Now the standoff has reached a breaking point. Anthropic faces both Trump’s social media directive to scrub Anthropic from federal agencies (a demand it is unclear if he can enforce) and a Friday 5 p.m. Eastern deadline to accept the Pentagon’s terms or risk losing its contract entirely—a move that could force the military to rip out one of its most advanced AI systems and send a chilling message across Silicon Valley. The Friday deadline when Congress is not in session prevents that arm of the government intervening in a showdown that, as AI scholar Gary Marcus wrote, “may literally be life or death for all of us.”
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Plan for iterative improvement rather than expecting immediate perfection. AIO is still an emerging practice without definitive best practices etched in stone. You'll make mistakes, try things that don't work, and occasionally optimize for factors that turn out not to matter. This experimentation is part of the learning process. What matters is systematic iteration—trying approaches, measuring results, adjusting based on feedback, and gradually improving your effectiveness over time.
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