Project architecture and components

Based on our research and development, the architecture of the VES project is designed to optimize performance, security, and scalability. The following outlines the key components and workflow of the system:

1. User interaction

   Users interact with the VES platform through a user-friendly interface. Wallet integration ensures secure authentication, allowing users to upload, preview, and manage their data.

2. Query processing

   When a user submits a request, the VES API receives and processes it. Requests may include search operations and data management, handled in real-time.

3. Indexing and storage

   Data is indexed using distributed hash tables (DHT) for fast access and system resilience. Data storage is decentralized, reducing risks associated with centralized storage.

4. Distribution layer

   The system distributes data and computational tasks across various network nodes, enhancing scalability and performance. This ensures efficient handling of large data volumes.

5. Consensus and validation

   Consensus mechanisms, such as Proof of Stake (PoS), ensure data consistency and reliability. Network nodes verify and validate transactions, ensuring data security and integrity.

6. Rewards and smart contracts

   Smart contracts manage data access and transactions, automating processes and ensuring transparency. Users are rewarded with VES tokens for participating in the network, promoting activity and supporting the ecosystem.

7. Data transmission

   Data transmission between users and network nodes is secured through encrypted channels, ensuring the safety and confidentiality of information. This guarantees data protection from unauthorized access during transmission.

This architecture ensures high security, efficiency, and ease of management for vector embeddings, leveraging decentralization and advanced cryptographic methods.

Before launching the full product, we will develop a proof of concept version of decentralized vector storage. The system will have the simplest possible functionality to:

• Validate the demand for the technology

• Validate the hypothesis about the technical feasibility of the project

• Detect possible technical limitations in a small-scale project with minimal financial risks.

The result will be a decentralized vector storage solution that can be presented to the community.