Who is your favourite cricketer in the history of the men’s Ashes?

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The series of Command objects generated by the pipeline is then run by an interpreter using runEffect(checkoutFlow(cartSummary)). Because our business logic consists of pure functions that interact with the world only through data, we can record those interactions simply by adding a few hooks for services like OpenTelemetry. And if we can record them, we can replay them deterministically. Best of all, there’s no need to mock a single database or external service.

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最后,智能体还需要有很强的可靠性、可控性,才能规模化的带来价值。这既体现在智能体能否稳定、鲁棒地完成任务,也体现在其行为是否始终与人类的真实意图与价值观保持一致。在《2001:太空漫游》中,AI为完成任务选择牺牲人类乘员,正是目标函数与人类价值未能有效对齐的极端后果。随着智能体智能水平与自主性的提升,这类对齐失败带来的风险可能会被进一步放大。

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