Skip to content
View RFGRONA's full-sized avatar

Highlights

  • Pro

Organizations

@Semillero-LINUDECX

Block or report RFGRONA

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
RFGRONA/README.md

Gabriel Martinez Roldan

Typing SVG

Portfolio LinkedIn Email

👋 About Me

I'm a Systems & Computing Engineer with hands-on experience in R&D, specializing in backend architecture, DevOps, and Machine Learning operationalization (MLOps). I bridge the gap between theoretical models and production-ready environments.

I build end-to-end systems, orchestrating everything from event-driven microservices with sub-second latency to containerized bare-metal infrastructure and Zero-Trust networks. I am comfortable owning a project from the hardware layer all the way to cloud deployment.

🌐 Deep dive into my architecture decisions, code quality, and system designs in my comprehensive Case Studies at gabemaro.dev.

🛠️ Tech Stack & Skills

Languages

My Skills

Backend & Systems Architecture

My Skills

Event-Driven Architecture (EDA) · Microservices · Clean Architecture · RESTful APIs

AI & Data Engineering

My Skills

RAG Architecture · LLMs (Gemini/Local) · CNN & RNN (LSTM/GRU) · MLOps · ONNX Inference

Infrastructure, DevOps & Security

My Skills

Proxmox Virtualization · Ubuntu/Fedora Server · Zero-Trust Networking (Tailscale/Cloudflare Tunnels) · Web Crypto API (AES/RSA) · CI/CD Pipelines

Tools & Workflow

My Skills

Scrum Fundamentals (SFC) · SOLID Principles · GitOps


🚀 Featured Projects & Case Studies

🌱 AIRT: Precision Agriculture IoT

R&D Software Engineering · International Recognition

Production-grade IoT system for detecting crop water stress. Designed a Clean Architecture in .NET 8 to process high-frequency telemetry via thread-safe concurrent flows. Integrated ONNX inference models and RAG/LLM microservices using Python and FastAPI for dynamic model routing.

🔍 CoralK: Distributed Search Engine

Event-Driven Architecture · Millisecond Latency

Asynchronous platform for metadata extraction and full-text search across thousands of PDFs. Decoupled CPU-intensive processing using RabbitMQ message brokers and Worker services. Containerized architecture integrating .NET 8, PostgreSQL, and Meilisearch to ensure sub-second search responses.

🌿 BioKudi: Ecotourism Platform

N-Tier Monolith · Applied Cryptography

Comprehensive platform built on an N-Tier Architecture with ASP.NET Core MVC. Engineered a custom symmetric AES encryption engine (End-to-End Encryption) via the Web Crypto API. Features advanced Role-Based Access Control (RBAC) and interactive geospatial GeoJSON map rendering.

🖥️ Private Cloud Homelab

Self-hosted Infrastructure & CI/CD

Enterprise-grade cluster orchestrating 15+ containerized microservices. Managed with Proxmox and Docker Compose. Implemented Zero-Trust networks using Tailscale, reverse proxies with Nginx Proxy Manager, Cloudflare Tunnels, and automated deployment pipelines via Bash scripting.

Pinned Loading

  1. ArandanoIRT ArandanoIRT Public

    AIRT: Detección de estrés hídrico en arándanos de Biloxi mediante termografía de bajo costo. Repositorio central para la documentación de tesis, modelado y arquitectura del sistema.

    TeX

  2. ArandanoIRTSoftware ArandanoIRTSoftware Public

    Plataforma web de monitoreo agrícola de precisión para la detección de estrés hídrico en arándanos mediante termografía infrarroja e índice CWSI (AIRT). Desarrollada con .NET 8, integración IoT e i…

    C#

  3. ArandanoIRT-ML ArandanoIRT-ML Public

    Microservicio de IA con arquitectura RAG para el diagnóstico, analisis y apoyo agronómico de arándanos mediante termografía infrarroja.

    Python

  4. BioKudi-Backend BioKudi-Backend Public

    Biokudi ofrece una solución innovadora para mejorar la experiencia de viaje en Cundinamarca, facilitando la planificación de turismo ecológico con información actualizada sobre destinos sostenibles.

    C# 2 1

  5. biokudi-frontend biokudi-frontend Public

    Biokudi ofrece una solución innovadora para mejorar la experiencia de viaje en Cundinamarca, facilitando la planificación de turismo ecológico con información actualizada sobre destinos sostenibles.

    JavaScript 1 1

  6. BioKudi-Monolithic BioKudi-Monolithic Public archive

    Biokudi ofrece una solución innovadora para mejorar la experiencia de viaje en Cundinamarca, facilitando la planificación de turismo ecológico con información actualizada sobre destinos sostenibles.

    C#