Summary
Tiago Soares is a Machine Learning Specialist with over 14 years of hands-on software and data engineering experience and more than 20 years in IT overall, blending full-stack development roots in Python, PHP and JavaScript with deep expertise in scalable data systems. He built and scaled an electronic fiscal documents platform serving 15k+ Brazilian companies and founded Encontrei Contador, demonstrating product-driven engineering and operational leadership. Today he focuses on generative AI and RAG solutions, implementing Milvus, LangChain and CrewAI-based architectures, custom LLMs/SMLs, and AI agents that turn complex data into actionable insights. Tiago routinely experiments with GPT-3/4, Llama, BERT, Mistral and Falcon and leverages ClickHouse, PySpark, Elasticsearch, MongoDB and DuckDB for large-scale data processing. As a technical advisor and current Machine Learning Specialist at EMBRAPII, he combines research-oriented innovation with production-grade scalability. An underappreciated strength is his track record of translating domain-specific compliance and fiscal workflows into high-performance, searchable vector systems.
14 years of coding experience