Custom Android Stock Prediction App

I want a fully native Android application, built from the ground up, that mirrors the stock-prediction section of my website but goes beyond what a simple IFRAME could ever do. The core purpose is clear: deliver up-to-the-minute market data and my proprietary predictions to users in an elegant, responsive mobile experience.

Key functions I need you to implement
• Real-time stock data streamed through live data feeds so prices and volumes are always current.
• Automated prediction algorithms running on-device or via my existing API, with results surfaced in an easy-to-read dashboard.
• Push notifications for selected stocks so users get instant alerts when price thresholds, signals, or prediction updates occur.

UI/UX expectations
The look must be polished and brand-aligned, with smooth navigation, material-design components, and zero web views. Fast launch times, offline caching of the last data pull, and graceful error handling are all part of “professionally done” for me.

Deliverables
• Full Android Studio project with readable, well-commented Kotlin or Java code.
• Signed release APK plus a debuggable build for testing.
• Step-by-step setup notes covering API keys, build variants, and Play Store deployment.

Acceptance criteria
1. Real-time data refresh proven with a live market source during the test window.
2. Prediction module returns identical results to the website’s API for the same query.
3. Notifications trigger within five seconds of the server event.
4. No web views or iframes present in the codebase.

If you have experience with market data APIs, Firebase Cloud Messaging, and on-device ML, you’ll have a head start. Show me a short demo or repo link demonstrating similar work, and let’s move quickly.