THE METER
SECTION 03
ISSUE 001
Private Local-Cloud Model Partitioning
Inference: Apple’s AFM 3 family pairs private on-device models with Private Cloud Compute, while its current framework exposes model interfaces to developers; Google DeepMind provides a separate on-device robotics VLA. Hybrid systems can keep sensitive context and simple actions local while escalating harder computation to controlled servers, but universal dynamic routing is not yet demonstrated.
Why this idea is here
What the evidence establishes.
Apple documents third-generation AFM 3 models spanning on-device and Private Cloud Compute plus current framework access; Google DeepMind documents a locally running robotics VLA. Dynamic local-to-server routing is the labeled editorial inference.
Source ledger
Read the sources.
- S01Third-generation Apple Foundation Models
official model release / published 2026-06-08 / retrieved 2026-07-10
- S02Gemini Robotics On-Device
official research release / published 2025-06-24 / retrieved 2026-07-09
- S03Foundation Models framework updates — June 2026
official current developer documentation / published 2026-06-01 / retrieved 2026-07-10