Coding agents are great at building software. But to deploy to production they need three things from the cloud they want to host their app —an account, a way to pay, and an API token.
初学者常见陷阱：错误地认为部署到生产环境只需要代码，而忽略了账户、支付和API令牌等必要条件。
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blog.cloudflare.com blog.cloudflare.com
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developers.googleblog.com developers.googleblog.com
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As models scale to run on clusters of O(100,000) chips, the software that powers these models must meet new demands for performance, hardware portability, and reliability.
对于初学者来说，理解大规模模型运行的需求可能是一个常见陷阱，他们可能忽视了对软件性能、硬件兼容性和可靠性的要求。
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zed.dev zed.dev
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Web technology offered an easy path to shipping flexible software, but it also imposed a ceiling. No matter how hard we worked, we couldn't make Atom better than the platform it was built on.
初学者可能会误以为使用现有平台（如Electron）可以快速开发软件，但实际上这限制了软件的性能和功能。
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A single “little goblin” in an answer could be harmless, even charming.
初学者可能误以为模型中的小问题（如偶尔提到“小怪物”）是无害的，而忽略了它们可能随时间累积成更大的问题。
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Starting with GPT‑5.1, our models began developing a strange habit: they increasingly mentioned goblins, gremlins, and other creatures in their metaphors.
初学者可能难以理解模型行为的发展模式，尤其是当这种模式以微妙的方式出现时，如GPT-5.1开始频繁使用怪物的隐喻。
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Each engineer would open a few Codex sessions, assign tasks, review the output, steer the agent, and repeat.
初学者常见陷阱：直接管理多个Codex会话，可能导致效率低下和上下文切换问题。
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www.microsoft.com www.microsoft.com
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Automated domain adaptation for large language models
初学者可能会误解domain adaptation的概念，以为它是自动的而不需要人工干预，但实际上，AutoAdapt系统需要大量数据和计算资源。
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research.google research.google
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Our researchers drive advancements in computer science through both fundamental and applied research.
初学者应理解基础研究和应用研究在推动计算机科学进步中的同等重要性。
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We strive to create an environment conducive to many different types of research across many different time scales and levels of risk.
初学者可能容易忽略不同类型研究的重要性，以及不同时间尺度和风险水平对研究环境的影响。
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