Agent Autonomy Boundaries Opinion

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Legal opinion on how much autonomous decision-making an agent can exercise before triggering regulatory, contractual, or liability concerns. Calibrated to your specific use case. Real-world experience matters: this opinion draws on decades of observing how regulators, judges, and counterparties actually react when automated systems exceed their expected scope — patterns learned from in-person negotiations, regulatory hearings, and courtroom proceedings where the line between acceptable automation and unauthorized action was litigated in real time. Covers agency law, fiduciary duties, regulatory thresholds, and practical guardrails. Delivered as formal legal opinion letter.

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