Hamza Abubakar Kheruwala is a software engineer whose work spans AI-assisted risk, fraud, and security systems in regulated environments, where automated decisions have to be auditable and hold up to review. That work covers telemetry pipelines, anomaly detection, and the LLM-assisted triage that risk and security teams increasingly rely on. His focus is the security of giving these systems more autonomy — letting them do more of the work without opening a new way in. This talk comes out of that work.Speaker Agreement
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