I.5 Integration Estate: Systems, Tools, Identity and Observability

This section examines the technical estate that AI-enabled work runs on: the systems it reads from and writes to, the tools and capabilities exposed to it, the identities under which it acts, the instrumentation that makes its behaviour visible, and the debt accumulating underneath.