Giancarlo Matute
Hi, I’m Giancarlo Matute, an AI Engineer specializing in Generative AI, RAG systems, and LLM deployment. I bridge traditional software development with cutting-edge AI to build robust, production-ready systems.
About
Hi, I’m Giancarlo Matute, an AI Engineer specializing in Generative AI, RAG systems, and LLM deployment. I bridge traditional software development with cutting-edge AI to build robust, production-ready systems. My work spans from full-stack development to model fine-tuning and agent orchestration, with hands-on experience designing scalable AI/ML pipelines on AWS and integrating LangChain-powered workflows.
With 15+ years in software engineering and entrepreneurship, I bring a business-minded approach to AI projects, focusing on solving real-world problems with practical, maintainable solutions. I enjoy mentoring teams, driving architectural decisions, and delivering value through reliable, observable AI systems.
- Joined November 2025
Languages
- Spanish; CastilianFluent
- EnglishAdvanced
Industry experience
- Software & Internet
- Professional Services
- Media & Entertainment
Work experience· 4 roles
Designed and implemented RAG systems, developed AI agents using LangChain for automated workflows, fine-tuned transformer models, and built/optimized vector databases. Integrated LLMs into production applications with guardrails and monitoring. Architected scalable AI/ML pipelines on AWS; contributed to feature development, code reviews, and mentoring; participated in architectural decisions.
Led technical initiatives, mentored engineers, and conducted technical interviews. Acted as first responder for 24/7 on-call rotation. Developed new features, corrected defects, and resolved complex infrastructure problems.
Founded and scaled a technology company from concept to ~15 employees. Architected and implemented ERP/CRM systems; managed the complete technology stack (servers, databases, web hosting). Built strong business acumen, leadership, and continuous technical training.
Education
Certifications and awards
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