MacBook M5 Pro and Qwen3.5 = Local AI Security System

https://www.sharpai.org/benchmark/

HomeSec-Bench — Local AI vs Cloud Benchmark | SharpAI Aegis

Qwen3.5-9B scores 93.8% on 96 real security AI tests — within 4 points of GPT-5.4 — running entirely on Apple Silicon. Full benchmark results and methodology.

This seems like an inevitable idea: a security system with full context. So you don't get alerts about your friend's car plates or your kid coming home late.
Exactly, the memory of full context is very personal, so I'd like to keep the local.

Are we “there” yet? To the point where deploying this as a serious security system makes sense? Or are we still in the research and demo phase?

My intuition is that OpenClaw-like systems still make too many mistakes to be trusted with security. And that it will take more months or years until the models and harnesses are truly ready.