Team Topologies for the AI age - stewardship of value flow

If people measure AI adoption success by construction volume - how much code we generate or how many documents we churn out - they are setting ourselves up for systemic failure. AI forces us to move past "construction boundaries" and instead establish clear boundaries around the stewardship of value flow and human accountability.

By using Team Topologies to manage human cognitive load, restrict AI context windows, and enforce human accountability, we can unlock the true, safe, and sustainable potential of the AI-native era.