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I think this shows 2 key skills w/ AI 1) compute allocation – for most jobs there’s not a list of “X most important problems”, you have to decide what problems are worth it 2) thought partnership – @__alpoge__ had to…

I think this shows 2 key skills w/ AI 1) compute allocation - for most jobs there's not a list of "X most important problems", you have to decide what problems are worth it 2) thought partnership - @__alpoge__ had to...

Thariq 通过一次 AI 辅助证明数学定理的经历指出，AI 时代最稀缺的技能不再是“写代码”，而是“算力分配”和“思想伙伴关系”——同时提醒从业者，这两项能力仍然建立在深厚的技术功底之上。

Vercel Sandbox isolates both ① compute and ② network. Kimi’s paper shows container-based isolation is not enough for frontier models. Vercel Sandbox uses strong microVM isolation to address ①. OpenAI’s escape was on ②…

Vercel Sandbox isolates both ① compute and ② network. Kimi's paper shows container-based isolation is not enough for frontier models. Vercel Sandbox uses strong microVM isolation to address ①. OpenAI's escape was on ②...

Vercel宣布Sandbox出口防火墙（Egress Firewall）对所有套餐免费开放，并明确给出判断：AI沙箱只隔离计算不够，网络边界同样必须隔离。Kimi的论文和OpenAI的安全事件，共同说明了这一点。