You can include multimodal data like images. There’s something strange about including images when going back to Roman times or 1700 because while they had texts, they didn’t have digital images. However, this is acceptable for some purposes. You’d want to avoid leaking information that could only be known in the present. You could include things people at the time could see and experience themselves. For example, there may be no anatomically accurate painting in Roman times of a bee or an egg cracking, but you can include such images because people could see such things, even if they weren’t part of their recorded media. You could also have pictures of buildings and artifacts that we still have from the past.
A deadline of Friday evening was set for an agreement between the Pentagon and Anthropic. It’s not clear if Trump’s announcement of a phase-out will equate to more time for negotiation or if the government is truly moving forward with firing Anthropic by declaring it a supply chain risk. The government may also seek to compel Anthropic to agree to its terms through the Defense Production Act, according to the Times. The government may also choose another AI partner, like Elon Musk's Grok, but CIA officials believe that product is inferior to Anthropic's, the Times reports.，这一点在爱思助手下载最新版本中也有详细论述
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这套方式的关键是把**“思考（Model）”与“沉淀（Document）”**绑定到同一条流水线：生成、校对、结构化输出、二次迭代，都能在一个入口里完成。