AI Systems & Decision Tools

Metaxis

Building AI decision systems and automation tools. Where intelligence meets clinical practice.

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Capabilities

What I Build

Systems where structured intelligence and human decision-making intersect.

AI Decision Support

Computable clinical guidelines and evidence-based decision tools that augment clinician judgment — not replace it.

Automation Systems

End-to-end workflow automation for operations, communications, and data pipelines — built to scale cleanly.

Digital Health Tools

Patient-facing and clinical digital tools — screening instruments, monitoring dashboards, health applications.

Work

Projects

Production tools and systems built for real-world clinical and operational use.

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CDS HFrEF

Live

Clinical decision support tool for heart failure with reduced ejection fraction. Assists clinicians in evidence-based treatment decisions using validated guideline algorithms.

Clinical AIDecision SupportCardiology
Live DemoGitHub (soon)

Zung Depression Screening

Live

Digital implementation of the Zung Self-Rating Depression Scale. Provides structured screening, automated scoring, and clinical interpretation guidance.

Mental HealthScreeningDigital Health
Live DemoGitHub (soon)

Sports Club Manager

In Progress

Full-stack automation system for sports club operations — member management, scheduling, communications, and analytics in one unified platform.

AutomationFull-StackSaaS
Live DemoGitHub (soon)

Experiments

Labs

Smaller, experimental AI projects — prototypes, proofs-of-concept, and novel ideas.

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Experimental

Prompt Optimizer

Experimental tool that iteratively refines LLM prompts using automated evaluation and adversarial testing.

LLMPromptingEvaluation
Prototype

Decision Tree Visualizer

Interactive visualization of clinical decision trees, making complex branching logic auditable and explainable.

VisualizationXAIClinical
Experimental

RAG Medical Literature

Retrieval-augmented generation over medical literature. Ask clinical questions, get cited answers from PubMed abstracts.

RAGNLPMedical
Prototype

Habit Loop AI

AI-assisted habit tracking that identifies patterns in behavior data and suggests personalized intervention strategies.

Behavioral AITrackingMobile

Writing

Blog

Thoughts on AI systems, clinical informatics, and building tools that matter.

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Blog posts are coming soon. Previews below.

CDSAI in Medicine

Building Clinical Decision Support Systems

Lessons learned from translating evidence-based guidelines into computable logic that clinicians can trust.

8 min readComing Soon
AI DesignEthics

Decision Frameworks for AI Applications

How to structure AI systems that support human decision-making without replacing human judgment.

6 min readComing Soon
AutomationEngineering

Automation Patterns That Scale

The recurring patterns I use to build automation systems that remain maintainable as complexity grows.

10 min readComing Soon

Get in Touch

Contact

Interested in collaborating on AI systems, clinical decision support, or automation projects?

I'm open to consulting engagements, research collaborations, and conversations about applying AI to complex decision environments.