Pipette's On-Device AI Results Are Deployment Tests, Not Chip Rankings
Pipette publishes latency, throughput, memory, and quality results across many configurations, but different phones, runtimes, and quantizations are not one clean ranking.
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Apple's Foundation Models API Hides Three Different Trust Boundaries
Apple's common Swift session API can reach on-device models, Private Cloud Compute, or another provider, but those routes differ in privacy, capacity, and availability.
August 26th, 2026: AI systems move toward owned infrastructure, memory, and control
Twelve current developments show AI moving beyond model releases into custom silicon, persistent agent context, agent-first infrastructure, security boundaries, and measurable labor effects.