Two years inside the actual AML function of a major Nordic Tier 1 bank — running live transaction monitoring across Finland, Denmark, and Sweden. OFAC alerts, CDD/EDD, SAR/STR escalation, adverse media, OSINT. The real thing.
17,473 cases at 97% audited quality over 25 months — 10,683 transaction monitoring cases at 96.15% and 6,790 sanctions cases at 98.58%. Not a box-ticking exercise — I actually notice things. The pattern that's slightly off. The business model that doesn't add up. That's the job, and I genuinely like it.
Now building at the intersection of AML, AI automation, and Web3. My flagship build is an agentic SAR generator on the Claude API — automated evidence assembly and SAR narrative generation with human-in-the-loop review. It targets the same core workflow FIS and Anthropic announced as their Financial Crimes AI Agent, built independently from the practitioner side.
Also Documentation Working Group Lead at Pesa Play DAO (a project inside Kambria's DEP 2 programme, volunteer) since May 2026 — four months of bookkeeping review and compliance documentation: consent and child-data protection framework, a designed crypto-to-fiat off-ramp SOP with segregation of duties, weekly independent treasury review.
21+ certifications: Sumsub stack (25.5 CPD-accredited hours), Anthropic stack, four POSTECH blockchain certs, MiCA, GenAI for fraud detection, UPenn regulatory compliance, and five Google specialisations. CAMS planned October 2026.
OFACAML/CTFCDD/EDDOSINTMiCADeFiGenAIRBANordic FIUFATFSAR/STRPEP ScreeningBlockchain AnalyticsVASPKYBUBOTransaction Monitoring