THE BODY
SECTION 05
ISSUE 001
Private Inference Enclaves
Projection: Apple establishes private local model access, while Qualcomm is designing agentic and near-memory inference hardware. Devices may isolate model memory and tool credentials inside attestable hardware domains. Neither source establishes such enclaves. The thesis depends on verifiable isolation that survives model updates and tool use without crippling local performance.
Why this idea is here
What the evidence establishes.
Apple documents its third-generation AFM 3 on-device and Private Cloud Compute family, while current framework documentation exposes on-device model interfaces to developers; Qualcomm announces agentic CPUs, near-memory high-bandwidth compute, disaggregated inference, liquid-cooled racks, and claimed improvements in bandwidth per watt. These are source-backed premises for this projection; they do not by themselves prove broad adoption or the eventual outcome.
Source ledger
Read the sources.
- S01Third-generation Apple Foundation Models
official model release / published 2026-06-08 / retrieved 2026-07-10
- S02Qualcomm Dragonfly Data Center Roadmap
official hardware announcement / published 2026-06-24 / retrieved 2026-07-09
- S03Foundation Models framework updates — June 2026
official current developer documentation / published 2026-06-01 / retrieved 2026-07-10