Knowledge flow isn’t just about delivery; it’s about engineering the conditions that let people and systems adapt. To engineer, in this sense, isn’t limited to writing code or building machines — it’s designing feedback loops, reflection spaces, and experiments that turn experience into evolution. Every role participates in this engineering: leaders shape environments, designers shape experiences, teammates shape trust. Systems that embed learning in their very structure don’t just survive change — they grow stronger through it