Live SaaS
PlanningWatch
31-council coverage, enterprise API, and 503-test quality baseline.
Data Scientist & Full-stack Engineer — Dublin, Ireland
Data scientist
I ship production systems and publish research at the intersection of physics, machine learning, and data engineering.
Rust Python Django React Supabase XGBoost
About
Research that ships. Products grounded in science.
I build software and run research across machine learning, physics, and data engineering. On the product side: a live Irish job board (RoleUp), a commercial Django SaaS boilerplate (DjangoShip), and an algorithmic trading system running dry-run in Docker.
On the research side: a GPU-accelerated Monte Carlo engine for Ising model physics targeting a Physical Review E submission, physics-inspired LLM compression experiments on GPT-2, and anomaly detection across 50k+ stellar spectra from SDSS DR18.
Shipping now
DjangoShip · RoleUp · trading bot
Primary stack
Rust · Python · Django · ML
Research goal
Physical Review E
Current Research
XGBoost Signal Confidence Filter for Algorithmic Trading
An XGBoost classifier trained on 3,033 historical signal outcomes that doubles win rate in a live crypto trading system — from 24% to ~50% — by scoring each signal's confidence before execution. Deployed in dry-run with three parallel strategies and a delta-neutral carry layer.
Machine Learning XGBoost Trading Time Series Python TimescaleDB
Now Building
Products in active execution.
Current focus from my operating notes: scaling paid SaaS products while maintaining research velocity.
Paying users
TrueClarity
AI toolkit for Irish SMEs with active subscriptions and production checkout.
Growth + R&D
Salaries.ie + Trading Bot
1,017 indexed salary pages plus ML-filtered multi-strategy trading research.
Technical Stack
Skills in orbit
Hover to preview, click nodes to lock paths, and use filters to explore the stack. The constellation maps how data science and full-stack delivery connect in production.
Selected Writing
Industry research published outside the portfolio.
Published research at Akamai — threat intelligence, DNS analysis, and phishing infrastructure at scale.
View all writing →Latest Notes
Recent writing and research notes.
Short-form writing on topics I'm currently exploring — technical deep-dives, project updates, and research observations.
View all posts →Building cviz: A Spatial Map of Your Codebase
I built a native Rust tool that turns git repositories into interactive 2.5D spatial maps — and hooks into Claude Code to light up files in real time as the agent navigates.
Rust Visualization Agentic Coding wgpu Tools
What I've Been Building
A snapshot of what's been occupying the late nights — physics simulations, LLM compression, telescope anomaly detection, a codebase visualizer, a crypto trading system, and a GPS football tracker.
Projects Research Physics Machine Learning Startup Rust Trading Sports
Building DjangoShip with Claude
I extracted the reusable parts of a Django job board into a SaaS boilerplate for European developers. Here's what that process actually looked like.
Django SaaS GDPR Claude Boilerplate
Contact
Initiate connection
Open to full-stack roles, research collaborations, and technical consulting.