Gustavo Mandujano Rojas

AI Specialist with an advanced background in Computer Science Engineering (M.Sc.) and Mechatronics. Proven track record in designing and deploying real-time computer vision pipelines, optimizing Deep Learning models (PyTorch) for resource-constrained Edge AI environments, and architecting geometric/3D spatial awareness systems. Expert in bridging the gap between research models and production-ready MLOps infrastructure, focusing on low-latency execution, multi-modal sensor fusion, and resilient autonomous architectures.

• Robotti3D | Cloud & Edge AI Engineer (Founder) | 06/2022 – Present
  • Real-Time CV Pipelines: Designed and deployed field-ready, low-latency computer vision and deep learning pipelines using PyTorch and ROS 2 for autonomous UAV navigation in unstructured environments.

  • Geometric & Spatial Processing: Implemented classical CV algorithms, including camera calibration and homography estimation, to enable precise 3D scene understanding and robust visual tracking on physical platforms.

  • Edge Optimization & Benchmarking: Evaluated hardware constraints and optimized deep learning architectures for execution on resource-restricted companion computers (Raspberry Pi 5), targeting throughput maximization and latency reduction.

  • Agentic MLOps Infrastructure: Built a production-grade, agentic RAG framework leveraging n8n and Supabase (Vector) for real-time automated knowledge ingestion, contextual validation, and intelligent customer service dispatch.

  • Production Deployment: Engineered the business's core application layer, utilizing LLM code-generation orchestration for clean architecture design, using Vercel for high-availability production hosting.

• My Rockstar Twin | Game & Web Developer | 06/2021 – 06/2022
  • 3D Spatial Computing: Developed immersive 3D, VR, and AR production applications using Unity and C#, implementing spatial rendering, geometric mathematics, and interactive environment architectures.

  • API & Platform Integration: Designed and optimized e-commerce architectures by implementing REST APIs for synchronous inventory synchronization, relational data consistency, and payment pipeline security.

• Professional Services Provider: In Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional, UMI-LAFMIA, August 2016 - November 2019
  • Participation in the creation of a fixed-wing drone with solar panels. Social service.

  • Design and implementation of a digital and power system for the administration of the energy supply to increase the autonomy of the aircraft.

  • Multilayer PCB design, MPPT.

  • Management of laboratory equipment: Oscilloscope, Function generator, Multimeter and Power supply.

• M.Sc. in Computer Engineering | CIC - Instituto Politécnico Nacional (IPN) | 02/2024 - 06/2026

• Data Scientist Professional Certification | Tripleten Bootcamp | 2026

• Unidad Profesional Interdisciplinaria en Ingeniería y Tecnologías Avanzadas, Bachelor's degree, Ingeniería mecatrónica, 2017

• IEBS Business School, Postgraduate Degree, Gestión Ágil de Proyectos con Scrum, Kanban, Lean y XP. Actual