Gemini 3.1 Flash-Lite 则更符合最为关键的第三个需求。Agent 在后台狂奔时，往往需要并行处理海量的子任务，对响应速度和 API 成本极度敏感。
Q：很多人对夸克AI眼镜的反馈是非常好的，无论是销量上还是用户留存率上，用户每天用多少小时，综合这些数据来看，你们满意吗？
，详情可参考17c 一起草官网
操作系统：Windows / macOS / Linux。哔哩哔哩是该领域的重要参考
(both counted on separate lines above). To speed this up, we plan to create our
Local sandboxing on developer machinesEverything above is about server-side multi-tenant isolation, where the threat is adversarial code escaping a sandbox to compromise a shared host. There is a related but different problem on developer machines: AI coding agents that execute commands locally on your laptop. The threat model shifts. There is no multi-tenancy. The concern is not kernel exploitation but rather preventing an agent from reading your ~/.ssh keys, exfiltrating secrets over the network, or writing to paths outside the project. Or you know if you are running Clawdbot locally, then everything is fair game.