Energizer Β· L1.5 Session 2

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The Exact Instructions Challenge

AI Agents track Β· High-School AI Workshop Β· L1.5 Session 2 Energizer

ENERGIZER
FocusPrecise prompting β€” an agent does exactly what you say
GroupTeams of 3–4 Β· one "robot" per team
Time12–15 minutes

Objective

Let students feel the gap between what they meant and what they actually said. One student becomes a "robot" who follows written instructions literally, with zero common sense. Teams learn that vague words like "draw a house" or "fold it" hide a hundred hidden assumptions β€” and that a good instruction leaves nothing to guess. This is the exact muscle they'll use to write sharp prompts for an AI agent.

The setup

  1. Split the room into teams of 3–4. Each team picks one robot β€” the person who will perform the instructions literally and silently.
  2. Pick one simple physical task for the whole class so teams can compare: draw a specific shape (e.g. a house with a door and two windows), fold a paper airplane, or stack 6 cups into a pyramid. Hand each team paper, a pen, and the materials.
  3. Post the Robot's Oath where everyone can see it: "I do only what the words say. If a step is unclear, I do the silliest thing that still technically obeys it. I never use common sense."

The rules β€” read aloud

Round 1 Β· "Say it loosely β€” watch it break"

  • "Teams: write step-by-step instructions for the task on paper. You get 3 minutes. Write them the way you'd say them to a friend."
  • "Robots: read your team's steps out loud and do exactly what each one says β€” no more, no less. If it says 'draw a house,' draw the wildest, most technically-correct house you can."
  • "Teams may not talk, point, or rescue the robot. Zip it. Watch it go wrong and let it hurt."

Round 2 Β· "Rewrite it painfully specific β€” watch it work"

  • "Same task. Now rewrite your instructions to be painfully specific and unambiguous β€” you get 4 minutes."
  • "Add numbers, sizes, order, and positions: 'Draw a square 8 cm wide in the center of the page. On top of it draw a triangle of the same width for the roof…' Define every word a robot could twist."
  • "Bonus: give the robot a quick example or reference ('like this picture') β€” good prompts often show, not just tell."
  • "Robots perform again β€” literally. Whichever team's robot produces the correct result wins the round."

The process

  1. Round 1 (~5 min): 3 min to write, then robots perform. Expect chaos β€” houses with no walls, airplanes that are just crumpled paper, cup towers that fall. Let the room laugh; the failure is the lesson.
  2. Name it: "The robot isn't dumb β€” it's literal. Every gap you left, it filled with the silliest legal answer."
  3. Round 2 (~6 min): 4 min to rewrite tight, then robots perform again. Celebrate the team whose robot nails it. Ask them to read the one step that made the difference.
  4. Land it: "An AI agent is that robot. It has no common sense to fall back on β€” it does literally what your words say. Specific in, correct out. Vague in, garbage out."

The debrief

WORKSHOP TIE-IN: This is exactly why a sharp system prompt beats a vague one in today's Colab. Your agent is the human robot: be specific, define the output format, don't assume it "knows what you mean," and give it an example. You'll write two prompts for the same task β€” a loose one and a precise one β€” and watch the agent's answers split apart just like the two rounds.

WATCH-OUT: Keep robots playfully literal, not mean β€” the goal is funny-wrong, not humiliating. And cap the writing timers hard; teams will want to over-engineer Round 2. Specific-enough beats perfect, and the clock keeps the energy up.