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hugoromerorico/README.md

Typing SVG

AI Engineer with a Computer Science + Business Administration background, bridging technical innovation and business strategy to deliver production-ready solutions that actually ship.

I'm passionate about translating complex AI challenges into scalable, production-grade systems that drive measurable value.

I combine critical thinking with hands-on execution, building agentic workflows, MLOps pipelines, and full-stack AI applications that solve high-impact problems at scale.

What I Do

Business-Aligned AI Engineering

  • Translate business requirements into architectures that deliver measurable value
  • Balance innovation with pragmatism—choosing the right tool for value creation, not hype
  • Cut through AI buzzwords to what actually works in production

Production AI Systems

  • Agentic automation flows with MCP servers that reduce operational overhead
  • MLOps pipelines: training, validation, deployment, monitoring at scale
  • Full-stack AI applications with scalable API architectures
  • LLMOps governance: prompt versioning, budget controls, RBAC

Infrastructure & DevOps

  • Cloud-native AI infrastructure (Terraform, GCP, Kubernetes)
  • CI/CD pipelines for AI systems (GitHub Actions)

Experimentation

  • Evaluate SOTA frameworks (LangGraph, multi-agent) for production viability
  • Balance performance with cost—no trend-chasing

Tech Stack

AI & ML

Python Langgraph Langchain PyTorch TensorFlow HuggingFace

Infrastructure & DevOps

Google Cloud Platform Terraform Kubernetes GitHub Actions Airflow UV

Full-Stack Development

React Next.js Astro Java

Connect


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✍️ "I'm not superstitious, just a little stitious" – Michael Scott

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