Joseph Steele Joseph Steele

The future belongs to crowds: The only viable mental model for an AI powered team

AI transformation cannot be planned like a campaign, a webinar series, or a conventional change programme. As AI reshapes language, work, communication, and decision-making, teams need a different mental model: one built on openness, shared experimentation, and collective intelligence. Taking Don DeLillo’s line “the future belongs to crowds” as a starting point, this article argues that AI-powered teams must stop waiting for perfect top-down strategy and start walking into uncertainty together.

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Joseph Steele Joseph Steele

What do we mean by Calibrated Trust?

Calibrated trust is what becomes necessary when older, simpler forms of trust stop working. In AI and automation, the problem is not whether people trust a system. It is whether they trust it appropriately: neither surrendering judgment to the machine nor treating every output as poison. Trust has to match actual capability.

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