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AI-KNOWLEDGE-MANAGEMENT4 MIN READ

Choose the right layer fast

Recall the role, risk, and best use of each major AI knowledge layer.

Capture vs Project Context Reusable Reference vs Indexed Knowledge What is the biggest risk of promoting a note too early? You make unresolved or ambiguous material look more trustworthy than it is, which hurts later retrieval. Premature promotion is how raw brainstorming turns into confident wrong answers. What is the biggest risk of leaving a note too low in the system? People and prompts keep reinventing the same context because the reusable slice never becomes visible. Under-promotion creates memory bottlenecks and repeat explanation work.

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