Mobile

A comprehensive evaluation framework for mobile AI features, moving from offline benchmarks to production telemetry, behavioral metrics, and automated rollback rules.

A pragmatic architecture framework for evaluating on-device Core ML models versus cloud LLMs, balancing latency, privacy, thermal budgets, and unit economics.