Portfolio Evidence
Case Studies
Public portfolio evidence across software delivery, data science, applied AI/ML, research engineering, and scientific computing.
Software Engineering | Public MVP
The Tavern's Ledger
A full-stack cataloging system that demonstrates API design, a dynamic SPA frontend, Docker, tests, CI/CD, and design-first documentation.
- RESTful Flask backend and vanilla JavaScript SPA frontend.
- API configuration used as a single source of truth for frontend behavior.
- Documentation, tests, Docker, and CI/CD treated as part of delivery.
Data Science / Applied AI/ML | Active track
Operational AI Field Notes
Reproducible applied AI experiments and technical write-ups focused on model behavior, evaluation, service boundaries, and operational contracts.
- Classical ML, computer vision, NLP, and LLM/RAG experiments.
- Notebook-to-service refactors with tests and explicit evaluation boundaries.
- Focus areas include calibration, text intelligence, retrieval evaluation, and operational decision workflows.
Research Engineering | Peer-reviewed
GBM scRNA-seq Attractor Analysis
Open-source research engineering around single-cell RNA sequencing, dimensionality reduction, clustering validation, and stability-oriented gene regulatory network analysis.
- First-author Scientific Reports paper and related IJMS publications.
- High-dimensional biological data workflows with statistical validation.
- Bridges computational biology, scientific software, and public research artifacts.
Scientific Computing | Published research
Timepix Pixel-Detector Pipelines
Sensor-data workflows for radiotherapy photon-beam spectrum reconstruction, including calibration, simulation, event reconstruction, and uncertainty-aware validation.
- Pixel-level data processing and custom C++/ROOT algorithms.
- Simulation, inverse-problem reasoning, curve fitting, and chi-square validation.
- Strong foundation for data analysis, scientific computing, and uncertainty handling.
Consulting / Studio | Emerging studio
Formless Solutions
An emerging consulting studio for applied AI, data and software systems, strategy, and decision workflows.
- Connects technical experiments to decision clarity and systems thinking.
- Focuses on complex problems that benefit from data, AI, software, and strategic framing.
- Provides a professional container for future consulting artifacts and selected public case studies.
Computer Vision | Methods track
Object Detection Contracts
A computer-vision case direction about model-output contracts, thresholding, non-maximum suppression, and framework-agnostic adapters.
- Useful for explaining why model output needs service boundaries.
- Stronger as a comparison bundle across multiple detection frameworks.
- Supports computer-vision case-study pages focused on practical model behavior and delivery boundaries.
Evidence Standard
Each case study is selected because it connects a concrete problem to a visible technical workflow, validation signal, limitation, and public source material. The goal is not to list every repository; it is to make the strongest evidence easy to evaluate.
The current portfolio spans full-stack software, data science, applied AI/ML, research engineering, and scientific computing. The active AI/ML track will keep growing through case studies on calibration, text intelligence, retrieval evaluation, and operational decision workflows.