Overview
Technical skills
Timeline
Roles

Overview

AI developer with 6 years of software engineering experience, including recent production work on LLM-powered systems. Builds backend architectures for AI services, including multi-step agents and RAG pipelines with evaluation and deployment safeguards. Has prior ML engineering experience implementing document intelligence with embeddings, semantic search, and inference optimizations using ONNX and quantization.

Technical skills

Python
Python
FastAPI
Databases
PostgreSQL
pgvector• 5y+
Qdrant
AI/ML
AI Agents
Claude
Prompt Engineering
vLLM
Embeddings• 5y+
ONNX• 5y+
PyTorch• 5y+
Quantization• 5y+
Semantic Search• 5y+
Transformers• 5y+
Fine-tuning
LangChain
LangGraph
Llama
LLM
RAG
DevOps
Git
CI/CD• 7y+
Docker• 7y+
Rest API• 7y+

Timeline

AI Developer Middle
NetFactory Full-Time
Jan 2026 to Present 7 Months Yerevan In office
Owned backend architecture for LLM-powered services exposed via FastAPI microservices for restaurant partners. Built a conversational agent for table booking and food ordering, and implemented a RAG system over menus, reviews, and policies using hybrid semantic and keyword retrieval. Integrated and A/B-tested commercial and open-source LLMs, including fine-tuning a Llama model, and added an automated evaluation harness to gate prompt and model changes.
LangChain
LangGraph
Qdrant
LLM
Llama
Fine-tuning
RAG
Semantic Search
Machine Learning Engineer Middle
Aratech Solutions Full-Time
Jun 2021 to Feb 2023 1 Year 8 Months Yerevan In office
Developed a document-intelligence service for a fintech client using embedding-based semantic search over a large corpus of contracts and invoices. Shipped an internal GPT-based knowledge assistant from prototype to production, and improved an ML inference pipeline by exporting to ONNX, applying quantization, and optimizing batching. Worked with PyTorch and Transformer models to support downstream search and classification.
PyTorch
Transformers
pgvector
Embeddings
Semantic Searchsince 2021
ONNX
Quantization
Python Backend Developer Middle
Codewave LLC Full-Time
Jul 2019 to May 2021 1 Year 10 Months Yerevan In office
Built and maintained backend REST APIs for a logistics SaaS used by a large daily user base. Worked with FastAPI and Docker-based deployments and owned CI/CD for containerized releases. Supported reliable service operation through backend API development and infrastructure automation.
Rest API
Docker
CI/CD