Large-scale beauty & health e-commerce
Khanoumi
Multi-agent RL pricing, AI content production, Text-to-SQL BI, and cloud MLOps for a 24,000+ SKU catalog.
Production AI systems | Yerevan, Armenia
Vatche Thorossian
Senior AI/ML Engineer — LLM SystemsLLM & RAG Systems Architect | MLOps & Distributed Inference
I design and ship production-grade LLM platforms, RAG pipelines, multi-agent systems, and MLOps infrastructure at scale.
Senior AI/ML EngineerLLM | RAG | MLOps
Professional Summary
Systems thinking with measurable product outcomes.
Senior AI/ML Engineer with 7+ years designing and shipping production-grade LLM platforms, RAG pipelines, multi-agent systems, and MLOps infrastructure at scale. Built and owned end-to-end AI systems serving 24,000+ SKUs and 1M+ records across large-scale e-commerce, from feature engineering and model training through real-time inference and deployment.
Yerevan, Armeniavatche.thorossian@gmail.com
7+Years building production systems
24k+SKUs served by AI workflows
1M+Records across analytics pipelines
3Engineering teams influenced
Operating Mode
From model idea to monitored release path.
End-to-end AI systems
Data, training, inference, deployment, monitoring.
Production architecture
Microservices, gRPC, DDD, and cloud infrastructure.
Technical leadership
Roadmaps, architecture decisions, and team alignment.
Operational ownership
Release cycles, rollback paths, and measurable outcomes.
Product impact
Systems tied to throughput, cost, speed, and stakeholder autonomy.
Selected AI Systems
Production work across LLMs, RAG, data, and MLOps.
AI research and solutions organization
ISRAN
Enterprise RAG pipelines, domain-driven AI services, and MLOps workflows for private knowledge retrieval.
FMCG and retail operations
Pizzaro - Golrang Industrial Group
Demand modeling, transaction segmentation, KPI frameworks, and product roadmap execution.
AI and data tools for e-commerce sellers
Selleryar
Automated analytics pipelines, scraping systems, APIs, and scalable infrastructure for seller performance tools.
Technology and education holding group
Omid Iranian Holding
Centralized student data dashboard, full-stack delivery, and mentorship for junior developers.
Experience
Runtime log of shipped systems and teams served.
March 2025 - Present
Large-scale beauty & health e-commerce
Khanoumi
AI & ML Engineer Lead- Architected and shipped a multi-agent reinforcement learning pricing engine across 24,000+ SKUs from scratch.
- Reduced PDP content production time by 60% for 10,000+ product listings with an end-to-end AI content system.
- Built a natural-language-to-SQL BI platform for 10+ non-technical stakeholders.
- Owned Airflow, MLflow, GitLab CI/CD, Docker/Kubernetes, Terraform, and AWS release workflows.
June 2024 - March 2025
AI research and solutions organization
ISRAN
Data Scientist & LLM Engineer- Cut internal knowledge retrieval turnaround by 35% across a 200+ person organization.
- Designed domain-driven microservices for data-intensive AI workloads across 3 engineering teams.
- Implemented MLflow and Apache Airflow lifecycle patterns for training, deployment, monitoring, and rollback.
January 2024 - September 2024
FMCG and retail operations
Pizzaro - Golrang Industrial Group
Data Scientist & Product Manager- Improved inventory workflow efficiency by 30% and cut overstock incidents by 20%.
- Increased customer engagement by 15% and marketing effectiveness by 25%.
- Aligned 3 cross-functional teams on a prioritized backlog and accelerated delivery by 2 sprint cycles.
March 2021 - December 2023
AI and data tools for e-commerce sellers
Selleryar
Full-Stack Python Developer & Data Scientist- Built analytics pipelines over 1M+ data points and reduced weekly reporting from 8 hours to under 2 hours.
- Increased product catalog coverage by 3x and reduced data acquisition costs by 35%.
- Boosted system throughput by 40% and reduced query latency from 900ms to 300ms.
August 2018 - August 2020
Technology and education holding group
Omid Iranian Holding
Junior Software Engineer & UI/UX Designer- Built the institution's first centralized student data dashboard, cutting administrative processing time by 50%.
- Mentored 30+ junior developers through structured programming courses.
Languages & Technologies
The stack behind the outcomes.
AI / ML & LLMs
LangChainCrewAIOllamaRAG pipelinesMulti-agent systemsPyTorchKerasscikit-learnTransformersNLPReinforcement LearningMLflow
Data & Vector Systems
QdrantPostgreSQLMongoDBOracle SQLMicrosoft SQLPandasNumPy
Infrastructure & MLOps
DockerKubernetesApache AirflowTerraformAWS LambdaAWS S3GitLab CI/CDLinuxNginx
APIs & Architecture
FastAPIgRPCRESTMicroservicesDomain-Driven DesignClean ArchitectureOOPDesign Patterns
Core Languages
Python (expert)GoSQLBash
Education & Training
Computer science foundation with focused AI training.
Education
Azad University, Central Branch - M.Sc. Computer Science (Bioinformatics)
Azad University, Central Branch - B.Sc. Computer Science
Certifications & Training
Data Scientist & LLM Engineering - ISRANProduct Management Bootcamp - QueraDeep Learning - UdemyDesign Patterns - UdemyML, NLP, Python - Coursera / Udemy