Case studies
Real problems at real scale. Every piece answers one question: what changed because I was here.
$350B in wires, 0% to 99%+ STP — no new vendor tool
A top PE firm · Treasury & Middle Office · 2022–2026
How a purpose-built wire automation platform on Kyriba, SWIFT, and Goldman Sachs Transaction Banking rails took a top PE firm from manual wire operations to 99%+ straight-through processing.
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Teaching an AI agent to read fund inception documents
Private markets fund operations · LemonEdge · 2025–present
Building a Claude-powered agent that reads fund legal documents and automates LemonEdge fund-accounting setup — eliminating weeks of manual configuration per fund launch.
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Why I replaced a paid options-flow SaaS with ~800 lines of Rust
Personal infrastructure · FlowDeck · self-hosted
The build-when-warranted philosophy applied at home: replacing a paid options-flow analytics subscription with a purpose-built Rust system.
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