對五個領先的AI層的深入分析：Bittensor，Vana，Kite AI，Nillion和Sahara

隨著AI技術的快速發展，傳統區塊鏈體系結構無法再滿足高性能計算和復雜的數據處理要求

Author: Biteye core contributor Louis

作者：Biteye核心貢獻者路易

Editor: Biteye core contributor Denise

編輯：推文核心貢獻者丹妮絲

With the rapid development of AI technology, traditional blockchain architecture can no longer meet the high-performance computing and complex data processing requirements of AI applications. This has led to the rise of Layer 1 blockchain platforms optimized for AI, which are diverse in terms of technical architecture, application scenarios and business models.

隨著AI技術的快速發展，傳統的區塊鏈體系結構無法再滿足AI應用程序的高性能計算和復雜的數據處理要求。這導致了針對AI優化的第1層區塊鏈平台的興起，該平台在技術架構，應用程序方案和業務模型方面是多樣的。

This study provides an in-depth analysis of five leading AI Layer1s: Bittensor, Vana, Kite AI, Nillion, and Sahara.

這項研究提供了對五個領先的AI層的深入分析：Bittensor，Vana，Kite AI，Nillion和Sahara。

01. Bittensor: Decentralized AI Network Infrastructure

01。Bittensor：分散的AI網絡基礎架構

As an early explorer in the field of blockchain AI, Bittensor is committed to building an open decentralized artificial intelligence collaboration network.

作為區塊鏈AI領域的早期探險家，Bittensor致力於建立一個開放的分散人工智能協作網絡。

Its goal is to break down the centralized barriers in traditional AI research and development, allowing more participants to contribute and benefit together.

它的目標是打破傳統AI研發中的集中障礙，使更多的參與者能夠共同貢獻和受益。

Unlike traditional centralized AI systems (such as companies like OpenAI), Bittensor has created an open peer-to-peer ecosystem where participants can receive corresponding rewards based on their contributions to the network.

與傳統的集中AI系統（例如OpenAI這樣的公司）不同，Bittensor創建了一個開放的點對點生態系統，參與者可以根據他們對網絡的貢獻獲得相應的獎勵。

Bittensor's technical architecture adopts a two-layer structure design:

Bittensor的技術體系結構採用了兩層結構設計：

This design allows Bittensor to balance the stability of the overall network with the professionalism in various fields, providing a flexible infrastructure for the development of decentralized AI.

這種設計使Bittensor能夠在整個領域的整體網絡的穩定性與專業精神之間取得平衡，從而為開發分散的AI提供了靈活的基礎架構。

Ecological Development Progress

生態發展進步

These data show that Bittensor is gaining recognition from more and more market participants, and its ecosystem is entering a healthy development track.

這些數據表明，Bittensor正在獲得越來越多的市場參與者的認可，其生態系統正在進入健康的發展軌道。

The dTAO (dynamic TAO) system upgrade recently completed by Bittensor is an important innovation in its economic model. The core of this upgrade is to allocate the TAO token more efficiently.

Bittensor最近完成的DTAO（動態TAO）系統升級是其經濟模型中的重要創新。此升級的核心是更有效地分配TAO令牌。

Bittensor's original economic model was largely based on a resource allocation method that relies on the subjective judgment of the validator, but this approach becomes less efficient as the number of subnets increases and the role of the validator in value discovery is highlighted. In addition, the role overlaps with the subnet, which can easily lead to conflicts of interest. Moreover, the power of allocating network resources is overly concentrated in the hands of a few validators, while the role of ordinary TAO holders in governance is limited.

Bittensor的原始經濟模型在很大程度上基於一種依賴驗證者主觀判斷的資源分配方法，但是隨著子網數量的增加，這種方法的效率降低了，並且強調了驗證器在價值發現中的作用。此外，角色與子網重疊，這很容易導致利益衝突。此外，分配網絡資源的力量過於集中在少數驗證者的手中，而普通的tao持有人在治理中的作用是有限的。

To address these issues, 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 actual user demand. Its core innovation is the subnet token (Alpha token) mechanism:

為了解決這些問題，DTAO升級基於市場機制引入了動態資源分配系統。該系統將每個子網轉換為一個獨立的經濟單位，通過實際用戶需求推動資源分配。它的核心創新是子網令牌（alpha代幣）機制：

This mechanism significantly improves the efficiency and fairness of resource allocation, makes the value of TAO tokens more stable, and provides more ways for ordinary users to participate in network governance.

這種機制大大提高了資源分配的效率和公平性，使Tao令牌的價值更加穩定，並為普通用戶提供了更多參與網絡治理的方式。

The most active subnets include:

最活躍的子網包括：

02. Vana: Data sovereignty and value reconstruction platform

02。VANA：數據主權和價值重建平台

The Vana project focuses on solving a core problem in today's digital economy: the ownership and value distribution of personal data. In the current Internet ecosystem, user data is mostly monopolized and controlled by large technology companies, while the users who actually create this data rarely benefit from it. Vana's innovation lies in establishing an ecosystem where users truly own and control their own data, while being able to obtain economic returns from it.

VANA項目著重於解決當今數字經濟中的核心問題：個人數據的所有權和價值分配。在當前的Internet生態系統中，用戶數據主要由大型技術公司壟斷和控制，而實際創建此數據的用戶很少受益於此。 Vana的創新在於建立一個生態系統，用戶真正擁有並控制自己的數據，同時能夠從中獲得經濟回報。

As an EVM-compatible Layer 1 blockchain network, Vana’s technical architecture consists of five core components:

作為EVM兼容的第1層區塊鍊網絡，Vana的技術體系結構由五個核心組成部分組成：

This design enables Vana to create a fairer data value distribution mechanism while protecting user data privacy, providing an important data foundation for the development of decentralized AI.

該設計使Vana可以在保護用戶數據隱私的同時創建更公平的數據價值分配機制，從而為開發分散的AI提供重要的數據基礎。

Latest Developments

最新發展

Vana's financing and cooperation expansion continue to advance:

Vana的融資與合作擴張繼續前進：

These developments indicate that Vana is actively building a complete ecosystem around data ownership and value realization, and its development momentum deserves attention.

這些事態發展表明，Vana圍繞數據所有權和重視實現，積極建立一個完整的生態系統，其發展勢頭值得關注。

03. Kite AI: Technological breakthrough of AI native public chain

03。風箏AI：AI本地公共鏈的技術突破

Kite AI is a native Layer 1 blockchain project focused on the AI field, built on the Avalanche framework. It is committed to solving the various challenges faced by traditional blockchains when dealing with AI assets, especially how to achieve transparent ownership and incentives for AI data, models, and intelligent contributions. Kite AI proposes four core technological innovations:

風箏AI是一個本地第1層區塊鏈項目，該項目專注於AI字段，該項目建立在Avalanche框架上。它致力於解決傳統區塊鏈在處理AI資產時面臨的各種挑戰，尤其是如何實現透明所有權和對AI數據，模型和智能貢獻的獎勵。風箏AI提出了四項核心技術創新：

1.PoAI consensus mechanism: Proof of Attributed Intelligence is a consensus mechanism pioneered by Kite AI. Through a verifiable contribution record system on the chain, it accurately tracks the value contribution of data, models, and AI agents. The project has designed a dynamic reward pool mechanism to distribute income according to the contribution ratio, effectively solving the problems of "data black box" and "model plagiarism" in the traditional AI economy.

1.貧困共識機制：歸因智力的證明是風箏AI率先提出的共識機制。通過鏈上可驗證的貢獻記錄系統，它可以準確跟踪數據，模型和AI代理的價值貢獻。該項目設計了一種動態的獎勵池機制，可以根據貢獻比率分配收入，有效地解決了傳統AI經濟中“數據黑匣子”和“模型竊”的問題。

2. Combinable AI subnets: Kite AI adopts a modular architecture to support developers to build industry-specific AI collaborative ecosystems on demand. For example, in the medical subnet, patient data can be encrypted and authorized to pharmaceutical companies for AI model development. The benefits are distributed to data subjects, model developers, and subnet maintainers in a certain proportion, creating a win-win ecological environment for all parties.

2。可組合的AI子網：風箏AI採用模塊化體系結構來支持開發人員按需建立特定於行業的AI協作生態系統。例如，在醫療子網中，可以將患者數據加密並授權給​​製藥公司以進行AI模型開發。收益分配給數據主體，模型開發人員和子網維護者，以一定比例地為各方創造雙贏的生態環境。

3. AI native execution layer: Kite AI is building an on-chain AI native execution layer that specializes in

3。AI本機執行層：風箏AI正在構建專門從事的鍊鍊AI本機執行層