The real annoying thing about Opus 4.6/Codex 5.3 is that it’s impossible to publicly say “Opus 4.5 (and the models that came after it) are an order of magnitude better than coding LLMs released just months before it” without sounding like an AI hype booster clickbaiting, but it’s the counterintuitive truth to my personal frustration. I have been trying to break this damn model by giving it complex tasks that would take me months to do by myself despite my coding pedigree but Opus and Codex keep doing them correctly. On Hacker News I was accused of said clickbaiting when making a similar statement with accusations of “I haven’t had success with Opus 4.5 so you must be lying.” The remedy to this skepticism is to provide more evidence in addition to greater checks and balances, but what can you do if people refuse to believe your evidence?
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Both page table entries and segment descriptors have an Accessed bit that the hardware must set on use -- but the mechanisms are quite different.
Back in 2016, Hayao Miyazaki, the director of movies such as Princess Mononoke and Spirited Away, was shown new technology that used AI in order to animate models. Faced with a zombie that utilised its head to move by knocking its skull against the ground and wriggling its body like a fish, Miyazaki declared what he had seen was “an insult to life itself”. It’s hard not to watch the clip without feeling slightly seared – but now, a decade later, the ashen-faced developers from that room have sufficiently recovered to make their work widely available.