I should clarify my contextual perspective, since this composition would prove irritating from someone lacking LLM experience. I regularly use AI systems, as do most research group members. Colleagues I collaborate with produce reliable results using these tools. But observing their implementation reveals patterns: they understand intended code functionality before requesting automated composition. They know manuscript content before accepting phrasing assistance. They can explain each function, parameter, and modeling decision, because they developed this knowledge through years of methodical work. If all AI corporations collapsed tomorrow, these individuals would slow down. They wouldn't become disoriented. They encountered the tools after training, not instead of training. That sequence matters most in this discussion.
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2026年04月04日 10:40:25
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