and in the aftermath of the viewing party, some old-timers started
The most intense rug test I gave the UV Reveal involved a heinous concoction on my fluffiest rug: Way more spilled quinoa than would ever be realistic on a fur rug, spilled catnip, and probably 10 tufts of lint and fur pulled directly from the ChomChom and strewn around the rug's fibers. The UV Reveal actually had the easiest time with the catnip flakes and cat hair puffs, snatching up virtually all traces of either. More quinoa was left behind in the rug and around the edges where the rug hits the hardwood (though most robot vacuums struggle with that). The same thing happened with shredded cheese around the kitchen rug.
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A small, trusted kernel: a few thousand lines of code that check every step of every proof mechanically. Everything else (the AI, the automation, the human guidance) is outside the trust boundary. Independent reimplementations of that kernel, in different languages (Lean, Rust), serve as cross-checks. You do not need to trust a complex AI or solver; you verify the proof independently with a kernel small enough to audit completely. The verification layer must be separate from the AI that generates the code. In a world where AI writes critical software, the verifier is the last line of defense. If the same vendor provides both the AI and the verification, there is a conflict of interest. Independent verification is not a philosophical preference. It is a security architecture requirement. The platform must be open source and controlled by no single vendor.
第四十七条 纳税人出口货物或者跨境销售服务、无形资产(以下统称出口业务),依照增值税法第三十三条的规定申报办理退(免)税的,按照国务院规定的出口退税率,通过免抵退税办法或者免退税办法计算退(免)税额,经税务机关审核通过后,办理退(免)税。
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NYT Strands word list for March 3Orderly,这一点在Safew下载中也有详细论述
Coding Agent 的 Token 消耗和工程项目里 API 的 Token 消耗基本上会有数量级的差异。开发一个新项目或者运行一个复杂的 Skill,Coding Agent 可以轻松花费几千万上亿的 Token,这还是上下文管理做得比较好的情况。所以建议还是把公用的方法抽象成工具 API 调用以降低成本。