Technology Stack
TalentG is built using a modern, scalable technology stack designed for high performance, developer experience, and production reliability. This document provides a comprehensive overview of all technologies, frameworks, and tools used in the platform.Core Framework
Next.js 15.2.4
- App Router: Modern routing with Server Components and nested layouts
- Server Components: Improved performance and SEO with server-side rendering
- React 19.0.0: Latest React features including concurrent rendering
- TypeScript 5.8.2: Full type safety across the entire application
- Turbo Mode: Optimized development experience with fast refresh
Key Features Leveraged
- Server-Side Rendering (SSR): Improved SEO and initial page load performance
- Static Generation: Pre-rendered pages for optimal performance
- API Routes: Built-in API endpoints for serverless functions
- Image Optimization: Automatic image optimization and WebP conversion
- Middleware: Request interception for authentication and routing
Frontend Architecture
React 19.0.0 Ecosystem
- Concurrent Features: Improved user experience with non-blocking updates
- Server Components: Reduced bundle size and improved performance
- Suspense: Better loading states and error boundaries
- Hooks: Modern React patterns for state and lifecycle management
UI Framework & Component Libraries
Primary Component Library
- RizzUI 1.0.1: Enterprise-grade React component library providing comprehensive UI components
- Modal, Button, Input, Card, Table: Core enterprise components with accessibility and customization
Additional Component System
- Shadcn/ui: Modern, copy-paste component library built on Radix UI primitives
- Custom styling: Integrated with TailwindCSS for consistent design system
- Component variants: Flexible theming with CSS variables and design tokens
- TypeScript-first: Full type safety with auto-completion
Styling & Design
- TailwindCSS 3.4.17: Utility-first CSS framework with custom design system
- Custom theme: Extended with project-specific colors, spacing, and typography
- CSS Variables: Dynamic theming with light/dark mode support
- Component composition: Layered approach combining RizzUI + Shadcn/ui components
Animations & Interactions
- Framer Motion 12.23.24: Production-ready motion library for React
- Smooth animations: Page transitions, micro-interactions, and loading states
- Gesture support: Touch and mouse interactions with spring physics
- Performance optimized: GPU-accelerated animations with reduced re-renders
Icon System
- React Icons 5.5.0: Comprehensive icon library with 20+ icon packs
- Lucide React: Modern icon set integrated with Shadcn/ui components
- Consistent iconography: Unified icon system across all components
- SVG optimization: Lightweight, scalable icons with proper accessibility
State Management
- Jotai 2.12.2: Lightweight atomic state management
- React Hook Form 7.54.2: Performant form handling with validation
- Zod 3.24.2: Runtime type validation and schema validation
Data Visualization
- Recharts 2.15.1: Declarative charting library for data visualization
- React Big Calendar 1.18.0: Calendar component for scheduling
- TanStack React Table 8.21.2: Advanced data tables with sorting and filtering
Backend & Database
Supabase Ecosystem
- PostgreSQL 15: Advanced relational database with JSONB support
- Row Level Security (RLS): Database-level access control and security
- Real-time Subscriptions: Live updates via WebSocket connections
- Authentication: Multi-provider OAuth (Google, GitHub)
- Storage: File upload and management with access controls
- Edge Functions: Serverless functions for complex business logic
Database Features
- 51+ Migrations: Comprehensive schema evolution and versioning
- Multi-tenant Architecture: Support for multiple universities and organizations
- Indexing Strategy: Optimized queries for performance
- Backup & Recovery: Automated database backups and point-in-time recovery
Development & Build Tools
Monorepo Management
- Turborepo 2.5.8: High-performance monorepo build system with caching
- pnpm 9.1.4+: Fast, disk-efficient package manager
- Workspace Configuration: Shared dependencies and scripts across packages
Code Quality & Component Development
- ESLint 9.23.0: Advanced linting with React and TypeScript rules
- Prettier 3.5.3: Consistent code formatting with TailwindCSS integration
- Husky 9.1.7: Git hooks for pre-commit quality checks
- TypeScript Config: Shared TypeScript configurations across workspaces
Component Architecture Tools
- Class Variance Authority: Component variant management for Shadcn/ui
- clsx: Utility for constructing conditional CSS classes
- Tailwind Merge: Intelligent TailwindCSS class merging to avoid conflicts
- Radix UI Primitives: Headless UI components powering Shadcn/ui (peer dependency)
- @radix-ui/react-*: Individual Radix primitives for advanced component building
Package Structure
Component Architecture
Hybrid Component Strategy
TalentG employs a hybrid component architecture that combines enterprise-grade components with modern, customizable UI primitives:RizzUI Integration (Primary)
- Enterprise components: Modal, Button, Input, Card, Table, and complex form components
- Accessibility first: WCAG compliant with keyboard navigation and screen reader support
- Production ready: Battle-tested components with comprehensive documentation
- Consistent API: Unified component interface across the application
Shadcn/ui Integration (Secondary)
- Modern primitives: Dialog, Dropdown, Select, Switch, and advanced interaction components
- Copy-paste philosophy: Components copied and customized for specific needs
- Radix UI foundation: Headless UI primitives with full customization control
- Design consistency: Matches RizzUI theme through shared TailwindCSS variables
Component Usage Strategy
- RizzUI Priority: Use RizzUI components for core enterprise functionality
- Shadcn/ui Enhancement: Add Shadcn/ui components for advanced interactions or missing features
- Custom Extensions: Extend both libraries with project-specific components
- Consistent Theming: Unified color scheme, spacing, and typography across all components
Shadcn/ui Component Inventory
The project includes 18+ Shadcn/ui components in thecomponents/ui/ directory:
Form Components
button.tsx- Customizable button with variants and sizesinput.tsx- Text input with validation and accessibilitytextarea.tsx- Multi-line text inputselect.tsx- Advanced dropdown selectionradio-group.tsx- Radio button groups
Layout Components
card.tsx- Content containers with headers and footersaccordion.tsx- Collapsible content sectionsbreadcrumb.tsx- Navigation breadcrumbs
Interaction Components
dialog.tsx- Modal dialogs and overlaysdropdown-menu.tsx- Context menus and dropdownsswitch.tsx- Toggle switcheslabel.tsx- Accessible form labels
Data Display
table.tsx- Sortable, filterable data tablesbadge.tsx- Status indicators and tagsavatar.tsx- User profile images and placeholders
Utility Functions
Class Merging Utility
- Purpose: Intelligently merges TailwindCSS classes without conflicts
- Shadcn/ui standard: Required for all Shadcn/ui component variants
- Performance: Optimized class merging with deduplication
Configuration Management
- Style: “new-york” variant with modern design language
- RSC Support: React Server Components compatibility
- CSS Variables: Dynamic theming with light/dark mode
- Path Aliases: Clean import paths for components and utilities
AI Integration
Google AI Services
- Google Gemini AI: Advanced language model for personality assessments
- OpenRouter API: AI service provider with multiple model options
- Gemma 3 4B: Primary model for cost-effective, high-quality responses
- Streaming Support: Real-time AI response streaming capabilities
AI Features Implemented
- Personality Assessment: 180-question analysis with detailed insights
- Career Guidance: AI-powered career path recommendations
- Resume Optimization: Interactive resume improvement with AI feedback
- Interview Preparation: Role-specific question generation
Deployment & Infrastructure
Production Environment
- Vercel: Global edge network with automatic scaling
- CDN: Worldwide content delivery for optimal performance
- Auto-deployment: CI/CD pipeline triggered by main branch pushes
- Environment Management: Separate staging and production environments
Performance Optimization
- Edge Computing: Global distribution of compute resources
- Image Optimization: Automatic format conversion and compression
- Bundle Splitting: Code splitting for reduced initial load times
- Caching Strategies: Multiple levels of caching (browser, CDN, server)
File Management & Uploads
UploadThing 7.6.0
- File Upload Management: Secure, scalable file handling
- Multiple Storage Backends: Support for various cloud storage providers
- Access Control: Granular permissions for file access
- Transformation: Image resizing and format conversion
Supabase Storage
- File Organization: Structured storage with buckets and folders
- Access Policies: Row-level security for file access control
- CDN Integration: Fast, global file delivery
- Backup & Recovery: Automated file backups and versioning
Communication & Email
Email Services
- Brevo (Sendinblue): Enterprise email delivery with 300 emails/day free tier
- React Email 3.0.7: Email template generation and testing
- Smart Email Queue System: Intelligent email delivery with daily limits and automated processing
- SMTP Configuration: Custom SMTP server support
- Email Testing: Local development email testing with Inbucket
Real-time Communication
- Supabase Realtime: WebSocket-based live updates
- Server-Sent Events: One-way real-time notifications
- Push Notifications: Browser and mobile push notifications
- Live Announcements: Real-time system-wide notifications
Development Environment
Local Development Setup
- Supabase CLI: Local PostgreSQL instance with Studio interface
- Hot Reload: Fast development with instant feedback
- Environment Variables: Local configuration management
- Database Seeding: Automated test data population
Testing Infrastructure
- TypeScript: Compile-time type checking and validation
- ESLint: Code quality and consistency enforcement
- Pre-commit Hooks: Automated quality checks before commits
- Build Validation: Automated build testing and deployment
Security Implementation
Authentication & Authorization
- Supabase Auth: Secure authentication with multiple providers
- JWT Tokens: Stateless authentication with refresh token rotation
- Role-Based Access Control (RBAC): Fine-grained permission management
- Middleware Protection: Route-level access control and validation
Data Security
- Row Level Security: Database-level data access control
- Input Validation: Comprehensive input sanitization and validation
- SQL Injection Prevention: Parameterized queries and prepared statements
- XSS Protection: Content Security Policy and input escaping
Network Security
- HTTPS Enforcement: SSL/TLS encryption for all communications
- CORS Configuration: Proper cross-origin resource sharing setup
- Rate Limiting: API rate limiting and abuse prevention
- Security Headers: Comprehensive security header implementation
Monitoring & Analytics
Performance Monitoring
- Vercel Analytics: Real-time performance metrics and Core Web Vitals
- Supabase Monitoring: Database performance and query analytics
- Error Tracking: Comprehensive error logging and alerting
- User Analytics: Usage patterns and feature adoption metrics
Logging & Debugging
- Structured Logging: Consistent log format across all services
- Error Boundaries: React error boundaries for graceful error handling
- Performance Profiling: Application performance monitoring and optimization
- Audit Trails: Comprehensive activity logging for compliance
Third-Party Integrations
Calendar & Scheduling
- Google Calendar API: Calendar integration for scheduling
- Event Management: Automated event creation and notifications
- Timezone Support: Global timezone handling and conversion
- Recurring Events: Support for recurring meetings and deadlines
File Processing
- PDF Generation: Automated report generation and distribution
- Image Processing: Automatic image optimization and transformation
- Document Management: File versioning and collaborative editing
- Cloud Storage: Scalable file storage with backup and recovery
Future Technology Roadmap
Q1 2025 - Testing & Quality
- Jest: Unit testing framework implementation
- Cypress: End-to-end testing for critical user journeys
- Playwright: Cross-browser testing and automation
- Performance Testing: Lighthouse CI integration
Q2 2025 - Mobile & AI Enhancement
- React Native: Cross-platform mobile application development
- TensorFlow.js: Client-side machine learning capabilities
- WebRTC: Real-time communication and collaboration
- Progressive Web App (PWA): Offline-capable web application
Q3 2025 - Enterprise Features
- Single Sign-On (SSO): Enterprise authentication integration
- System for Cross-domain Identity Management (SCIM): User provisioning
- Audit Logs: Comprehensive compliance and security logging
- Advanced Analytics: Business intelligence and reporting
Q4 2025 - Innovation
- WebXR: Virtual and augmented reality experiences
- WebAssembly: High-performance computing in the browser
- Blockchain: Decentralized credential verification
- Edge Computing: Distributed computing at the network edge
Architecture Principles
Performance
- Code Splitting: Automatic route and component splitting
- Lazy Loading: On-demand loading of non-critical resources
- Caching: Multi-layer caching strategy (browser, CDN, server)
- Optimization: Bundle size minimization and tree shaking
Scalability
- Horizontal Scaling: Stateless architecture for easy scaling
- Microservices: Modular architecture for independent scaling
- Database Sharding: Data partitioning for performance
- CDN Distribution: Global content delivery optimization
Maintainability
- TypeScript: Compile-time type checking and validation
- Modular Architecture: Clean separation of concerns
- Documentation: Comprehensive technical documentation
- Automated Testing: Continuous integration and deployment
Security
- Defense in Depth: Multiple layers of security controls
- Zero Trust: Never trust, always verify security model
- Compliance: GDPR and industry standard compliance
- Regular Audits: Continuous security assessment and improvement