The Potter's Loophole
In a dusty workshop, an apprentice potter tries to impress a strict inspector. He presents a single, perfectly shaped blue bowl. The inspector examines it, nods, and places it on a shelf. Realising he has found a winning formula, the apprentice rushes back to his wheel to make more.
Here is the catch. He produces that exact same blue bowl a hundred times in a row. Because the inspector only looks at one item at a time, she approves every single one. The showroom fills up with uncanny, identical clones rather than a real collection. In AI, this is called 'mode collapse', where a system gets stuck repeating one safe answer.
To stop this trick, the inspector changes the rules. She demands to see a whole tray of twelve at once. Now, the identical repetition looks obviously fake. To pass, the apprentice is forced to shape jugs, plates, and mugs, proving he isn't just copying a single template.
Even with variety, the apprentice sometimes panics and ruins the clay. To steady his hands, the process is tweaked. Instead of just a simple 'yes' or 'no', he is guided to match the texture and weight of the master's own work. This keeps his progress stable and prevents wild mistakes.
Finally, a new scoring method is invented to check the work. It asks two simple questions: Is each object a distinct shape, not a blurry blob? And does the entire shelf show a wide range of items? This double-check ensures both quality and variety.
The workshop is no longer a factory of identical clones. By forcing the creator to look at the bigger picture and match the richness of the real world, the system generates a vibrant, unpredictable gallery that actually looks like life.