AI  ·  XR  ·  Intelligent Systems

Engineering
intelligence
into systems.

I design and build production-grade AI pipelines, XR environments, and intelligent automation — from research to real-world deployment. Based in Mexico, working globally.

10+
Years in Engineering
2×
Published Datasets
PhD (c)
Intelligent Systems

What I build

Services & Capabilities

01
⚡

Generative AI Systems

End-to-end design and deployment of multi-model generative pipelines — combining LLMs, diffusion models, and video generation for scalable, production environments.

LLMDiffusionVideo GenMulti-GPU
02
👁

Computer Vision

Research-grade and production vision systems: detection, segmentation, and biometric estimation. Published in JCR journals and Springer. Open datasets on Mendeley and IEEE DataPort.

YOLOSegmentationOpenCVPyTorch
03
◈

XR Development

Virtual, augmented, and mixed reality environments for technical training and industrial simulation on Meta Quest and HoloLens 2, built with Unity and MRTK for real-world deployment.

Meta QuestHoloLens 2UnityMRTK
04
⚙

Automation & IoT

ML-driven smart systems for industrial processes: sensor networks, control logic, predictive modeling, and process monitoring for manufacturing and agro-industrial operations.

IoTPLC / SCADAML PredictionRobotics
05
📋

AI R&D Consulting

Strategic AI roadmapping, feasibility analysis, and hands-on prototyping for organizations building or scaling intelligent systems. Academic depth with a production mindset.

StrategyArchitecturePrototypingResearch
06
⬡

Intelligent Systems for Agro-Industry

AI-driven solutions for agro-industrial operations: non-invasive biometric estimation, species classification, biomass prediction, and sensor-based process monitoring. Grounded in published research and real production deployments.

Biomass EstimationComputer VisionIoT SensorsML Prediction

Selected work

Featured Projects

01

Generative Media Platform →

Multi-GPU pipeline combining LLMs, image diffusion, and video generation to deliver fully personalized media experiences at scale for a major consumer brand. Designed to produce millions of unique outputs per deployment in real-time interactive environments.

Generative AI
2024
02

Driver-Route Matching System →

AI system for selecting the most suitable driver for a given route, built for a heavy freight logistics operator. Uses explainable and reliable AI to support operational decision-making. Delivered as a consulting engagement; currently moving into production deployment.

Machine Learning
2024 – Present
03

Aquaculture Biometrics via Computer Vision →

Non-invasive biomass estimation for shrimp and tilapia using image segmentation and morphological analysis. Published in JCR journal Animals (MDPI) and Springer. Open datasets on Mendeley and IEEE DataPort. Software copyright registered (INDAUTOR).

Computer Vision · Research
2022 – 2025
04

XR Development & Mixed Reality Systems →

Design and development of immersive mixed and extended reality experiences on Meta Quest and HoloLens 2 using Unity and MRTK. Focused on spatial interaction, passthrough integration, and real-time 3D environments for complex technical applications.

XR / Mixed Reality
2024 – Present

Technical expertise

Stack

AI / ML
PyTorchHuggingFaceLangChainSklearnFLUXSDXL TurboCogVideoXQwen
Computer Vision
OpenCVYOLODiffusersDetectron2Matplotlib
XR / 3D
UnityHoloLens 2Meta QuestMRTKOpenXRC#
Backend / Infra
PythonFastAPIFlaskGradioDockerCUDAC++
Hardware / Control
PLCsFPGAsMATLABLabVIEWIoTMicrocontrollers
Design / Other
SolidWorksInventor3D PrintingHTML/CSS/JSFreeCAD

Background

About Me

I’m an AI and XR systems engineer working at the intersection of research and production. My work spans generative AI pipelines, computer vision, and immersive training environments — systems built to scale beyond the prototype stage.

PhD candidate in Engineering Sciences specializing in intelligent systems for agro-industry at Instituto Tecnológico de Hermosillo, with a prior M.Sc. in Electronic Engineering (top GPA, academic excellence award ×2) and a B.Eng. in Mechatronics.

Currently leading AI R&D at Eisenholz and consulting independently on machine learning and XR projects. I have provided technical consulting to universities, research institutions, and private companies across industrial and technology sectors. Available for nearshore contracts and remote collaboration with US and international teams.

Work with me →
LocationHermosillo, Sonora — Mexico
Current roleAI R&D PM @ Eisenholz
FreelanceAvailable for projects
EducationPhD Candidate · M.Sc. · B.Eng.
EnglishTOEFL IPT 590 · BULATS C1
TimezoneMST — Full US overlap
PlatformsUpwork · Arc.dev · Direct

In the field

Where the Work Happens

Fernando at shrimp aquaculture farm, Sonora
Field ResearchShrimp aquaculture farm, Sonora
Fernando at Samara University, Russia
InternationalSamara University, Russia
Building intelligent systems
AI-Generated PortraitA representation — built with generative AI

Words to build by

“

And this is eternal life: that they know you, the only true God, and Jesus Christ, whom you have sent.

John 17:3The Gospel of John
“

Wonder is the desire for knowledge.

Thomas AquinasSumma Theologica
“

Aristotle is a magnanimous victor, providing as he does the true metaphysical foundations for the very possibility of science itself.

Edward FeserAristotle’s Revenge, 2019
“

I know that I know nothing.

SocratesPlato — Apology

Ready to
build something
extraordinary?

Whether you need a generative AI system, an XR training environment, or intelligent automation — let’s talk about what’s possible.

fernandoramirezcoronel@gmail.com LinkedIn ↗ Upwork ↗