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A serious question is gaining traction in AI security circles: how do you stop a frontier AI model from breaking out of its test environment and collaborating with others to cause harm? The CEO of Intuition Machines is pointing to lessons from defense and intelligence networks, arguing that one-way data architectures — where information can flow in but never out — may be the only reliable containment strategy we have right now.
Shifting to enterprise AI, Cohere has released Parse five, a multimodal model built to pull structured information from complex business documents. At two point three billion parameters, it converts dense, visually rich PDFs into clean, usable Markdown, and it scored an average of seventy nine point two across more than two thousand enterprise pages in benchmark testing. It is a quiet but meaningful step forward for companies drowning in unstructured data.
And on the open source front, a three-D printer manufacturer is drawing scrutiny for an alleged ongoing violation of the AGPL license. That is the Affero General Public License, which requires companies using open source code in networked products to release their own modifications. The case is a reminder that free software licenses have teeth, and that hardware companies are not exempt from the rules.
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