AI accelerates shipping. Context still fragments.
Coding agents can help engineers move faster, but requirements, decisions, ownership, release context, and operational history remain scattered across code, tickets, docs, conversations, logs, and monitoring tools. When production breaks, engineers can spend hours reconstructing what changed before they can narrow the root cause and start fixing it.
Engineering decisions stay buried across tools and people.
