SCOPE (Smart Contextual Opportunity & Priority Engine)
On-device intelligence 'AttentionOS' notification priority engine combining Ghost ML (quantized TFLite NLP model) & Android Kotlin NotificationListenerService.
❯less overview_&_attentionos_vision.mdmd
SCOPE (Smart Contextual Opportunity & Priority Engine) is an on-device machine learning attention management system designed to act as a premium AttentionOS layer for Android.
The modern smartphone user receives hundreds of notifications daily, causing severe notification fatigue. Critical alerts—such as government notices, banking updates, and exam deadlines—are often buried under everyday promotional noise.
SCOPE solves this by intercepting notifications natively via Android's NotificationListenerService and scoring them 100% locally on-device using Ghost ML, a quantized TensorFlow Lite (LiteRT) neural network model combined with a deterministic rule engine.
Users can then process alerts through an immersive glassmorphic vertical swipe feed (Focus Mode) or review queue without sending a single byte of private data to cloud servers.
❯less ghost_ml_categorization_&_action_matrix.mdmd
Ghost ML categorizes incoming notifications into 5 distinct semantic tiers and executes localized state actions:
| Priority Category | Semantic Criteria & Scope | Example Notification Payloads | Triggered OS & UI Action |
|---|---|---|---|
| 🚨 Critical Emergency | Life safety, campus security, natural disaster broadcasts. | "Gov S.O.S: Flash Flood Warning in District" | Heads-Up Banner, Override DND / Silent, Push to Focus Session Queue. |
| 💳 Financial & Banking | OTP passcodes, high-value transfer alerts, fraud warnings. | "SBI: OTP 849201 for INR 4,500 at Amazon" | Active Status Bar Pinning, Copy OTP Quick Button, Persist in Review Queue. |
| 🎓 Academic & Work | Exam deadlines, grade releases, Slack / Teams DMs. | "Canvas: Quiz 3 deadline extended to 11:59PM" | Group by Thread, Add to Review Queue, Snooze until Study Window. |
| 💬 Social Media | Likes, comments, new follower alerts, social tags. | "Instagram: user_x liked your photo" | Mute Notification Sound, Suppress Icon, Auto-Archive to Evening Summary. |
| ⛔ Promotional Spam | E-commerce coupons, delivery ads, marketing spam. | "Swiggy: 50% OFF on your next order!" | Suppress Status Bar Icon, Auto-Purge via 24h Drift SQLite Cleaner. |