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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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In a blog post published over the weekend, OpenAI shared a detailed account of its agreement with the Pentagon and, according to a post on social media by a well-known OpenAI researcher Noam Brown, the company’s head of national security partnerships, Katrina Mulligan, told Brown that OpenAI’s contract does not cover Title 50 work by the intelligence community, one of the major causes of concern from critics. Representatives for OpenAI did not immediately respond to a request for comment from Fortune.

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