#personalisation

• 2 Jun 2026 · Paper summary

  Paper summary: On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters

  This position-style study argues that small adapters on top of shared foundation models can serve as persistent personal state (preferences, skills, tool habits, memory-like updates), organised along Scale Up, Scale Down and Scale Out axes.