Domain
Complex & regulated operations
Experience in environments where reliability, data quality, governance and compliance matter, including life sciences, research and laboratory operations.
Operations · Governance · Quality · Compliance
Applied AI · Systems Architecture · Product Delivery
Building at the cross-section of operations, systems & intelligent technology.
I bring 10+ years across operations, enterprise systems, data, product delivery and AI, translating complex workflows into scalable digital products, integrated platforms and production intelligence.
delivery →
intelligence →
01 / Domain
Complex & Regulated Operations
Life sciences, research operations, quality, compliance and high-stakes operational environments.
02 / Systems
Architecture
LIMS/LIS, ELN integration, APIs, data flows, digital operating models and system delivery.
Applied Intelligence
03 / Intelligence
AI & Data
ML, RAG, agentic workflows, analytics, computer vision and decision-support systems.
04 / Execution
Product Delivery
Portfolio leadership, cross-functional teams, implementation, adoption and measurable outcomes.
10+
Years across operations, systems & delivery
1M+
Samples supported through scaled operations
$2M
Research portfolio managed
50%
Faster turnaround delivered
Operating Architecture
Not a career reset. A stack of connected capabilities.
My advantage is the combination: domain depth, operational leadership, systems thinking, data and AI, and the delivery discipline required to move technology from concept into real-world use. Much of that experience was earned in scientific and regulated environments; the underlying capabilities apply wherever complex workflows, data and technology have to work together.
Systems
Digital transformation & integration
Multi-site system implementation, LIMS/ELN integration, workflow redesign, data movement and operational dashboards.
LIMS · ELN · APIs · PostgreSQL · MongoDB
Intelligence
Applied AI & machine learning
Production ML, RAG architectures, agentic systems, computer vision, NLP and predictive operational intelligence.
PyTorch · LangChain · scikit-learn · FastAPI
Delivery
Portfolio & product execution
Cross-functional delivery, budget and resource planning, risk management, process improvement and adoption.
CAPM · Agile · Lean Six Sigma · DMAIC
Career Architecture
A decade of compounding experience.
The story is progression: domain depth first, then analytics, systems delivery, operational leadership and applied intelligence.
Foundation
01
Microbiology
Built first-hand understanding of assays, protocols and the daily realities of laboratory operations. That domain foundation became the basis for every system I built later.
Discovery
02
Data Analytics & Population Health
Coordinated research and used Python, R and statistical analysis to turn laboratory and population-health data into operational and scientific insight.
Scale
03
Project & Operations Leadership
Managed multi-million-dollar work, supported multi-site laboratory scale-up, deployed LIMS/LIS workflows and delivered 50% faster turnaround.
Systems
04
Digital Systems & Integration
Moved from using scientific systems to designing how data, workflows and platforms connect across LIMS, ELN, APIs, databases and operational tooling.
Intelligence
05
Applied AI
Built production ML and agentic systems for scientific and healthcare contexts, combining technical delivery with domain and compliance awareness.
Selected Work / 2026
A portfolio of systems, intelligence & transformation.
Selected work across enterprise transformation, applied AI, systems architecture and digital products. The projects come from demanding scientific and regulated environments, but the capabilities are broader: translating complex operations into scalable systems, intelligent workflows and measurable outcomes.
01 / Enterprise Transformation
Scale, operations & complex delivery.
Transformation work where technology had to fit real operations, real teams, governance constraints and measurable business outcomes.
Enterprise Systems & Operations
Enterprise Laboratory Transformation
National COVID-19 scale-up across multiple sites with cross-functional LIMS/LIS deployment and 15+ person team management.
1M+ Samples50% Faster TAT95% AccuracyGovernment Contract
Systems: LIMS/LIS · DMAIC · Lean Six Sigma · Quality Systems
Portfolio & Operations Strategy
Research Portfolio Optimization
$2M NIH research portfolio supported with operational dashboards, workflow re-engineering, forecasting and compliance controls.
$2M Portfolio20% Better Forecasting100% Compliance
Systems: Python · Excel · HIPAA / IRB / IACUC
02 / Systems Architecture
The connective tissue between platforms.
Architecture and integration work focused on reliable data movement, platform interoperability, workflow continuity and governance-aware design.
Systems Integration
LIMS / ELN Integration Platform
Middleware for bidirectional data synchronization between LIMS and ELN, with ML for anomaly detection, entity extraction and compliance scoring.
3 ML ModelsFDA 21 CFR Part 111000+ Samples Daily
Stack: FastAPI · PostgreSQL · MongoDB · Docker · scikit-learn · spaCy
03 / Applied Intelligence
AI designed around real workflows.
Agentic systems, production ML and deep learning that demonstrate reusable patterns in reasoning, prediction, retrieval, automation and decision support.
NLP + OCR
Regulatory Compliance Tracker
Automated compliance monitoring with OCR and NLP, using five ML models for document classification, compliance scoring and gap analysis.
5 ML Models94.5% AccuracyReal-time Dashboard
Stack: Tesseract OCR · scikit-learn · spaCy · Transformers · React
Agentic Decision System
Medical AI Agent
Autonomous clinical decision-support system using multi-step reasoning, five clinical tools, RAG architecture and a vector database of medical guidelines.
Agentic AIRAG Architecture5 Clinical Tools
Stack: LangChain · GPT-4 · ChromaDB · FastAPI · Streamlit
Predictive Operations Platform
Requiva Lab Management System
Production laboratory management system used by a University at Buffalo lab, with five ML models for predictive reordering, forecasting, anomaly detection and vendor optimization.
Production System5 ML ModelsNIH Compliance
Stack: Python · Streamlit · Firebase · scikit-learn · Pandas
Computer Vision System
PneumoniaNet AI
Production-style pneumonia detection system with a custom CNN architecture, ResNet50 backbone, spatial attention and a complete medical-image training pipeline.
PyTorchTransfer LearningCustom Architecture
Stack: PyTorch · torchvision · ResNet50 · React · Python · AdamW
04 / Digital Products
Interfaces for complex information.
Product work that turns complex data and operational requirements into usable, navigable experiences.
Data Product & UX
Patient Health Dashboard
Responsive healthcare dashboard for health metrics, medications and laboratory results, with real-time data synchronization and interactive visualizations.
Real-time SyncMobile-firstLive Demo
Stack: React 18 · Vite · Tailwind CSS · Firebase Firestore · Recharts
Next Chapter
For work where complex systems meet intelligent technology.
Open to senior opportunities across applied AI, systems architecture, digital transformation, technical product/program delivery, enterprise technology and life-sciences technology.