Open to Computer Vision & GenAI opportunities

Manu Amestoy

I build AI systems that work in production.

Computer Vision & GenAI Engineer

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

José Manuel Amestoy
Computer Vision · GenAI
Explore impact Email me

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

CINFO

July 2024 · Present

Production AI systems across CV, automation and GenAI infrastructure.

GenAI & Computer Vision Engineer

Current role

  • 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

·

Selected projects

Fast ideas, working products

Public projects combining AI, backend engineering and product constraints.

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

Featured 01 · Multimodal AI

EchoLook

Find, try on and buy clothes using voice and visual AI.

Retail assistant with voice search, visual retrieval and virtual try-on.

VueNode.jsPythonPyTorchGeminiWhisper
Explore repository
ShelfPickVA bottle detection system showing live inference and interaction

Featured 02 · Computer Vision

ShelfPickVA

Bottle detection and shelf interaction with YOLO and ROI configuration.

PythonYOLOOpenCVROI configuration
Explore repository
Localdeck dashboard discovering and monitoring local web services

Featured 03 · Developer Tools

Localdeck

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

FastAPIReactTypeScriptDocker
Explore repository

Earlier & experimental work

More things I have built

Enterprise Data Assistant1st Prize · Denodo Medical AR ViewerHoloLens 2 · Unity · DICOM SoccerImgDetectorOpenCV · Classical CV

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