AI is a great mimic, but it has no life experience to base the idea of a final recipe. It can scan 10,000 carrot cake recipes and tell you the most common ingredients, but it doesn't understand the culture behind the recipe. I use it to understand the mechanics, but I rely on my own taste and research to keep the heart of the dish intact.
Consider what happens at scale. A single bug in OpenSSL — Heartbleed — exposed the private communications of millions of users, survived two years of code review, and cost the industry hundreds of millions of dollars to remediate. That was one bug, introduced by one human, in one library. AI is now generating code at a thousand times the speed, across every layer of the software stack, and the defenses we relied on (code review, testing, manual inspection) are the same ones that missed Heartbleed for two years.
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Advances in organ and computer models are raising the prospect that some animal experiments could be eliminated. But there are still huge hurdles to overcome.
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