Teaching an AI to solve brand-new puzzles it has never seen before by writing its own mini-programs on the fly, instead of memorizing millions of examples.

It's like hiring a scientist who doesn't just memorize every textbook but actually understands the underlying principles well enough to invent new theories from a single surprising experiment.

Building an AI brain for robots that can figure out how to handle objects and navigate spaces it has never encountered before by imagining what will happen before it acts.

It's like giving a robot the ability to play out a chess game in its head before moving a single piece—except the chess board is your entire kitchen and the pieces are random objects it's never seen.

Creating an automated testing system that measures whether an AI can actually think and invent—not just parrot back answers—so the entire field knows who's really making progress toward AGI.

It's like being both the professor who writes the final exam and the student who gets to see how every other student in the world answers it before writing their own thesis.