Samanvya Tripathi

Nymbl · Boston, MA

• Architecting an enterprise Model Context Protocol (MCP) tool server with dynamic discovery, validation, workflow CRUD, and monitoring for a B2B AI platform
• Built a Retrieval-Augmented Generation (RAG) knowledge base platform with Qdrant vector search, Docling document chunking, gap analysis, and a Use Case Readiness scoring engine
• Developed real-time content moderation system with social media ingestion, severity classification, and compliance-aligned detection
• Delivering production features in Python (FastAPI, Qdrant, Docling) and TypeScript (React, Next.js, PostgreSQL) with Docker and AWS deployments

BulkMagic · Boston, MA

• Engineered a product summarization service using Llama 3.2 on FastAPI, deployed to AWS ECS with auto-scaling
• Built containerized microservices with 99.9% API uptime in production
• Created data validation pipelines processing thousands of product records with automated quality checks

Honeywell · Fort Mill, SC

• Optimized object detection models to 98.6% mAP for production computer vision systems in industrial settings
• Trained transformer-based image enhancement pipeline, 32% gain on target detection metrics
• Deployed edge AI inference models using TFLite and ONNX Runtime on embedded hardware

Khoury College of Computer Sciences · Boston, MA

• Supported 200+ students in Introduction to Data Science (CS3000) through weekly office hours, assignment grading, and curriculum development

Myelin Foundry · Bangalore, India

• Built super-resolution deep learning models optimized for on-device mobile inference
• Shipped real-time browser-based ML inference using TensorFlow.js and WebGL for consumer products
• Deployed anomaly detection systems on Raspberry Pi for industrial IoT monitoring in production
• Prototyped FPGA-based ML inference pipelines for low-latency edge computing applications

Northeastern University · Boston, MA

Focus: Machine Learning, Computer Vision, Natural Language Processing (NLP)

SRM University · Chennai, India

Secretary, ACM SIGAI Chapter