Manual context handoff between AI clients

The ritual of retelling one AI client what another already understood becomes optional when context moves into a shared layer.

Disappearing action

  • Human ritual: Copy architecture notes, task state, constraints, and decisions between Claude, Codex, Cursor, chat, and docs.
  • Old cost: Repeated context switching, stale memory, contradictory assumptions, and lost provenance.
  • Replacement pattern: Governed shared context layer that multiple AI clients can read with explicit provenance and access rules.
  • Where the old interface still wins: Manual handoff is still safer when context contains sensitive data, unclear ownership, or unreviewed agent memories.

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This interface is not dead. It is no longer mandatory.

The old ritual survives because it is inspectable: a human sees exactly what was copied. The replacement needs the same property, otherwise shared context simply becomes a larger hidden prompt.