What looks redundant to humans is often exactly what makes knowledge usable for AI.

That is one of the biggest mindset shifts teams run into when they start designing documentation for AI-assisted work.

In human-only environments, "too much documentation" usually sounds like waste. Too many pages. Too many repeated explanations. Too much...