Risk stays concrete
I keep the affected person, severity, evidence, and escalation path visible when a metric could otherwise flatten the decision.
About
My background spans therapy, crisis assessment, utilization and care management, clinical leadership, quality improvement, mental health parity, and the design of careful AI-assisted workflows.
Through-line
I started in direct mental health care, including emergency psychiatric assessment and addiction treatment, then moved into roles where clinical judgment had to scale through process, training, documentation, quality review, and operational decisions.
I have led licensed clinicians, built training and quality tools for distributed clinical teams, and translated parity requirements into operational evidence. Across those settings, the hard part was rarely knowing that risk existed. It was defining what reviewers should look for, resolving ambiguity, documenting the decision, and closing the loop.
That path now points toward AI safeguards and evaluation operations. The subject matter changes; the operating discipline does not.
How I Work
I keep the affected person, severity, evidence, and escalation path visible when a metric could otherwise flatten the decision.
I build workflows, reviewer guidance, training, audit trails, and handoffs around the judgment people must makeānot around process for its own sake.
I state what the evidence supports, what it does not, where reviewers disagreed, and what must happen before a decision can change.
Current Direction
I am building toward roles where policy, domain expertise, model behavior, and operational delivery have to meet. My strongest bridge is from clinical risk and regulated operations into safety evaluation execution, reviewer calibration, mitigation coordination, and rigorous documentation.
I do not present an independent portfolio build as production trust-and-safety experience. I present it as direct evidence that I can learn the technical layer, build a complete operating artifact, and bring mature judgment from environments where mistakes have real human consequences.