Hi, I'm Amey 👋
I build & deploy ML and LLM systems.
AI/ML Engineer with an MS in Artificial Intelligence from University at Buffalo. I build and deploy across ML and LLMs from deep learning models and NLP systems to RAG pipelines and LLM-powered applications.
About Me
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.
Experience
Machine Learning Intern
The Tann Mann Gaadi
- Implemented natural-language dataset analysis features used by 50+ non-technical users; reduced average query time ~40% and eliminated manual scripting for ad-hoc analysis
- Automated ETL and feature pipelines with LangChain + PandasAI and Dockerized services, cutting repetitive processing time by ~60% and increasing reliability
Student Assistant (STEM Tutor)
University at Buffalo
- Delivered 1:1 mathematics tutoring to grades 5–12 through Buffalo Public Schools, strengthening problem-solving skills and conceptual understanding
Education
Master of Science in Engineering Science (Artificial Intelligence)
University at Buffalo, SUNY
- Specialization in Artificial Intelligence and Machine Learning
- Coursework: Applied Machine Learning, Deep Learning, Natural Language Processing, Computer Vision
Bachelor of Engineering in AI & Data Science (Hons. Blockchain Technology)
University of Mumbai
- Focus on Computer Science fundamentals, Data Structures, Algorithms, and Software Engineering
- Developed strong foundation in programming and system design
Projects
Manim MCP Server
MCP server enabling LLMs to generate 3Blue1Brown-style math animations via natural language. Streamlined 5-tool API reduces complex workflows from 30-50+ operations to 2-3 tool calls.
GPT from Scratch
Character-level generative language model built from scratch using GPT architecture. Includes tokenization, multi-head self-attention, positional encodings, and temperature-based text generation.
Image Forgery Detection
ELA + CNN pipeline to detect and highlight manipulated regions in images. Built with React frontend, Flask backend, and TensorFlow.
Skills
Core Languages
Machine Learning & AI
Frameworks & Libraries
Backend & APIs
MLOps & DevOps
Cloud (AWS)
Get In Touch
Let's Connect
I'm currently looking for opportunities in AI, ML, and software development. Whether you have a question, want to collaborate, or just want to say hi, feel free to reach out!