Human understanding is the bottleneck.

AI is already outpacing humans at idea generation, and the Pareto frontier is only expanding. For some applications we can't afford not to have humans in the loop, but the amount of information a human has to absorb in order to keep up with AI just keeps increasing.

Quantumplations is our answer to this dilemma: exploit our wonderful visual cortex. Roughly a third of your cortex is given over to vision, more than to any other sense. Reading long passages of text was never the most efficient communication channel. If a picture is worth a thousand words, then a video is worth a thousand pictures.

We want to ~100× the bandwidth of human communication, completely naturally.

In the near future, it's not unreasonable to imagine every ten-year-old child will have already mastered calculus. Vibe coding will be possible while still retaining sharp understanding of your codebase. The learning curve for any new topic will flatten to near-zero.

Welcome to the era of human superintelligence.