I'm just not sure that there's any way to build a knowledge base that can fully replace asking seniors ad-hoc questions workflow. I've worked at places with amazing build tooling, monitoring, etc., and they still never came close to solving it. (This is actually the primary reason I'm excited about LLMs - I don't particularly enjoy the ad-hoc questions part of my job and they seem like the most promising avenue to finally solve it.)