Clinical science. AI systems. Workflow intelligence.

I'm Filippo Galbo, a molecular diagnostics scientist and systems builder creating AI-assisted workflows, scientific software, and operator-facing automation for laboratories, diagnostics, and regulated scientific environments.

Good systems should make competent people faster, clearer, safer, and harder to waste.

Human review

Required

Workflow logs

Visible

AI action

Controlled

Live system notes

Console online

3 live sources

3 fresh sources

Covet

teenage engineering ob–4 review 👀

Molecular diagnostics and genomics

qPCR, RT-qPCR, NGS, validation, SOPs

UChicago molecular genomics

USCAP 2019 research presentation

Employee Engagement Officer, UCH Genomics / Genetics

Startup R&D and operational systems experience

AI-assisted scientific systems builder

What I Build

I build tools that make scientific work clearer, faster, and more auditable: supervised automation, lab-facing software, AI-assisted documentation workflows, bioinformatics-adjacent utilities, quality systems support, and creative technical systems.

Clinical AI Systems

Human-in-the-loop automation, review gates, visible logs, recovery paths, and decision support for regulated scientific environments.

Scientific Software

Tools for molecular diagnostics, assay planning, qPCR, NGS, documentation, workflow design, and lab operations.

Quality and Documentation

AI-assisted SOP modernization, validation support, training materials, controlled drafting, and traceable review workflows.

Creative Technology

Recombinase, audiovisual systems, generative media, interactive instruments, and code-visible creative machines.

Flagship Systems

A few stronger systems, not every artifact in the archive.

Active

Local Computer Use Agent

Case File

A supervised Windows desktop automation agent with OCR, template matching, structured logs, local/OpenAI routing, and an operator-facing GUI.

Problem

Desktop automation usually breaks at the exact moment operators need clarity, especially when a workflow mixes...

Built

Python, Tkinter, OCR, Template matching

Status

Readable dossier available

automationoperator toolingOCRworkflow systems

Active

EntropySeq

Case File

Sequence-analysis tool that uses Shannon entropy to inspect DNA complexity, coding structure, and signal variation across genomic regions.

Problem

Most sequence tools show which bases are present, but not always how structural complexity changes across a region...

Built

Python, Streamlit, Sequence parsing, Sliding windows

Status

Live demo or playable route available

bioinformaticssequence analysisShannon entropyDNA signal

Active

Interactive Multivariable qPCR Simulator

Lab System

A browser-based qPCR simulator that turns amplification behavior, efficiency shifts, and assay intuition into something you can inspect instead of just memorize.

Problem

qPCR is usually taught through static explanation and bench habit even though the underlying behavior is dynamic,...

Built

HTML, interactive simulation, qPCR, educational tooling

Status

Live demo or playable route available

labqPCReducationsimulation

Prototype

Img2Sound

Case File

Image-to-audio lab that turns uploaded visuals into playable sound, reverse-generated image studies, and downloadable browser renders.

Problem

Most image-to-audio experiments either stop at a one-off effect or hide the signal path so completely that it is...

Built

Python, TypeScript, Web Audio, Canvas image processing

Status

Live demo or playable route available

creative toolssignal processingaudiobrowser lab

Research And Credibility

My background combines technical depth, scientific communication, operational awareness, and team leadership. I have worked across regulated clinical laboratory operations, molecular diagnostics, qPCR, NGS, assay workflows, SOPs, validation, troubleshooting, and translational research support.

At UChicago, I contributed to primary research presented at USCAP 2019 while also supporting clinical and data-driven laboratory work.

Featured research

Extraction-Free Testing for SARS-CoV-2 in Nasal Swab and Saliva Samples on a Single High-Throughput Platform

A production-minded paper on extraction-free SARS-CoV-2 testing that consolidates nasal swab and saliva workflows onto a single high-throughput platform, emphasizing assay throughput, specimen flexibility, and practical...

Credential stack

CGMBS

MB(ASCP)cm

Science Is Technical. Labs Are Human.

Reliable laboratory work depends on instruments, protocols, data, quality systems, and documentation, but it also depends on trust, communication, morale, and shared situational awareness.

At UChicago, I served as Employee Engagement Officer for UCH Genomics / Genetics, supporting connection, morale, and communication across a complex scientific organization. That experience shapes how I build systems around people instead of trying to route around them.

Clarify

Make messy scientific work easier to see, explain, and improve.

Document

Turn expert habit into readable, auditable workflow surfaces.

Safeguard

Use review gates and visible state instead of blind automation.

Cohere

Build tools that respect the human system around the bench.

Open To Roles, Collaborations, And Systems Work.

I'm especially interested in clinical AI implementation, laboratory informatics, scientific software, workflow automation, quality systems, SOP modernization, bioinformatics-adjacent tooling, and regulated documentation systems.

Clinical AI implementationLaboratory informaticsScientific softwareWorkflow automationQuality systemsSOP modernizationRegulated documentation tooling

Recombinase Portal

Recombinase is the creative technology world: music, video, visual systems, generative media, audiovisual instruments, and darker code-visible experiments.

Creative channels

Contact

I'm open to professional roles, collaborations, and systems work in clinical AI implementation, laboratory informatics, scientific software, workflow automation, quality systems, SOP modernization, and regulated documentation tooling.

Direct email is not published yet, so professional contact is currently channel-based through the public profiles below.

Filippo Galbo / Clinical science. AI systems. Workflow intelligence.

CGMBS / MB(ASCP)cm