I don't require anything particularly powerful for my personal computing. My personal laptop is a Lenovo ThinkPad X1 Carbon, and my daily driver is an Asus Chromebox 3. It took me a while to find a good USB-C dock with three DisplayPort ports that would work with both my Chromebox and the Windows laptop I use for work. I ended up with the DK31C3HDPD by StarTech, and it's been working great. Both my personal Chromebox and my work laptop are plugged into a CableMatters USB-C switch, and the switch is plugged into the dock. All the peripherals are plugged directly into the dock. This allows me to switch all peripherals between the two computers with the press of a button.
首先，大模型本身没那么可靠：存在无法根除的幻觉问题、知识时效性问题，任务拆解和规划经常不合理，也缺乏面向特定任务的系统性校验机制。这样一来，以其为“大脑”的智能体使用价值会大打折扣：智能体把模型从“对话”推向“行动”，错误不再只是答错问题，而是可能引发实际操作风险；而真实业务任务往往是跨系统、长链路的，一次小错误会在链路中层层放大，令长链路任务的失败率居高不下（例如单步成功率为95%时，一个 20步链路的整体成功率只有约 36%）。
。搜狗输入法2026对此有专业解读
Then again, maybe it all really does go back to Tiggy-Touch-Wood. The truth is that we really do know shockingly little about the history of gesture.
While the rocket is inside, technicians will remove and inspect suspected helium system components, update any faulty hardware, and perform other work. That includes replacing batteries in the flight termination system — the emergency system that can destroy the rocket if it strays off course — swapping out a seal on the line that feeds liquid oxygen into the rocket, refreshing items inside Orion, and giving the closeout crew more practice sealing the capsule.
The obvious lesson is: always provide your agents with design hints and extensive documentation about what they are going to do. Such documentation can be obtained by the agent itself. And, also, make sure the agent has a markdown file with the rules of how to perform the coding tasks, and a trace of what it is doing, that is updated and read again quite often.