Start with the teacher's day

Good tools begin with the real conditions of work. A teacher moves between preparation, instruction, observation, assessment, conversation, and administration. Each transition carries small tasks that accumulate.

AI can help with drafts, structure, and routine synthesis. It should leave space for judgment, relationships, and the situational awareness that teaching requires.

Keep judgment human

A lesson plan is not teaching. A report is not understanding. Useful technology should make professional decisions clearer, never disguise where those decisions came from.

The measure of a tool is not how impressive it looks, but what a teacher can do better because it exists.