How I Work
I don't just consult — I build. Every engagement starts with understanding the real bottleneck, then delivering working systems, not slide decks.
Diagnose
Deep-dive into your current stack, workflows, and pain points. Understand where time and data are being lost.
Architect
Design the target system — data models, integrations, automation flows, and compliance requirements.
Build & Ship
Rapid prototyping and iterative delivery. Working software in weeks, not quarters.
Expertise
Solutions Architecture
Designing scalable system architectures — from cloud-native microservices to on-prem lab informatics platforms. I think in data flows, not features.
Data Engineering & Automation
Building automated data pipelines, ETL processes, and closed-loop optimization systems. From raw instrument output to actionable dashboards.
AI & Large Language Models
Integrating LLMs and machine learning into real workflows — not demos. RAG pipelines, intelligent assistants, and automated analysis.
Bioinformatics & Lab Informatics
Deep domain knowledge in cell therapy, oncolytic virotherapy, flow cytometry, and biological ontologies. I speak both biology and code.
Case Study: BioPilot
Building the operating system for cell therapy research
The Problem
Cell therapy labs run on a patchwork of disconnected tools — Benchling for notebook entries, separate LIMS for inventory, FlowJo for FACS analysis, spreadsheets for DOE. File management is clunky, integrations are spotty, and there's no single source of truth connecting a protocol to its results.
The Solution
BioPilot is a single integrated platform with cell-therapy-native ontologies, a day-by-day protocol scheduler, native FACS gating workspace, DOE optimization boards, full inventory management, and audit trails — all designed around how cell therapy researchers actually work.
Service Offerings
Let's Build Something
Have a complex data or biotech challenge? I'd love to hear about it.
Get in Touch