Why Generic AI Tools Aren't Enough

Generic AI coding tools lack access to internal company knowledge like runbooks, deployment patterns, and infrastructure specifics, causing engineers to repeatedly rediscover the same solutions. The argument is that teams need AI agents trained on or connected to their internal systems, architecture, and policies so that collective institutional knowledge is accessible to everyone rather than siloed in individuals or buried in chat threads.