AI Engineer · LLM & Agentic Systems
I ship
I build production multi-agent architectures and real-time voice agents that take live calls, check availability, and book reservations through tool calls, plus RAG pipelines that cut hallucinations in customer-facing products.
About
I'm an AI Engineer focused on LLM and agentic systems, with production experience taking models from prototype to live, customer-facing deployments.
At Quicktext I architect multi-agent systems with LangGraph and the Model Context Protocol (MCP) for state management and context orchestration, and build a real-time hospitality voice agent on LiveKit that handles natural-language calls end to end.
Before that I engineered RAG pipelines and ran fine-tuning and prompt-engineering experiments that measurably improved accuracy and reduced hallucinations. I took 1st place at the AI Night Challenge with a computer-vision defect-detection system.
Experience
Two roles at Quicktext: first proving models in research, then putting agents into production.
Projects
From a national competition win to from-scratch model internals.
Won 1st place at the 3rd edition of the AI Night Challenge (hosted by ARSII). A vision system that detects surface defects on ceramic tiles in real time.
A native speech-to-speech agent built on the Ultravox SLM for hospitality, with human-like voice interactions that manage bookings over a live audio stream.
A reusable, published chatbot interface widget shipped as an NPM package: a drop-in conversational UI that integrates into external applications.
A minimal GPT implementation written from scratch in Rust, inspired by Karpathy's microgpt.py, building transformer internals at the metal.
House price prediction with a Random Forest model wrapped in a simple, reproducible MLOps workflow, from notebook to a clean training pipeline.
Active with the toolchains behind my work, contributing to and tracking the MCP Python SDK / servers and the LiveKit agents framework.
Skills
What I reach for, grouped by where it lives in the stack.
Education & credentials
Contact
Open to AI engineering roles and collaborations on agentic systems, voice AI, and RAG. The fastest way to reach me is below.