AiMetrics

Lightweight, on-device assistant metrics (SoT §36/§37). Tracks how often the deterministic path handles a request vs. how often we fall back to the model, plus model latency — so we can verify "deterministic commands cost 0 LLM calls" and later judge whether prefix-caching actually helps. No data leaves the device; only aggregate counters are logged.