Skills

I have engineered enterprise-grade Hybrid RAG (Retrieval-Augmented Generation) architectures at WahooArt, dynamically aggregating context from internal vector stores (ChromaDB), SQL databases, and live web data (SerpAPI). My experience includes building multi-LLM abstraction layers that switch between GPT-4 and open-source models (Llama 2, Mistral) to optimize cost and performance. 

I successfully deployed automated content pipelines that generate academic-style articles and SEO content across 20 languages using LangChain and custom prompt engineering. 

With over 25 years of experience bridging business goals and technical execution, I have founded and scaled platforms like EasyAutoML and WahooArt. I specialize in translating vague business requirements into concrete architectural diagrams and profitable AI solutions. 

My track record includes managing 1,000+ remote developers, leading digital transformation, and pioneering accessible AI by designing systems that democratize machine learning for non-technical users across business and education sectors. 

As the Founder/Lead of EasyAutoML, I designed a no-code platform capable of automated CNN construction and evolutionary architecture search using TensorFlow and PyTorch. I built robust feature engineering pipelines utilizing Pandas and Scikit-Learn for automatic data-type detection, imputation, and vectorization (100x speedup). 

My work includes creating end-to-end lifecycles from data ingestion to inference—supporting regression, multi-class prediction, and hyperparameter optimization on GPU-accelerated infrastructure. 

At ArtSoft, I architected a system managing over 100M media files with optimized caching and CDN delivery. I integrated OpenCV and PIL/Pillow for complex image logic, including face detection, AI-driven style transfer (20+ styles), and structural comparison using ORB feature matching. 

Furthermore, I implemented multimodal AI (LLaVA) for visual description and automated thumbnail generation, ensuring high-performance delivery across a global, visually-intensive e-commerce platform. 

I possess deep expertise in deploying high-availability stacks, evidenced by the ArtSoft infrastructure handling 9 domains and millions of requests. I utilize a multi-layer stack involving Cloudflare, Nginx, Gunicorn, and Django, optimized with PgBouncer to manage 1,000+ concurrent connections. 

My experience includes implementing zero-downtime deployments via systemd, securing static content delivery, and designing modular REST APIs that support massive concurrent ML workloads. 

I have extensive experience assembling and leading cross-functional, distributed teams (developers, designers, QA) in Ukraine and globally for EasyAutoML and ArtSoft. 

I specialize in Agile/Scrum methodologies, managing full product lifecycles from concept to go-to-market. My leadership ensures alignment between stakeholders and remote engineering teams, overseeing sprint planning, quality assurance, and the delivery of complex technical projects on strict timelines and budgets.