I’m a former Amazon Risk Manager and Program Manager focused on AI governance, AI risk, GRC, responsible AI, fraud intelligence, and decision forensics.
My work sits between operational risk and engineering: practical tools, explicit evidence, honest boundaries, and interfaces that help people make better decisions.
AI GOVERNANCE · RISK INTELLIGENCE · FRAUD SYSTEMS · GERMANY / EU
Six systems. One direction: make consequential decisions easier to inspect, challenge, and improve.
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Governance evidence traced from regulation to controls, implementation, contradictions, and gaps. LOCAL · DETERMINISTICLive demo · Repository |
Seven-agent investigation where disagreement, provenance, and red-team review stay visible. SNAPSHOT DEMO · HUMAN DECISIONLive demo · Repository |
A synthetic freight world that turns evolving behaviour into signals, investigations, and analyst-reviewed outcomes. SIMULATED · DETERMINISTICLive demo · Repository |
A browser-first operating system for program risk, delivery decisions, controls, and benefits. LOCAL · OFFLINE-FIRSTLive demo · Repository |
Decision forensics and counterfactual replay for inspecting what changes when evidence or inputs change. LOCAL API · STATIC DEMOLive demo · Repository |
An operator console for cross-framework coverage, evidence, controls, and governance exposure. BROWSER-ONLY · CROSS-FRAMEWORKLive demo · Repository |
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Risk and governance AI governance · operational risk · GRC · fraud intelligence · internal controls · evidence review · decision challenge |
Technical practice TypeScript · React · Python · deterministic systems · simulations · data provenance · browser-first tools · testable decision logic |
How I work
I separate evidence from claims, coverage from probability, replay from causation, and model output from a human decision. Synthetic data is labelled. Provider failures are visible. The interface should make those boundaries easy to understand.
Background
- Former Amazon Risk Manager and Program Manager
- Current focus: AI governance, AI risk engineering, responsible AI, GRC, and risk intelligence
- Open to relevant roles and collaborations in Germany and the EU
Creative engineering lives in a separate lane: Nightfall Zero, HAKAI World, Scale of Everything, and RuleShift.
Evidence-led systems for consequential decisions.






