// outline - full essay drafting; takeaways and bridge below
Teams respond to weak AI performance by dumping more documentation into context windows and hoping the model behaves like a senior engineer.
This piece defines compiled context: a bounded, auditable projection from repo-local artifacts, resolver outputs, knowledge graph results, current task state, permissions, stop conditions, and verification requirements.
CTO: The context window is not a landfill. It is an execution boundary.
CIO: Context governance is privacy governance, cost governance, and audit governance at once.
AI leader: Your job is to design high-signal context flows, not bigger prompts.
If context, skills, and policies are now part of the workflow, each engineer needs a durable operating surface to carry them.