Experience

Professional Experience

Oct 2025

MAWJAC AI

Lead Research Engineer & Infrastructure Lead

NASA Space Apps Challenge — Global Nominee
  • Designed and implemented novel training environment for ML models to classify exoplanets using NASA astronomical datasets (3,000+ confirmed exoplanets)
  • Built rigorous evaluation framework measuring genuine model capability in ambiguous scenarios, going beyond standard accuracy metrics
  • Architected procedural world generation engine where physical variables deterministically define environment geometry, inspired by world model architectures
  • Owned end-to-end infrastructure: containerized ML pipeline with Docker, achieved sub-200ms inference latency despite complex 3D rendering
  • Selected as NASA Space Apps Global Nominee from 60,000+ participants

Jul 2024 – Present

NTT DATA

Systems Engineer – RPA Operations & Infrastructure

Remote
  • Manage production infrastructure for international banking clients (Banco Pichincha Ecuador, BCP), reducing incident response time by 40%
  • Operate distributed systems across OpenShift 4 and Azure Kubernetes Service, debugging complex microservice interactions using Dynatrace, Grafana, Kibana
  • Built automated incident detection pipelines querying Oracle PL/SQL and SQL Server, reducing MTTR from hours to minutes
  • Developed RPA automations for project management across Global Delivery Network Spain using Power Platform
  • Architected RPA system for critical incident notification for Alicorp (Peru's largest consumer goods supply chain)
  • Lead war room coordination and technical training for global teams

Oct 2023 – Present

Freelance

Independent ML Engineer & Technical Consultant

Remote
  • Delivered 6 end-to-end AI/ML and software solutions across e-commerce, healthcare, and finance
  • Implemented LLM-powered automation systems and generative AI applications with production reliability
  • Built scalable ML infrastructure using Docker Compose, React/Vue.js, Django, PostgreSQL, Nginx on Ubuntu Server

Jan 2024 – Apr 2024

Universidad Nacional Pedro Ruiz Gallo

Full-Stack Software Engineer

Hybrid
  • Developed legal document management system using Laravel and Vue.js, improving administrative efficiency by 60%
  • Architected RESTful API services balancing engineering rigor with rapid feature delivery

May 2023 – Aug 2023

Grupo Consigueventas Inversiones

Backend Software Engineer

Remote
  • Built attendance management system using TDD, achieving 85%+ code coverage
  • Architected RESTful API services and database schema for Laravel-based system
  • Mentored junior developers and established code review practices

May 2023 – Oct 2024

UNPRG – Nursing Faculty

Volunteer Software Engineer

Volunteer
  • Owned end-to-end development of thesis project management system over 17-month period
  • Designed complete system architecture with comprehensive documentation and user manuals

Current Research & Active Learning

RL Environment Design

Implementing custom Gymnasium-compatible environments for long-horizon tasks, studying reward shaping and PPO/SAC algorithms.

LLM Fine-tuning & Evaluation

Learning LoRA, QLoRA techniques and implementing custom evaluation frameworks. Studying RLHF and alignment research.

World Models & JEPA

Deep-diving into JEPA architectures and connections between neurosymbolic approaches and learned world models.

ML Research Methodology

Following Anthropic's research output to design rigorous experiments measuring genuine capabilities.