I build & deploy ML and LLM systems.

Hello! I'm Amey Managute, an AI/ML Engineer focused on building and deploying LLM-powered systems. I recently graduated with a Master's in AI from the University at Buffalo, and I specialize in shipping production-ready ML solutions that actually work.

My work centers on Multimodal RAG pipelines, MCP-based tool integrations, and end-to-end ML systems. I've built everything from multimodal retrieval systems with Pinecone and FastAPI to Model Context Protocol servers that let LLMs generate mathematical animations.

I'm most comfortable working with Python, PyTorch, FastAPI, LangChain, and AWS. Whether it's architecting a semantic search pipeline or deploying containerized ML services, I focus on building things that are fast, reliable, and maintainable.