Work
Case studies of systems I designed and shipped at Chipper Cash: the problem each one solved, the architecture behind it, and what changed once it was running in production.
Head of Risk Intelligence & Automations
Why I replaced a $250K/year third-party case-management vendor with an in-house platform. Two years on, it has carried 53,000+ alerts, 20,000+ cases, and 900+ regulatory filings across seven markets.
Head of Risk Intelligence & Automations
The technical architecture behind the in-house case-management platform: the transaction-monitoring engine, the six-table data model, and the controller layer.
Head of Risk Intelligence & Automations
How I standardized 35 transaction-monitoring rules across seven markets using dbt, and the discipline of tuning, rerouting, and retiring rules in production.
Head of Risk Intelligence & Automations
An LLM-powered pipeline that reads partner fraud reports, resolves identity, and acts in seconds, replacing 30 minutes of analyst transcription with 20 seconds of automation, 24/7.
Head of Risk Intelligence & Automations
A one-line config change silently broke our most critical pipeline. The incident, and why I rebuilt the dbt runtime as a hermetic, self-hosted setup with the failure modes wired loud.