Berat di Ongkos, Bisnis Masa Depan Ternyata Susah Cuan
Anthropic 年收入冲到 170 亿美元，涨了 50%，但算力开销把利润吃掉了，钱没想象中好赚。
Anthropic 年收入增长 50%，达到 170 亿美元。收入上涨的同时，算力开销持续膨胀，侵蚀利润空间。高收入并未转化为同步的盈利能力，成本增速成为其经营主要压力来源。这篇报道聚焦 AI 公司高营收背后的算力账本问题。
Berat di Ongkos, Bisnis Masa Depan Ternyata Susah Cuan
Pendapatan Anthropic melonjak 50% menjadi US$ 17 miliar, namun biaya komputasi terus membengkak, menyusutkan margin.
字节不让员工用自己的 Claude 账号写代码这条最实用，另外 Anthropic Fable 5.5 那个 3 小时自己写完动画的案例也值得看看。
Anthropic 用 Claude 从 150 亿条序列里找出 96 条链组成的 Vault 结构，3 天纯化缩到 90 分钟，还写了 AI 出错的教训。
Bacterial vaults are far simpler to study than their animal and plant counterparts, so finding them in simpler organisms gives structural biologists a faster path to testing what vaults actually do. The write-up is also candid about where Claude failed and how Anthropic's ML team fixed those errors, which is useful for anyone evaluating LLM-assisted science workflows. Life sciences researchers and AI practitioners assessing AI's role in hypothesis-driven work will get the clearest picture from the full piece.
