Context Debt Compounding

Context debt is the accumulated cost of client knowledge that lives only in a person's head or a single chat thread: brand rules, architecture decisions, past campaign results. Like technical debt, it compounds quietly. Each new session forces the same re-explanation, and every re-prompt burns senior hours that should go to billable strategy. The framework asks agencies to treat memory as a balance sheet item, not a convenience. A recognition-first federation layer such as Bourdon lets a fact learned in one agent surface instantly in another, while a structured archive like Knownbase stores decisions by project and tag so a new hire's agent inherits the same constraints. The compounding works in reverse too: every captured decision lowers the marginal cost of the next deliverable. The risk sits on the liability side, because a memory layer that will not export cleanly converts accumulated context into a switching penalty rather than an asset.