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AP.

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Conversations I welcome. If your question lives in one of these, I'd love to hear from you.

Multi-agent system design

Orchestration patterns, when agents should disagree, evaluation harnesses.

  • How do you decide where to put guardrails vs. let agents reason?
  • How do you evaluate a multi-agent system?

AI in regulated workflows

Banking, healthcare, prior authorization, claims — where AI can land safely.

  • What breaks first when you put an LLM into a regulated workflow?
  • How do you structure human-in-the-loop without killing throughput?

Architecture at altitude

Moving cleanly between board-level intent and code-level decisions.

  • How do you translate strategy into architecture without lossy summaries?
  • What architecture decisions are board-relevant?