Case studies & builds

Projects

RAG systems, applied ML tools and product engineering work. Each one names the constraint it was built against.

Tech: Neon

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MTG Deck Lab: Deckbuilding as an optimisation problem

MTG Deck Lab· Data Science· Active

Builds Magic: The Gathering Commander decks as an optimisation problem: a mixed-integer program picks 99 cards for a commander, bracket and budget, then a Monte Carlo simulator goldfishes the result ten thousand times.

ActiveOct 2026

Deckbuilding as an optimisation problem

MTG Deck Lab

Data Science · Web Apps

Highlights

Eight nested budget tiers from one solve
Bracket-breaking combos excluded as hard constraints
A 10,000-game goldfish simulation for every deck

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