Parting notesThe landscape is moving in a clear direction. There is a lot of exciting new tech out there, with people constantly pushing the limits of cold starts toward faster, securely isolated workloads using Python decorators and other novel approaches to make microvms feel like containers. I am excited to see what comes next in this space. It is definitely an area to watch.
As a frontier flagship model, it was disappointing. It got no successful outcome. It seemed that it didn't reason thoroughly even though the reasoning was enabled, and the level set to high.
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除了模型能力大幅提升，Kimi K2.5模型爆火的另一个原因，在于其独特的Agent技术，其“Agent swarm”功能能自主调度多达100个分身并行处理1500个步骤。
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These are meaningful improvements, and some are clearly already underway. We'd love to see Google go further and retroactively audit existing impacted keys and notify project owners who may be unknowingly exposed, but honestly, that is a monumental task.
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