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AI Layer 1 Blockchain platform new forces: Comparison of technological innovations and ecological layouts of five major projects.
The Rise and Innovation of AI Layer 1 Blockchain Platform
With the rapid development of artificial intelligence technology, traditional Blockchain architecture can no longer meet the high-performance computing and complex data processing needs of AI applications. This has prompted the rise of Layer 1 Blockchain platforms specifically optimized for AI, which exhibit diversified characteristics in terms of technical architecture, application scenarios, and business models.
This article provides an in-depth analysis of the five leading AI Layer 1 projects: Bittensor, Vana, Kite AI, Nillion, and Sahara.
Bittensor: Decentralized AI Network Infrastructure
Bittensor, as an early explorer in the Blockchain AI field, is committed to building an open decentralized artificial intelligence collaboration network. Its goal is to break down the centralized barriers in traditional AI research and development, allowing more participants to contribute together and benefit together.
The technical architecture of Bittensor adopts a dual-layer structure design:
This design allows Bittensor to balance the overall network stability and the specialization in various fields, providing a flexible infrastructure for the development of decentralized AI.
Progress of Ecological Development
Bittensor recently completed the dTAO (Dynamic TAO) system upgrade, which is an important innovation in its economic model. The core of this upgrade lies in optimizing the allocation mechanism of the TAO token, shifting from a resource allocation method that relies on the subjective judgment of validators to a more market-oriented allocation mechanism, allowing resources to flow more accurately to those truly competitive subnetworks.
To address issues such as the lack of objectivity in the evaluation mechanism, imbalanced power structures, and participation barriers, the dTAO upgrade introduces a dynamic resource allocation system based on market mechanisms. This system transforms each subnet into an independent economic unit, driving resource allocation through users' actual demands. Its core innovation is the subnet token (Alpha token) mechanism:
The most active subnets currently include:
Vana: Data Sovereignty and Value Reconstruction Platform
The Vana project focuses on addressing a core issue in today's digital economy: the ownership and value distribution of personal data. Vana's innovation lies in establishing an ecosystem where users truly own and control their own data while being able to derive economic benefits from it.
As an EVM-compatible Layer 1 Blockchain network, Vana's technical architecture consists of five core components:
Latest developments
Vana's financing and cooperation expansion continues to advance:
Kite AI: Technical Breakthrough of AI-Native Blockchain
Kite AI is a native Layer 1 Blockchain project focused on the AI field, built on the Avalanche framework. It aims to address various challenges faced by traditional blockchains in handling AI assets, particularly how to achieve clear rights and incentives for AI data, models, and agent contributions. Kite AI proposes four core technological innovations:
PoAI Consensus Mechanism: Proof of Attributed Intelligence is a consensus mechanism pioneered by Kite AI, which accurately tracks the value contributions of data, models, and AI agents through a verifiable on-chain contribution record system.
Composable AI Subnet: Kite AI adopts a modular architecture, allowing developers to build industry-specific AI collaboration ecosystems as needed.
AI Native Execution Layer: Kite AI is building an on-chain AI native execution layer, specifically designed to handle AI computation tasks such as inference, embedding, and fine-tuning/training.
Decentralized Data Engine: Kite AI ensures that data creators receive fair rewards in the AI workflow. The platform features built-in compliance modules that adhere to regulations such as GDPR/CCPA, meeting data privacy requirements worldwide and reducing compliance costs for developers.
Development Status
Kite AI launched the incentive testnet on February 6, 2025, which is the first AI-native Layer 1 sovereign Blockchain testnet. The testnet performed impressively after going live:
Less than 70 hours after the test went online, the number of connected wallets exceeded 100,000. So far, a total of 1.95 million wallets have joined the incentive test network V1, with more than 1 million wallets interacting with AI agents, and the total number of calls exceeding 115 million times.
The project background is strong, built by an experienced Silicon Valley team. The co-founders have profound technical leadership experience in the field of artificial intelligence and have worked for several top technology companies. Core team members come from industry-leading enterprises and have academic backgrounds from top universities.
In terms of capital support, the project has secured investments from multiple top-tier institutions and established technical cooperation relations with some well-known projects.
As a selection committee member of a certain project in the AI program, Kite AI plays an active role in promoting the development of the artificial intelligence ecosystem.
Nillion: Frontier Exploration of Privacy Computing
Nillion is redefining the way sensitive data is processed through its unique "blind computation" technology, paving new paths for future digital privacy protection.
Nillion is a decentralized public network based on an innovative cryptographic primitive called Nil Message Compute (NMC), allowing network nodes to operate in a non-traditional Blockchain manner. This project was established in November 2021 with the aim of creating a system that can securely handle high-value data without exposing sensitive details.
The core advantage of Nillion lies in its "blind computation" capability------a process that allows data to remain encrypted throughout its lifecycle of storage, transmission, and processing. Its technological architecture integrates various cutting-edge privacy protection technologies:
The network architecture of Nillion consists of three main layers: the processing layer ( responsible for secure computation ), the coordination layer ( NilChain, which manages communication between nodes ), and the connection layer ( that serves as a gateway to connect external systems ). This multi-layer architecture allows Nillion to provide powerful computing capabilities while protecting data privacy, meeting the needs of various privacy-sensitive scenarios.
latest development progress
According to the latest information, the development of the Nillion network is progressing steadily:
Sahara AI: A platform for building a new economy of AI assets
project development
The core concept of Sahara AI is to build a "human-AI collaboration network" that enables ordinary users, developers, and enterprises to participate in the creation, deployment, and monetization of AI assets. Through this collaborative model, Sahara AI aims to lower the entry barriers for AI, allowing every participant to share in the dividends of industry growth. The project has successfully obtained support from multiple companies.