Product Architecture
4.1 System Overview
Somnus AI is designed as a multi-layered ecosystem that integrates AI analytics, blockchain infrastructure, and user-centric interfaces into a single seamless experience. The platform enables users to record, analyze, and tokenize their sleep data while maintaining full ownership and privacy.
The overall system consists of five key layers:
User Layer — The interface through which individuals interact with the Somnus app, manage data, and earn rewards.
AI Layer — The intelligence core responsible for data analysis, behavioral modeling, and personalized recommendations.
Blockchain Layer — The decentralized foundation that ensures transparency, verification, and on-chain ownership of sleep data.
Integration Layer — APIs and SDKs that enable external developers, healthcare institutions, and partners to build on Somnus.
Governance Layer — The DAO mechanism that manages proposals, voting, and ecosystem evolution through $SOMNUS tokens.
This layered architecture allows Somnus to scale efficiently while ensuring security, interoperability, and user autonomy across the ecosystem.
4.2 AI Sleep Engine
The AI Sleep Engine is the analytical core of Somnus — an intelligent system that processes biometric and behavioral data to extract meaningful patterns. It combines traditional sleep science with machine learning models to continuously refine accuracy and predictive capability.
Core Functions:
Pattern Recognition: Identifies unique sleep cycles, disturbances, and recovery trends.
Predictive Analytics: Anticipates potential sleep disruptions based on past behavior.
Personalized Insights: Recommends optimized bedtime routines, rest durations, and environment adjustments.
Federated Learning: Improves the global model through anonymized user data without compromising privacy.
The engine is trained using a hybrid dataset of user-contributed sleep metrics, environmental parameters, and anonymized community insights — ensuring the model learns in a secure, decentralized way.
Over time, the AI Sleep Engine evolves into a personal health intelligence system, capable of adapting to lifestyle changes, seasonal patterns, and even emotional or stress indicators.
4.3 Data Layer & Privacy Protection
Somnus prioritizes data sovereignty and confidentiality as a foundational principle. All sleep data generated through the app or connected devices is encrypted locally, processed through privacy-preserving AI, and stored with selective on-chain proofs.
Key Components:
Local Encryption: Sensitive biometric data remains on the user’s device, secured by private keys.
On-Chain Hashing: Only verification hashes and anonymized proofs are stored on the blockchain.
Zero-Knowledge Validation: Enables proof of data authenticity without exposing raw data.
User Consent Protocol: Allows selective sharing with partners, research institutions, or wellness apps.
By design, Somnus never sells or exposes user data. The system empowers individuals to control, revoke, or monetize their sleep insights based on explicit permission. This privacy-first framework ensures full compliance with emerging Web3 data protection standards and global digital-health regulations.
4.4 Token Layer & Smart Contracts
At the blockchain core, Somnus operates through a robust set of smart contracts deployed on the BNB Smart Chain (BSC) for scalability and low-cost transactions. These contracts handle the automation of reward distribution, staking, governance, and ecosystem expansion.
Smart Contract Components:
Reward Contract: Issues $SOMNUS tokens based on verified sleep data.
Challenge Contract: Tracks user participation in sleep quests and community challenges.
Governance Contract: Enables voting, proposals, and DAO-driven decision making.
Staking Contract: Allows token holders to earn passive rewards and strengthen network stability.
Each transaction is transparent, auditable, and immutable — creating a trustless reward and governance environment. In future phases, interoperability modules will support multi-chain bridges, enabling integration with Ethereum L2s and cross-ecosystem reward flows.
4.5 Sleep Graph API & Developer Integration
The Sleep Graph API represents the connective tissue of the Somnus ecosystem — enabling developers, researchers, and wellness partners to build on top of verified sleep data.
API Capabilities:
Data Query Interface: Access anonymized, aggregated sleep patterns for research or analytics.
Application Integration: Embed Somnus functions into third-party apps, wearables, or wellness platforms.
Developer Rewards: Earn $SOMNUS tokens for contributing tools, modules, or innovations to the ecosystem.
Cross-Chain Support: Allow seamless integration across multiple Web3 and healthcare networks.
This open-source infrastructure encourages innovation and collaboration, positioning Somnus not only as a wellness platform but as a developer-driven intelligence network for sleep and health technologies.
4.6 Security Framework
Security underpins every layer of Somnus. The platform employs multi-tier encryption, on-chain auditability, and decentralized authentication to protect both users and partners.
Security Measures Include:
End-to-end data encryption
Multi-factor identity verification
Regular smart contract audits
Federated AI model isolation
DAO-approved security updates
Through these practices, Somnus ensures that trust is built by design, not by assumption — securing every digital night’s sleep with blockchain integrity.
Summary
Somnus AI’s architecture merges human-centric design with decentralized technology, ensuring that intelligence, ownership, and wellness coexist harmoniously. By interconnecting AI analytics, blockchain verification, and privacy-first data systems, Somnus establishes a foundation for a truly autonomous and transparent Sleep Intelligence Network — one that learns with every dream, rewards every rest, and evolves with every user.
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