Minella Study can ride the crest of a wave for Adam Nicol at Cheltenham

· · 来源:tutorial新闻网

April and May 2025 changed how builders had to think about tool calling. Invariant Labs disclosed MCP tool-poisoning attacks that hid malicious instructions inside tool descriptions, visible to the model but not fully visible to the user. Their examples showed data theft, local file reads, and cross-server shadowing where one malicious tool changed how the agent used another, trusted tool.11 The attack surface goes past the chat window. Tool descriptions, labels, manifests, and connector metadata all influence how the model plans its actions.

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Wilson’s recent moves have gotten a lot of attention, but it’s hardly the first time he has lobbed this kind of criticism at the company he founded in 1998. A firebrand whose comments have often been seen as exclusionary and even racist, Wilson left the board after tangling with the company’s C-suite over strategy and culture, but he still owns an 8.4% stake in the company. A decade ago, he wrote an open letter in which he made essentially the same complaints he’s making today—only for the company to triple revenue in the following nine years.

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in our pre-release builds, so we expect we'll make breaking API,详情可参考超级工厂

Take the world's most capable programmer and drop them

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张伟,资深编辑,曾在多家知名媒体任职,擅长将复杂话题通俗化表达。

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