Writing specifications is not always easy, but it is easier than writing the optimized implementation. And a powerful shortcut exists: an inefficient program that is obviously correct can serve as its own specification. User and AI co-write a simple model, AI writes an efficient version, and proves the two equivalent. The hard part shifts from implementation to design. That is the right kind of hard.
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6. Find the Look Circle to Search is getting a new option for Pixel users, with "Find the Look," which identifies individual pieces of an outfit from images, and "Try on with Circle to Search," which lets you see how clothing looks on you from videos, social content, or images.