parts, published at NAMRC/MSEC 2025. Combined classical image features with a small CNN to keep inference under 30 ms on workshop hardware.

• · Python
• · PyTorch
• · OpenCV
• · ONNX Runtime
• · Jetson Nano

Built and maintained the data-engineering infrastructure for a research group spanning manufacturing, healthcare imaging, and applied NLP. Mentored undergraduates through their first real ML project.

• · Python
• · Postgres
• · Airflow
• · PyTorch
• · FastAPI

Built and shipped vision models for two product surfaces: real-time face attribute recognition on mobile and document-region detection for an in-house OCR pipeline.

• · Python
• · PyTorch
• · TensorFlow Lite
• · Core ML
• · AWS