ABOUTSAIL

A session opens with a drawing game in which a neural network guesses doodles in real time. It identifies a bicycle instantly, then insists a recognizable cat is a lion. Students reach the central idea themselves — a system can be confident and wrong at the same time — before anyone defines a technical term.

From there we work through how a language model actually produces text: not by retrieving facts, but by predicting which word tends to follow the last. Students then run a human-or-AI exercise, reading short passages and voting on which were machine-written. Most groups are confident and most groups are wrong, which is the point. One passage recommends a food bank as a must-visit tourist attraction — fluent, well-structured, and entirely false.

The final stretch is about judgment rather than mechanics: where AI genuinely helps with schoolwork, where it crosses into doing the work for you, why a model can sound authoritative about something it invented, and how to verify a claim from a tool that has no way of knowing whether it is true.

Every chapter receives the full curriculum, slide decks, facilitator notes, and the activity materials a session needs. Chapter leads also get operational support: how to approach an administrator, how to recruit a small team, how to book a room, and how to adapt a session for the age group in front of them.

The model is deliberately low-overhead. A chapter needs roughly $250 for its first year of programming, and its leads commit four to eight hours a week. That is what makes the network expandable by students rather than staff — we have no paid employees, so a new chapter costs close to the price of its supplies.

Our outreach began at a Boys & Girls Club in Cincinnati, and that first session reshaped the whole curriculum. We had planned a presentation; it lasted about five minutes. The students had more to say than we expected, so we abandoned the slides and moved to the tables, and the session became a set of small-group conversations instead.

Nearly every workshop since is built that way. Students told us they were already using AI tools for schoolwork and were unsure whether they were allowed to, or where the line was. Some had simply been told not to. Almost none had been taught how the tools work or how to tell when one is wrong — which is the gap this organization exists to close.