The technology is moving fast. The question of what it's actually for is moving slower.
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Instructional leadership doesn't require a fresh start in August—it requires a system that helps principals consistently get into classrooms, provide meaningful feedback, and keep instruction at the center of their leadership.

New labor data draws a sharp line between AI that replaces a task and AI that assists with one. That line should be showing up in our lesson plans.

The most effective coaching isn't built around isolated observations—it's built around continuous evidence collected over time, and AI can free coaches from documentation work so they can focus on the relationships and conversations where real teacher growth happens.

The district would never allow it for curriculum. So why are we allowing it for AI?

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A landmark Stanford review found that most AI classroom claims aren't backed by rigorous evidence. Here's how to use that finding to make smarter decisions about the tools on your desk right now.
The instructional evidence platform for K–12 districts.
