Once a semblance of context has been conjured, and through a plentitude of poor attempts, we can finally uncover the solution. The dissonance of bad design must be felt: it’s only when we write repulsive and repetitive code that we realize that there is a better, more succinct, elegant, compositional, and reusable way. It causes pause. A step back to think about the problem deeply. Start over. Rinse repeat. Diametrically, AI Agent work is frictionless; we avoid alternative solutions and can’t know if what we accept is flawless, mediocre, terrible, or even harmful. Quality is crafted by iteration—how else might we imagine good designs if we never explore objectionable ones?