For Jaylen: "Needs quiet validation. Pair with outgoing but respectful partners. Answer: Challenge him, but never in front of peers."
A blank template appeared.
The instruction manual was 84 pages long. Miriam had no time.
That night, she sat at her kitchen table with a cup of cold tea and opened the file again: . She ignored the drop-down menus. Instead, she started typing in the "Notes" field—a small, often overlooked text box. 7.2.8 Teacher Class List Answers
Two months later, something unexpected happened. The district announced a pilot program: AI-generated seating charts based on teacher inputs. Miriam’s detailed notes made her class the test case. The algorithm analyzed her answers—not the canned drop-downs, but her real observations—and produced a seating chart that placed Jaylen next to a quiet coder, Sofia at a standing desk near the supply cabinet, and Marcus with a bilingual peer tutor.
"What am I even supposed to answer?" she muttered.
For Sofia: "Answer: Movement breaks every 15 minutes. Make her the 'lab materials manager'—it channels the energy. Never say 'sit still.'" For Jaylen: "Needs quiet validation
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