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Giancarlo Matute

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.

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

Staff Software Engineer · Growth Acceleration PartnersNov 2025 – Nov 2025 · 1 mo

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 · Avantica TechnologiesMar 2019 – Mar 2019 · 1 mo

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 · Self-Employed / EntrepreneurApr 2018 – Apr 2018 · 1 mo

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 · Avantica TechnologiesJul 2013 – Jul 2013 · 1 mo

Education

Bachelor's in Software Engineering · Tecnológico de Costa Rica2030 – 2025

Certifications and awards

IBM AI Engineering with Python, PyTorch & TensorFlow2030 – 2025
AWS Cloud Practitioner2023 – 2025
Certified Scrum Product Owner2017 – 2025
Certified Scrum Master2014 – 2025

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