Building enterprise-grade software by day — classifying SOC alerts with Random Forest at night.
Full-Stack Developer with 2+ years of professional experience across enterprise logistics, tech consulting, and cybersecurity research. Systems Engineering student at UPC (Top 5% — Quinto Superior), thesis complete and pending sustentation.
I've built 10+ production modules at Mediterranean Shipping Company (MSC) — one of the world's largest shipping lines — and currently develop modern web products and internal tooling at Zoluxiones Latam.
My current research sits at the intersection of Machine Learning and Cybersecurity: classifying SOC alerts using Random Forest aligned to the NIST Cybersecurity Framework, with model explainability via SHAP.
Backend
Frontend
Data & AI
Cloud, DB & DevOps
Patterns & Principles
Clean Architecture · CQRS / MediatR · SOLID · Microservices · REST APIs
"Sistema Web basado en Random Forest alineado al NIST Cybersecurity Framework para optimizar las alertas en Centros de Operaciones de Seguridad (SOC) de Lima Metropolitana"
Web system that automates SOC alert triage using a supervised ML pipeline:
- Dataset: 30K real SOC records
- Model: Random Forest with engineered features (
guide_tactic_risk,guide_event_risk,rate_x_anomaly) - Classes:
benigno·a_investigar·malicioso - Performance: F1 Macro ~0.915 (5-fold cross-validation)
- Explainability: SHAP values for model interpretability
- Framework alignment: NIST Cybersecurity Framework (Identify → Detect → Respond)
- Stack: Python · scikit-learn · Flask/FastAPI · React
Collaborated with a classmate currently working at a real SOC in Lima.
| Company | Role | Period | Stack | Impact |
|---|---|---|---|---|
| Zoluxiones Latam | Full-Stack Developer | Abr 2026 – present | React 19, C#/.NET, Next.js/Redis, Kotlin, Docker, GitLab CI/CD | +15% system efficiency · −40% coordination meetings |
| Independent Consulting | Full-Stack Developer | 2025 – 2026 | React 19, shadcn/UI, Zustand, TanStack Query, .NET Clean Architecture, OpenAI, AWS | AWS file retrieval optimization · legacy C#/VB migration scoping |
| Mediterranean Shipping Company (MSC) Perú | Software Developer | Dic 2023 – Feb 2026 | Angular, .NET, SQL Server, Azure DevOps, Python/Pandas, Power Automate | +20% performance · 10+ production modules |
- 🏗️ Shipping features in production at Zoluxiones Latam
- 🎓 Finalizing my Systems Engineering degree at UPC — thesis complete, pending sustentation
- 📐 Deepening expertise in Cloud Architecture (AWS) and AI integration for enterprise
⚽ Football — FC Barcelona supporter and Sunday league player
🎮 Gaming — Survival horror enthusiast (Resident Evil series)
📺 Anime — Bleach, Dragon Ball, Death Note
Open to collaborating on open source, freelance projects, or just exchanging ideas on ML, DevOps, or backend architecture. Don't hesitate to reach out.