Looks like you have JavaScript disabled. For the full Twine experience, you will need to re-enable it.

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.…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.

Giancarlo Matute

AI Engineer, Data Scientist, Full Stack Developer, +2





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.…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.

Available to hire

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.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Language

Spanish; Castilian

Fluent

English

Advanced

Work Experience

Staff Software Engineer at Growth Acceleration Partners

November 1, 2025 - November 1, 2025

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.

Tech Lead at Avantica Technologies

March 1, 2019 - March 1, 2019

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.

Founder & Technology Leader at Self-Employed / Entrepreneur

April 1, 2018 - April 1, 2018

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.

Software Engineer at Avantica Technologies

July 1, 2013 - July 1, 2013

Developed new features and maintained Ruby on Rails codebase; collaborated with Sales Engineers on product demos; created internal/client documentation.