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Office Assistants Are Now Fighting Over Your History
Doubao Work's one-click import turns a user's history into luggage they can carry out. Office agents now compete less on model strength than on switching costs and memory.
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Doubao Work's one-click import turns a user's history into luggage they can carry out. Office agents now compete less on model strength than on switching costs and memory.
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AI performances and AI-written screenplays are out. The rule is not about tools, it is about credit, and credit is the one thing an institution can still decide.

A skill is not a setting. It is a bundle of instructions and scripts that an agent follows with whatever permissions it holds, and NVIDIA just shipped a scanner that knows 64 ways that goes wrong.

A skill is not a setting. It is a bundle of instructions and scripts that an agent follows with whatever permissions it holds, and NVIDIA just shipped a scanner that knows 64 ways that goes wrong.

The fastest-growing repository on GitHub is a joke that happens to be correct: cut 65 percent of tokens by talking like a caveman. The bottleneck is not intelligence, it is overhead.

A model produced 400 pages of candidate reasoning. Mathematicians picked the three paragraphs that mattered. Then a machine checked the result line by line.

Git was designed around a belief about human pace. When agents write code continuously, the repository still works and the process around it stops meaning what it used to.

An always-on assistant is less like a taxi that charges while you ride and more like climate control. It is always doing something, and every one of those somethings has a price.

The payload is not code that can be read. It is a capability, compressed into weights, and that changes what defending against it even means.

A response under one second is not a spec sheet decoration. Below that line, talking to a system stops feeling like dictation and starts feeling like conversation.

OpenAI says Higgsfield used GPT-6 Astra to take AI video from one minute to more than ten. The interesting part is not the duration. It is keeping a face, a room, and a jacket consistent for that long.

OpenAI says Higgsfield used GPT-6 Astra to take AI video from one minute to more than ten. The interesting part is not the duration. It is keeping a face, a room, and a jacket consistent for that long.