[ITmedia エンタープライズ] 「生成AIは専門家の知識を代替しない」 任せるべきセキュリティ領域とは?

· · 来源:tutorial资讯

These aren't niche tools used by tech enthusiasts. They're mainstream applications that everyday people now use for research, planning, learning, and decision-making. When someone searches for "best productivity apps for small teams," they're increasingly likely to ask an AI rather than Google. When a business owner needs to understand a technical topic, they're prompting Claude instead of reading blog posts. When students research topics for papers, they're querying Perplexity instead of clicking through search results.

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Context window limits. I like to approach problems holistically so I frequently ask Planners to explore multiple angles, consider edge cases, double check plans against the code, and explain things to me until I understand them. So I burn through context windows fast. I noticed that compaction can drop good context or even the decisions made during planning, so now I checkpoint FD progress often. This adds time to the planning cycle but results in tighter plans.