Open to Computer Vision & GenAI opportunities

Manu Amestoy

I build AI systems that work in production.

Computer Vision & GenAI Engineer

Production AI: computer vision, GenAI workflows and reliable backend systems.

José Manuel Amestoy
Computer Vision · GenAI
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Professional impact

Systems built for the real world

Private work summarized by challenge, contribution and outcome.

01Production Computer Vision

Real-time sports tracking & automatic camera control

Improved detection, tracking, prediction and runtime performance for a production sports-video system.

+50% detection precision
+80% inference-time improvement
PythonC++PyTorchOpenCVReal-time video
02Automation & Observability

Automated video testing infrastructure

Repeatable video testing, trajectory evaluation and performance metrics.

~87% approximate reduction in validation time
PythonAutomated testingObservability
03Distributed GenAI

Distributed infrastructure for agent workflows

Parallel agent execution with tracking, checkpoints and recovery.

Task queuesParallel executionFailure recovery

Experience

From models to operated systems

DEUS

Nov 2026 · Present

Generative AI development.

GenAI Developer

Current role

Building generative AI solutions.

CINFO

July 2024 · Oct 2026

Production AI systems across CV, automation and GenAI infrastructure.

GenAI & Computer Vision Engineer

Promotion

·
  • Production GenAI and computer-vision systems.
  • Distributed agent infrastructure.
  • Real-time video reliability and performance.
  • Parallel agent workflow infrastructure.

AI & Computer Vision Developer

Promotion

·
  • Sports tracking and automatic camera control.
  • Validation, monitoring and automation tooling.

AI Junior Developer

Starting role

·

Machine-learning and computer-vision algorithms for applied use cases.

Universidade da Coruña logo

BSc in Computer Engineering

Computing specialization · Universidade da Coruña

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Achievements

Hackathon wins at scale

First-prize projects built under pressure with small teams.

HackSpain26 · Theker

HackSpain 2026 Track Winner

Won the Theker track at HackSpain 26 (Madrid, UPM ETSIT) with team Dream Team V2. Built StackSpect, a simulated robotic palletizer that stacks by centre of gravity.

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HackUPC25 · InditexTECH

HackUPC 2025 Winner

First prize at Europe's largest hackathon (+750 participants). Built EchoLook, a web app for visual fashion search, similarity sorting and virtual try-on features.

View project

HackUDC25 · Denodo

HackUDC 2025 Winner

First prize at Galicia's largest hackathon (+250 participants). Built an enterprise data assistant with my team for the Denodo challenge.

View project

Selected projects

Fast ideas, working products

Public projects combining AI, backend engineering and product constraints. Newest first.

StackSpect simulation: a UR10e arm picking packages from a truck and stacking them on a europallet Track Winner · Theker

2026 · Robotics & Simulation

StackSpect

A robotic arm that stacks pallets without tipping them over.

Palletizing cell that weighs each package in the wrist and plans every placement around support and centre of gravity, with an observability platform that measures each run.

PythonMuJoCoNumPySupabaseNext.jsTypeScript
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Localdeck dashboard discovering and monitoring local web services

2026 · Developer Tools

Localdeck

Zero-config dashboard for local services, status checks and Docker metadata.

FastAPIReactTypeScriptDocker
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ShelfPickVA bottle detection system showing live inference and interaction

2026 · Computer Vision

ShelfPickVA

Bottle detection and shelf interaction with YOLO and ROI configuration.

PythonYOLOOpenCV
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EchoLook product demo showing AI-powered fashion search 1st Prize · InditexTECH

2025 · Multimodal AI

EchoLook

Find, try on and buy clothes with voice search, visual retrieval and virtual try-on.

VuePythonPyTorchGeminiWhisper
Explore repository
2025 · 1st Prize Enterprise Data Assistant LLM assistant for the Denodo challenge 2024 · Thesis Medical AR Viewer HoloLens 2 · Unity · DICOM 2024 · Classical CV SoccerImgDetector OpenCV pitch, line and ball detection

Engineering capabilities

Built across the AI lifecycle

Where models, software and production constraints meet.

01

Computer Vision & ML

Python · C++ · PyTorch · OpenCV · YOLO · ResNet · Embeddings

02

GenAI & Workflows

LLM integrations · Structured outputs · Tool-based workflows · Distributed execution

03

Backend & Systems

FastAPI · Flask · REST APIs · Async processing · Distributed task queues

04

Production & Infrastructure

Docker · CI/CD · Monitoring · Observability · GCP · Git

About me

I like owning the difficult middle.

AI Engineer focused on production-ready systems: computer vision, Python backends, automated testing, observability and distributed GenAI workflows.


Outside work, I build open-source tools and fast prototypes, including two first-prize hackathon projects.

Let’s build something useful

Looking for an engineer who can bridge AI and production?

Open to Computer Vision, GenAI and Applied AI roles.

amestoymanu@gmail.com LinkedIn