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Erick Aguilera

@erickaguilera

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Deep Learning Engineer at BeagleMind GmbH who built LLM agent workflows and computer vision pipelines.

Mexico

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At BeagleMind GmbH, I built an MCP server that lets LLM agents operate a game engine editor API, with autonomous build, test, and tutorial execution across 17 end-to-end scenarios. I also developed NLP and agent workflows using BERT, LangChain, and LangGraph.

Previously, at Sitework Data, I engineered low-latency computer vision and OCR pipelines for edge devices, including a YOLO-tiny model for analogue gauge reading. At LaViRIA, I contributed to AutoMiny, an autonomous robotics platform focused on computer vision, sensor processing, and navigation.

Experience

Work history, roles, and key accomplishments

Current

Deep Learning Engineer

Current

BeagleMind GmbH

Apr 2022 - Present (4 years 6 months)

Designed and implemented end-to-end NLP pipelines using BERT, LangChain, and LangGraph for customer sentiment classification. Built an MCP server enabling LLM agents to drive a game engine's editor API and developed RAG systems with FAISS for contextual memory.

Python PyTorch TensorFlow BERT Lang Chain LangGraph RAG Faiss OCR OpenCV YOLO Docker Kubernetes AWS MLOps Model Optimization data preprocessing Data Augmentation CI CD

Computer Vision Engineer

Sitework Data

Jan 2016 - Nov 2021 (5 years 10 months)

Engineered low-latency computer vision and OCR pipelines for automated numerical reading from analogue devices, optimized for edge deployment. Developed a custom autonomous rover platform and implemented reinforcement learning-based control for autonomous navigation.

Computer Vision OCR OpenCV YOLO OpenVINO Edge Computing Model Optimization Sensor Fusion Reinforcement Learning Autonomous Navigation Python C++

Junior Software Engineer

LaViRIA

May 2014 - Nov 2015 (1 year 6 months)

Led technical development of computer vision and robotics initiatives, contributing to the AutoMiny autonomous robotics platform. Presented research findings at academic conferences and technical outreach events.

Computer Vision Robotics ROS Autonomous Navigation Sensor Processing Python C++