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Have you put an autonomous learning system into production that directly controlled capital, pricing, traffic, or resources and can you explain what broke and how you fixed it.
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Have you personally designed and enforced hard risk limits (capital caps, loss bounds, circuit breakers) in a live system, not just talked about “risk-aware objectives.
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Have you built a policy evaluation loop from scratch (simulators, replay, counterfactuals, shadow deployments) before trusting live rollout.
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Can you make and defend uncomfortable tradeoffs (e.g. heuristic > RL, bandit > deep RL) based on empirical results instead of ideology.
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Have you operated as the single owner of a complex ML system in a small team, with no safety net of research orgs, infra teams, or “ML platforms.?
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Have you been in the process with BATON CORP in the past 12 months either direct or through another recruiter?
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