Hi I'm

Fernando Hernandez Cantu

About

Fernando Hernandez Cantu

I'm a Computer Engineering student at ITESM passionate about building software that solves real problems. I've worked on AI pipelines and computer vision at DistritoTec, multi-agent AI systems and ERP integrations at Epicor, and full-stack web applications. I also compete internationally in robotics with RoBorregos.

Monterrey Institute of Technology and Higher Education (ITESM)

Aug 2024 – Jun 2028

Bachelor of Computer Engineering · GPA: 95/100

Monterrey, N.L.

Centro de Bachillerato Tecnológico Industrial y de Servicios No. 36 (CBTIS 36)

Aug 2022 – Jun 2024

Associate Degree in Mechatronics Engineering · GPA: 99/100

Monclova, Coah.

Languages

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C++

3 years

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Python

3 years

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Typescript

2 years

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JavaScript

2 years

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SQL

2 years

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Java

1 year

C#

1 year

Technologies

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Pytorch

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Tensorflow

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Docker

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ROS2

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Git

Linux

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React

Next.js

Node.js

NestJS

.NET

FastAPI

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PostgreSQL

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MySQL

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Azure

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Prisma

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tRPC

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Vercel

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Tailwind

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OpenCV

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Solidworks

Work Experience

Epicor Software

Epicor Software

Software Engineering Intern · Dec 2025 – Jun 2026

  • Contributed to Prism, Epicor’s multi-agent AI assistant presented at the international Insights conference and now in production for 500+ customer companies
  • Built 5 Python sub-agents for inventory queries, business summaries, and ERP UI actions using OpenAI
  • Created 10+ C#/.NET endpoints exposing ERP data and business logic as agent tools, reducing manual query time for end users
  • Integrated the Angular chatbot UI into the Java-based Solar ERP application

Projects

Docs RAG Assistant

Docs RAG Assistant

Internal tool for the RoBorregos@Home team · Aug 2026 – Present

  • Built a RAG assistant over 4 years of team documentation without any RAG framework, combining vector search with a custom BM25 through rank fusion to reach 96% recall@5
  • Developed a FastAPI backend with separate search and answer endpoints, fallback LLMs, and per-IP rate limits
  • Replaced PyTorch with ONNX Runtime for embeddings, cutting memory usage by 50%

Awards

Líderes del Mañana — Full Scholarship

ITESM · 11th generation

1st

RoboCup@Home · Mexican Robotics Tournament (TMR)

Puebla, Mexico · 2026

9th

RoboCup@Home · World Championship

Incheon, South Korea · 2026

2nd

RoboCupJr@RescueMaze · Mexican Robotics Tournament (TMR)

Mexico City · 2025

3rd

National Math Olympiad ONMB

Aguascalientes · 2024

2nd

National Academic Festival DGTI

Pachuca · 2023

3rd

National Math Olympiad ONMAPS

Remote · 2021

Contact

I'd love to hear from you, send a message and I'll get back to you soon.

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