Public AI Work: How Teams Actually Learn From AI

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What's really happening when AI work moves out of private chats and into shared company spaces?

The common story is that AI adoption is mostly about buying better tools -- but the reality is that the companies learning fastest are making the work itself visible.

In this episode, I share the inside scoop on how public AI workflows can become apprenticeship infrastructure for teams learning to work with agents.

• Why Slack is becoming a practical substrate for human-AI collaboration
• How Shopify's River workflow makes agent work observable
• What most companies lose when AI work stays hidden in private windows
• Where senior operators should make non-sensitive AI work public
• Why constraints can turn AI use into shared learning instead of isolated productivity

This matters for operators, builders, executives, and team leads who need AI adoption to compound across the organization, not just live inside the habits of a few early adopters.

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