Imagine a brainstorming meeting in which every new idea must immediately pass legal review, fit the quarterly budget, use the existing technology stack, satisfy six executives, and arrive formatted as a PowerPoint slide. The meeting will probably produce something feasible. It will also produce the same three ideas everyone proposed last quarter. ...
A mid-sized private K-12 school redesigned fragmented admissions, parent communication, attendance, fee, and teacher-report workflows into an AI-agent-enabled operating layer with human checkpoints for sensitive decisions.
TL;DR for operators The useful finding is not “LLMs can write lessons.” They can, in the same way a junior analyst can write a memo: quickly, plausibly, and with enough confidence to become dangerous if nobody reads it. The paper tests GPT-4o with retrieval-augmented generation (RAG) for creating interactive, scenario-based lessons used to train novice human tutors in online middle-school mathematics.1 The lesson topics are practical rather than ornamental: encouraging student independence, encouraging help-seeking behaviour, and persuading students to turn cameras on during online tutoring. ...