Technology Stack
Built on Google Cloud Platform with cutting-edge AI and modern web technologies
AI & Machine Learning
Powered by Google's Gemini AI with specialized multi-agent architecture
🧠 Gemini 2.5 Flash
Primary LLM for all wellness agents with optimized token limits and response times
- • 6,000 token context window
- • 30-45 second response timeouts
- • Multi-domain intelligence
- • Real-time processing
🎭 Model Context Protocol
Advanced MCP architecture for multi-agent coordination and intelligent routing
- • Specialized domain agents
- • Host orchestration layer
- • Context-aware routing
- • Cross-agent communication
🧠 3-Tier Memory System
Episodic Memory
Remembers specific events, conversations, and interactions for contextual continuity
Semantic Memory
Learns general facts, preferences, habits, and user characteristics
Procedural Memory
Understands routines, behavioral patterns, and action sequences
Cloud Infrastructure
Scalable, secure, and reliable Google Cloud Platform services
Cloud Run
Serverless container platform for backend API and chat frontend
- • Auto-scaling
- • Pay-per-use
- • WebSocket support
- • Zero downtime
Turso Database
LibSQL cloud database for development and production
- • Direct SQL queries
- • Connection pooling
- • Strategic indexing
- • WAL mode
Cloud Storage
Object storage for avatars and static assets with signed URLs
- • Image optimization
- • Secure access
- • CDN delivery
- • High availability
Performance Optimizations
Multi-layer caching and optimization strategies for fast response times
Redis Caching
Strategic caching for frequently accessed data with in-memory fallback
Database Optimization
Strategic indexing and query optimization for fast data access
- • 15+ strategic indexes
- • Connection pooling
- • WAL mode enabled
- • Query optimization
- • Async operations
Frontend Technologies
Modern web technologies for fast, responsive user experiences
Next.js 15
React framework with App Router, SSR, and static export capabilities
Tailwind CSS
Utility-first CSS framework for rapid UI development
WebSocket
Real-time bidirectional communication for instant responses
Backend Technologies
High-performance async Python backend with modern frameworks
FastAPI
Modern, fast web framework for building APIs with Python 3.8+
- • Async/await support
- • Automatic API documentation
- • Type validation with Pydantic
- • WebSocket support
- • High performance
Security & Auth
Enterprise-grade security with JWT authentication
- • JWT token-based auth
- • Password hashing (bcrypt)
- • Data encryption
- • CORS protection
- • Secure headers
Integration Ecosystem
Seamless connections to wellness devices and external services
Wearable Device APIs
Oura Ring, Apple Watch, etc.
Weather API
Weather-aware guidance
Gemini Vision
Image processing
Calendar
Schedule optimization
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