Healthcare AI Engineer

Available for projects


AI at the service of healthcare. Real challenges, real solutions.

Healthcare AI Engineer · Spec-Driven AI Development · Anthropic Certified

7 Academic Honors in AI

Book a Discovery CallSee My Work

Valencia, Spain

·

Remote across Europe

PNAS co-author (under review)450K+ cohortGCP-ICH certified11 institutions
Diego Muñoz Casinos — Healthcare AI Engineer

Collaborated with leading research institutions

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Services

How we can work together

Every engagement follows a spec-driven methodology: formal specifications, validation protocols, success KPIs, and measurable metrics. Three models for healthcare organizations at different stages of AI adoption.

Discovery

AI Strategy Audit

Evaluate your data, infrastructure, and AI readiness. Get a clear roadmap with actionable priorities.

  • Startups and research groups starting with AI
  • Pharma exploring automation
Book Discovery Call
Most Popular

Build

Custom AI System

End-to-end design and development of production AI systems for healthcare. From data pipelines to deployment.

  • Labs needing automated pipelines
  • Companies building AI products
Discuss Your Project

Scale

Optimization & Training

Optimize existing AI systems, train your team, and ensure regulatory compliance for EU AI Act readiness.

  • Teams with existing AI needing improvement
  • Regulatory preparation
Get Started
For professionals & brands

AI Digital Presence

Avatars · Social · Web

AI-powered avatars for professional video content, intelligent social media strategy, and high-impact websites that convert visitors into clients.

  • Professionals building their personal brand
  • Companies needing AI-driven digital presence
Explore Options

Custom pricing based on scope

Case Studies

Real projects — research, trials, NGS

Selected projects from research labs, clinical trials, and genomic pipelines.

COLLABORATORS

Specialized Pharma Team

On-demand specialists — each project backed by real clinicians, engineers, and regulatory inspectors

Sergio Sosa

Physician — Neurology Specialist

MSc Bioinformatics + Health AI

Santiago Romeu

Clinical Trials Coordinator

MSc Bioinformatics + Health AI

David González

ISO Auditor + Regulatory Compliance

ISO 42001 (AI) · MDR · GDPR pharma

Software Engineering Consultancy

Senior Pharma IT Consultant

Cloud pharma · Production pipelines
Under NDA

On-demand senior collaborators with 10+ years of combined experience in clinical trials, quality, medicine, and software engineering

Ready to discuss your AI challenge?

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Technology

A stack that doesn't exist in the market

The combination of bioinformatics, AI engineering, clinical trials, and full-stack development is virtually nonexistent in the Spanish freelance market.

⟳
About

Scientific foundation. Regulatory expertise. AI engineering.

01

Biotechnology

BSc Food Science + MSc Food Innovation & Development. Molecular biology, genomics, nutrigenomics. Deep domain knowledge in biological systems.

GenomicsOncologyMolecular BiologyChemical EngineeringBiostatisticsNutriomicsBromatology
02

Bioinformatics & AI

MSc Bioinformatics & AI (7 Honors). Spec-driven AI development: formal specifications, validation protocols, success KPIs, and measurable metrics. NGS pipelines, multi-omic analysis, multi-agent systems, full-stack engineering.

PythonRAINGSML
03

Clinical Trials

Field Clinical Engineer. Multicenter cardiovascular trial. GCP-ICH 100%, ISO 14155. Real regulatory and clinical experience.

GCP-ICHISO 14155Medical Devices

Three areas that rarely converge in a single professional. Each pillar reinforces the other two.

Experience

Professional Journey

Healthcare AI Engineer

Freelance

Jan 2025 – Present

Valencia, Spain

  • •8 AI systems designed, tested, and validated end-to-end
  • •Spec-Driven Development: formal specs, uncertainty measurement, success KPIs, and validation protocols
  • •Full-stack systems: Python/FastAPI + React/Next.js + multi-agent AI
  • •Pre-certification Claude (Anthropic): 10/10
PythonFastAPIReactClaude APISpec-Driven Dev

Field Clinical Engineer

AXIOM International / Paragate Medical

Aug 2025 – Apr 2026

INCLIVA – Hospital Clínico de Valencia

  • •Multicenter, multinational cardiovascular clinical trial
  • •80h intensive sponsor training completed
  • •Technical exam passed: full device troubleshooting
  • •ICH-GCP & ISO 14155 compliance
Clinical TrialsMedical DevicesGCPISO 14155

Bioinformatics Research Assistant

Autophagy & Onconutrition Lab (UV) + IBIONS

Mar 2025 – Nov 2025

Valencia, Spain

  • •Co-author on manuscript under review at PNAS (IF~12)
  • •Differential methylation analysis
  • •RNA-seq analysis
  • •Built lab website from scratch (React + Node.js)
  • •N8N automations
RProteomicsRNA-seqMethylationPNASAI SystemsN8N

Bioinformatics Research Assistant

CSIC-IBV – Unidad de División Celular y Cohesinopatías

Feb 2025 – Nov 2025

Valencia, Spain

  • •Suppressor mutation analysis of thermosensitive separase-inactivating mutations (ESP1)
  • •NGS pipeline for whole-genome sequencing of yeast genomes
  • •Reproducible pipeline with 6 integrated tools, published on GitHub
NGSBashPythonBWASAMtoolsSnpEff

Epidemiology Research Assistant

ICO-IDIBELL – Epidemiología, Unidad de Nutrición y Cáncer

Oct 2022 – Jul 2023

Barcelona, Spain

  • •EPIC cohort: 450,000+ participants, 10 European countries, 23 research centers
  • •End-to-end development and validation of a bioinformatics dietary score tool
  • •Multi-rater validation protocols: ICC, Cohen's Kappa, Spearman
  • •Publication pending
  • •Biostatistical modeling and reproducibility testing across 23 centers
  • •Presented progress to researchers from Oxford and Cambridge
REpidemiologyBiostatisticsEPIC CohortTool ValidationICC

MSc Bioinformatics & AI applied to Health

Universidad Europea de Valencia

2024 – 2025

Valencia, Spain

  • •Grade: +9.5/10 — 7 Honors (Matrículas de Honor)
  • •"Most outstanding student of the first edition" — Program Director
  • •Modules: Clinical Trials, Omic Analysis, Drug Discovery ML, Biostatistics
BioinformaticsAIMachine LearningClinical Trials

MSc Food Development & Innovation

Universitat de Barcelona

2022 – 2023

Barcelona, Spain

  • •Thesis: 9.4/10 — Polyphenol score validated in EPIC cohort
  • •Specialization: Bioactive compounds & Oncology
  • •Modules: Nutrigenomics, Statistical Analysis, Experimental Design
NutrigenomicsOncologyBioactive Compounds

BSc Food Science & Technology

Universitat de València

2017 – 2022

Valencia, Spain

  • •Honors in Legislation & Deontology
  • •Thesis: Biotechnology, genomics & GMO plants
  • •Foundation: Biotechnology, Omics, Biochemistry, Microbiology
BiotechnologyGenomicsBiochemistryChemical Engineering

Ready to discuss your AI challenge?

Book a Discovery Call
Research

Peer-reviewed science, not just code

Under reviewIF ~12Co-author

CMA dysfunction promotes the development of the aging metabolic syndrome

PNAS (Proceedings of the National Academy of Sciences)

Developed R pipelines for proteomic analysis, elucidating the effects of high-carbohydrate diet and LAMP2A knockout on the Aging Metabolic Syndrome in liver and eWAT samples.

Universitat de ValènciaIBIONSAlbert Einstein College of Medicine, New York
Under reviewLead score developer

Development of a poly(phenol) score

Under review by EPIC co-authors

Designed, implemented, and validated a comprehensive polyphenol dietary score across the EPIC cohort—the largest nutritional epidemiology study in Europe.

450,000+ participants · 10 countries · 23 centers

ICO-IDIBELL, Barcelona
PublishedSole developer

NGS Pipeline for Suppressor Mutation Analysis in S. cerevisiae Separase

GitHub (Open Source)

Reproducible bioinformatics pipeline integrating 6 tools for whole-genome analysis of 18 yeast genomes. Identified 2 variants of special relevance.

18 genomes · 6 tools · 2 key variants

CSIC – Instituto de Biomedicina de Valencia

Verified Credentials

100%

ICH Good Clinical Practice E6(R3)

TransCelerate BioPharma

Aug 2025

86%

Good Clinical Laboratory Practice

Global Health Training Centre

Sep 2025

VII Cancer Genomics Course (20h)

UOviedo / CIEMAT / CIBERONC

Oct 2025

10/10

Claude Pre-Certification Exam

Anthropic

2026

In progress

Anthropic Certification Program (Claude API, Claude Code, Claude 101 +more)

Anthropic

2026

Passed

Cardiovascular Device Training (80h)

AXIOM / Paragate Medical

Aug 2025

9.25/10

Advanced Excel & Office 365 (60h)

LABORA

Oct 2024

Testimonials

What researchers say

“
Few have been as open to learn new concepts as Diego. He truly sought to better his own scientific skills. I wish I had more students like Diego. He has the ability, the modesty, motivation, and the personality to have a most successful career in research.

Raúl Zamora-Ros

Team Leader, Nutrition & Cancer Unit

ICO-IDIBELL, Barcelona · 2024

“
My most outstanding student of the first edition. He excelled above the rest of the class across all 10 modules. Critical thinking capacity and ability to establish interdisciplinary connections. Extraordinary potential.

Fernando Martínez Montañés

Program Director, MSc Bioinformatics & AI

Universidad Europea de Valencia · 2025

“
Solid and well-structured background in bioinformatics. Good understanding of how AI and ML approaches can be integrated into bioinformatic workflows. Effective at translating complex datasets into clear and reproducible analyses. Exceptional motivation. Proactive, reliable, and deeply committed.

Dr. Julio Madrigal-Matute

Ramón y Cajal Researcher, PI Autophagy Lab

Universitat de València · 2026

FAQ

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Insights

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Book a free 15-minute discovery call. No commitment, no sales pitch — just a focused conversation about your challenge and how AI can help.

EU AI Act enforcement begins August 2026. Healthcare organizations using AI need to prepare now.

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