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Healthcare AI case studies

Real projects by Diego Muñoz Casinos in clinical data interoperability, LLM evaluation, multi-agent systems and bioinformatics.

Clinical Data

Clinical management software with data interoperability

Deployed and running in a pilot clinic, with very positive qualitative feedback from the clinical staff

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AI Evaluation

Adversarial AI Evaluation — Scientific Reasoning in Bioinformatics

Frontier-LLM limits mapped in genomics, transcriptomics and epigenomics reasoning, with mitigation strategies

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AI Systems

AI Systems Engineer — EMHA

Multi-agent AI architectures, AI-integrated full-stack applications and EU AI Act compliance for the alliance

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AI Product

CTO — SANDALia: orders that arrive ready-made

Orders sent by WhatsApp or the web arrive as clean orders, and nothing is served until a person approves it

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Web & CRM

Website and CRM — Vulcan and Ingemexpci

Website and CRM developed for both companies

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Bioinformatics

Epidemiological Tool Development & Validation

Automated pipeline for building and validating epidemiological dietary intake estimation tools

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Genomics

Genomic Data Pipeline

Production genomic pipeline for suppressor mutation analysis of thermosensitive separase-inactivating mutations

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Proteomics

Proteomic Analysis → PNAS (under review)

Automated reproducible proteomic pipeline → manuscript under review at PNAS (IF~12)

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Clinical

Clinical Trial Management

Multicenter cardiovascular trial under GCP-ICH & ISO 14155

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AI Architecture

Biomimetic Multi-Agent Orchestration

48 concurrent workflows orchestrated autonomously

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