A high-scale, Neumorphic AI Recommendation System for 12th, UG, and PG students.
FutureFit is a premium career guidance platform that uses sophisticated mapping to align students with their ideal futures. Whether you are finishing school, completing a degree, or specializing further, FutureFit provides a tailored roadmap including courses, colleges, professional jobs, and strategic internships.
FutureFit utilizes a bespoke Neumorphic (Soft UI) design system, creating a tactile and immersive digital experience.
| Landing Page | Login Page |
|---|---|
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| Admin Dashboard | User Dashboard |
|---|---|
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The engine now adapts to your current educational standing:
- 12th/School Passed: Suggests Undergraduate degrees and Diploma courses alongside top colleges.
- UG Completed: Focuses on Postgraduate specialization, Internships, and Entry-level jobs.
- PG Completed: Recommends Professional careers and Advanced research internships.
- Massive Dataset: Re-seeded with over 11,500 total records including 25 colleges and 5,600+ career openings.
- Work Modes: Every Job and Internship now displays its operational status: Onsite, Hybrid, or WFH (Work From Home).
- Diploma Support: Added specialized diploma paths for immediate skill acquisition.
- Hamburger Navigation: Smart collapsible menu for seamless mobile browsing.
- Touch-Optimized: All interactive elements are designed for finger-friendly tapping.
- Fluid Breakpoints: Adapts perfectly across phones, tablets, and desktops.
- Logic: Python 3.10+, Flask
- Database: SQLAlchemy (ORM) with a high-volume SQLite backend
- Style: Custom Neumorphic CSS Framework + Tailwind CSS
- Auth: Flask-Login with Bcrypt Hashing
- Clone & Enter
git clone https://github.com/nihadniaze/FutureFit.git cd FutureFit - Environment Setup
python -m venv .venv .\.venv\Scripts\activate # Windows pip install -r requirements.txt
- Database Reset (Optional)
python scripts/reset_db.py # Severs all tables and populates 11,000+ records - Launch
python app.py
We have pre-configured 7 accounts for immediate testing.
Common Password for all students: password123
| Level | Role/Username | Focus Area | |
|---|---|---|---|
| Admin | admin |
admin@futurefit.ai |
System Management (admin123) |
| 12th | sam_12th |
sam@futurefit.ai |
AI & Technology |
| 12th | jane_12th |
jane@futurefit.ai |
UI/UX & Creative |
| UG | alex_ug |
alex@futurefit.ai |
Data Science & Backend |
| UG | lily_ug |
lily@futurefit.ai |
Full Stack & Design |
| PG | mark_pg |
mark@futurefit.ai |
AI Research & Ethics |
| PG | sara_pg |
sara@futurefit.ai |
Cloud & Security |
FutureFit/
├── src/ # Core application modules
│ ├── models.py # Database schemas
│ ├── forms.py # WTForms definitions
│ ├── extensions.py # Flask extensions (DB, Bcrypt, LoginManager)
│ ├── ml_model.py # AI recommendation engine
│ ├── routes_auth.py # Authentication routes
│ ├── routes_user.py # User dashboard & recommendations
│ ├── routes_admin.py # Admin panel routes
│ └── routes_api.py # REST API endpoints
├── static/ # Frontend assets
│ ├── css/ # Neumorphic stylesheets
│ └── js/ # JavaScript files
├── templates/ # Jinja2 HTML templates
│ ├── admin/ # Admin management pages
│ ├── auth/ # Login & Registration
│ ├── user/ # User dashboards & results
│ ├── layout.html # Base template
│ └── index.html # Landing page
├── scripts/ # Utility scripts
│ └── reset_db.py # Database seeding
├── tests/ # Test suites
├── app.py # Application entry point
├── requirements.txt # Python dependencies
└── README.md # Project documentation
© 2026 FutureFit - Architecting the Future of Workforce.