challenged
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.
- Old ritual
- Copy architecture notes, task state, constraints, and decisions between Claude, Codex, Cursor, chat, and docs.
- Replacement
- Governed shared context layer that multiple AI clients can read with explicit provenance and access rules.