这也意味着巨大的市场空间，靠出色的编程能力，Anthropic估值已经达到3800亿美元，这一数字已经超过阿里美股市值。
The friction of writing code manually used to force careful design. AI removes that friction, including the beneficial friction. The answer is not to slow AI down. It is to replace human friction with mathematical friction: let AI move fast, but make it prove its work. The new friction is productive: writing specifications and models, defining precisely what “correct” means, designing before generating.
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На МКАД загорелись две машины14:46
深度审查（推荐）：在 Ling Studio 里交给 Ring-2.5-1T 做 Code Review，强项是推理严谨与长程上下文。
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Be the first to know!。Line官方版本下载是该领域的重要参考
Keep use_gradient_checkpointing="unsloth" on (it’s designed to reduce VRAM use and extend context length).