LLM-Powered Multi-Model Chat Interface
Designed the conversational memory architecture for a chat interface, including user memory and episodic memory concepts.
Profile
Summary
I work on practical AI systems with an emphasis on product-facing delivery. My projects have included conversational interfaces, voice bots, retrieval systems, agent-based automation, and applied evaluation work across small and mid-sized teams.
Experience
Software consulting
Software Consultant
Delivered AI-focused solutions spanning LLM applications, retrieval systems, voice interfaces, automated testing, and customer-support tooling.
Selected projects
Representative work
AI-Based Voice Bots
Developed voice bot solutions for operational customer use cases, covering implementation, design, and research.
AI-Driven Retrieval System for ERP Data
Built a retrieval system for structured enterprise data queries using both classical and graph-oriented retrieval approaches.
Agent-Based E2E Test Generation
Developed an agent-based workflow that generates end-to-end tests using UI-only access as the operating constraint.
LLM-Based Unit Test Generation
Contributed to an automated unit test generation system built with LLMs and AI agents.
AI-Driven Ticket Retrieval System
Developed a hybrid retrieval system combining semantic search and keyword-based techniques for support ticket analysis, and advised on retrieval evaluation strategy.
Video Pose Detection and Tracking in Sports
Built a human pose analysis system to support sports decision workflows and downstream operational integration.
Customer Assistance AI-Agent Platform
Developed an AI-agent framework to assist customers with issue resolution and pre-fill relevant support information.
Retrieval-Augmented Generation Chatbot
Built and maintained a RAG-based chatbot for internal knowledge queries, including query classification, deployment, and chat platform integration.
PoCs and Acquisition Support
Helped design and build additional AI proof-of-concepts, customer workshops, and retrieval-oriented solution approaches.
Technologies
Key tools and platforms
OpenAI
LangChain
Large Language Models
Visual Language Models
ChromaDB
PydanticAI
Python
Poetry
uv
FastAPI
Streamlit
Docker
Kubernetes
Bitbucket
Slack Apps