Qwen eyed for Android habit checks

This is a legit edge-AI use case, but the real challenge is not just model size — it is getting trustworthy visual verification on mobile hardware without easy spoofing or painful latency.

• –The app needs multimodal judgment over messy real-world photos, not simple object tagging
• –Midrange Android phones make RAM limits, thermals, battery life, and response time core product constraints
• –Habit-locking only works if false positives stay low and users cannot bypass checks with trivial photo tricks
• –The thread is notable because it points to a practical private-AI pattern: local image verification as app-level behavioral enforcement