The method
The four-step mirror, run live.
Every session runs 90 minutes in two halves. The first 60 minutes are built around a four-step “mirror” pattern: an experiment run live on the class; an explanation of how the same effect shows up in an AI model; a live demonstration on a real chatbot; and a concrete, named takeaway skill. The final 30 minutes are a guided hands-on segment on the students' own laptops, with a timed run of show, a fixed deliverable and a verification checklist.
Every session
One idea, four beats
The same rhythm carries every session, so the habit compounds instead of arriving as a one-off trick.
- 01ON THE CLASS
An experiment on the class
Everyone commits an answer on their phone; the room sees itself fooled.
- 02IN THE MODEL
The same effect in the model
Why the identical shortcut shows up in a language model.
- 03LIVE CHATBOT
A live demonstration
Proved on a real chatbot, on the projector, then and there.
- 04THE SKILL
A named takeaway skill
One concrete discipline for using AI well — and what to do next time.
On your phone
The clicker in your pocket
No app, no account, no setup. You vote from the browser on your own phone — one tap to join the session, one tap to commit an answer. The room becomes the experiment, and every answer stays private until the reveal. Your laptop stays free for the hands-on half.
On the presenter's laptop
Live AI demos, not slides
The presenter drives a real model on the shared screen — feeding it the same scenario the room just answered. The machine's mistakes are not anecdotes from a deck; they happen live, in front of everyone, every time.
Inside step one · commit, then reveal
How the class experiment is run
Answers are locked before anyone sees the spread — so the room can't anchor on itself, and the gap between confidence and correctness is real.
- 01
Commit
Everyone votes a private answer on their own phone — a damages estimate, a position on a contested proposition, real or AI. No hands, no anchoring on the loudest voice in the room.
- 02
Lock
The poll closes. Answers are sealed before anyone sees the spread. We capture not just the choice but how sure the room was.
- 03
Reveal
The distribution goes up on screen. Confidence and correctness rarely line up — and the gap is the lesson, made visible in real time.
- 04
Mirror it on the model
The presenter runs the same prompt live on a real chatbot. The machine's failure mode mirrors the room's — and now you can name the skill that fixes both.
Scripted for law
Experiments the room never forgets
The mechanic is the same; the scenarios are legal. Each one runs the room and the machine through the same trap, then names the skill that defends against it.
Priming on a damages or bail estimate
Half the room sees a high anchor, half a low one, before estimating the same figure. The split in the locked answers shows anchoring at work — then the same anchor is fed to the model, which drifts the same way.
Agreement on a contested proposition
The room commits to a position on a contested legal proposition. The presenter then asks the model to confirm it, then to argue against it — and the two answers go up side by side. Confidence is not correctness, on either side of the mirror.
Real or AI?
A sequence of images and clips. The room commits to real or fake, and to how sure it is. The tally shows it scored worse than it predicted — the same over-confidence that makes a fluent chatbot answer feel true.
Will it invent the law?
The room predicts what a chatbot will do when asked for Indian case law on a niche point. Then it is asked. Then the citations are searched on Indian Kanoon, in front of everyone.
Joining a session
The poll link is unique to each session and shared on screen when the class begins. There is nothing to set up in advance — keep your phone handy and you'll be in within seconds.
Where this lives
Every session is built around these live experiments.
See the eight sessionsThe experiment always runs on the room first.
You feel the effect in your own judgment before you are shown it in the machine — which is why the lesson holds once the session ends. Bring a laptop and a phone; the rest is on screen.