天鵝鏈：AI基礎設施新範式

在人工智慧快速發展的時代，天鵝鏈正在重新定義未來的運算基礎設施形態。透過創新地將區塊鏈技術與人工智慧運算結合，不僅降低了70%的運算成本，也打造了一個真正去中心化的運算資源市場。

The Computing Power Dilemma in the AI Era

AI時代的算力困境

In today's rapidly advancing artificial intelligence landscape, a severe reality is emerging: the demand for AI computing power is growing exponentially, while traditional supply methods are struggling to keep up. OpenAI's CEO Sam Altman has stated that the biggest challenge facing AI development is not algorithm innovation, but rather the supply of computing power. When the training cost of GPT-4 can reach hundreds of millions of dollars, and the deployment of AI models like Stable Diffusion deters many entrepreneurs, a fundamental question arises: do we really need such expensive AI computing infrastructure?

在人工智慧快速發展的今天，一個嚴峻的現實正在顯現：對人工智慧算力的需求呈指數級增長，而傳統的供應方式卻難以跟上。 OpenAI執行長Sam Altman表示，人工智慧發展的最大挑戰不是演算法創新，而是算力供給。當GPT-4的訓練成本達到數億美元，而像Stable Diffusion這樣的AI模型的部署卻讓許多創業者望而卻步時，一個根本性的問題出現了：我們真的需要如此昂貴的AI計算基礎設施嗎？

At this critical moment, a project called Swan Chain (official website: https://swanchain.io/) has quietly emerged. This project, which began in 2021, is redefining AI computing infrastructure with a completely new approach. By combining the decentralized philosophy of Web3 with AI computing needs, Swan Chain proposes a bold claim: to integrate globally dispersed computing resources and build a more efficient and economical AI computing network.

在這個關鍵時刻，一個名為Swan Chain（官網：https://swanchain.io/）的計畫悄悄出現。該計畫於 2021 年啟動，正在以全新的方式重新定義 AI 運算基礎設施。透過將Web3的去中心化概念與AI運算需求結合，天鵝鏈提出了一個大膽的主張：整合全球分散的運算資源，建構更有效率、經濟的AI運算網路。

In the monopolistic landscape of traditional cloud computing giants, the emergence of Swan Chain undoubtedly brings a refreshing wave of change. It not only reduces computing costs by an astonishing 70%, but more importantly, it pioneers a new model of computing power sharing economy, allowing idle computing resources to truly realize their value.

在傳統雲端運算巨頭壟斷的格局中，天鵝鏈的出現無疑帶來了令人耳目一新的變革浪潮。它不僅使算力成本降低了70%，更重要的是開創了算力共享經濟新模式，讓閒置算力資源真正實現價值。

Swan Chain: A Paradigm Shift in AI Computing

天鵝鏈：人工智慧運算的典範轉移

In today's rapidly advancing artificial intelligence field, computing resources have become the "gold" of the digital world. In response to this trend, Swan Chain has not followed the traditional path of building centralized data centers, but has innovatively constructed a decentralized AI computing ecosystem. As an AI DePIN project built on the OP Stack, Swan Chain is redefining the future landscape of AI computing through the synergistic operation of its three major innovative markets.

在人工智慧領域快速發展的今天，運算資源已成為數位世界的「黃金」。針對這一趨勢，天鵝鏈沒有走建設中心化資料中心的傳統道路，而是創新地建構了去中心化的AI運算生態系統。作為一個建立在OP Stack之上的AI DePIN項目，天鵝鏈正在透過三大創新市場的協同運作，重新定義AI計算的未來格局。

In the field of distributed computing power markets, Swan Chain has created a "marketplace" for global computing resources. Currently, its computing network spans 745 nodes across 54 regions, with over 70 high-performance computing nodes. The core of this vast network is the Swan Orchestrator intelligent scheduling system, which can dynamically allocate optimal resources for AI tasks based on real-time demand, while ensuring the security of the computing process through advanced encryption and sharding technologies. This intelligent scheduling mechanism not only enhances resource utilization efficiency but also provides AI application developers with a reliable and economical computing environment.

在分散式算力市場領域，天鵝鏈打造了全球算力資源的「交易場」。目前，其運算網路覆蓋54個地區、745個節點，擁有70多個高效能運算節點。這個龐大網路的核心是Swan Orchestrator智慧調度系統，它可以根據即時需求為AI任務動態分配最優資源，同時透過先進的加密和分片技術確保運算過程的安全。這種智慧調度機制不僅提高了資源利用效率，也為AI應用開發者提供了可靠、經濟的運算環境。

Data source: https://provider.swanchain.io/overview

資料來源：https://provider.swanchain.io/overview

In terms of data storage, Swan Chain has built a true "permanent home for data." Through deep integration with mainstream storage networks like IPFS and Filecoin, the platform has completed over 1 million data transactions, processing more than 50PB of data transfer volume. Even more impressively, the system has achieved 99.9999% data availability, providing extremely reliable infrastructure support for AI model storage and permanent preservation of datasets.

在資料儲存方面，天鵝鏈打造了真正的「資料永久家園」。透過與IPFS、Filecoin等主流儲存網路深度融合，該平台已完成超過100萬筆資料交易，處理超過50PB的資料傳輸量。更令人印象深刻的是，該系統實現了99.9999%的資料可用性，為AI模型儲存和資料集永久保存提供了極其可靠的基礎設施支援。

Particularly noteworthy is Swan Chain's pioneering work in zero-knowledge proof (ZK) computing services. As the world's first ZK outsourced computing marketplace, Swan Chain provides professional computing services for blockchain projects like Filecoin and Aleo. Within just five months of its mainnet launch, it has completed a total of 759,543 ZK tasks, fully demonstrating the strong market demand for such innovative services.

尤其值得關注的是天鵝鏈在零知識證明（ZK）計算服務方面的開創性工作。天鵝鏈作為全球首個ZK外包運算市場，為Filecoin、Aleo等區塊鏈專案提供專業的運算服務。主網上線短短5個月內，累計完成ZK任務759,543個，充分體現了市場對此類創新服務的強勁需求。

From a technical architecture perspective, Swan Chain's choice to build on the OP Stack has far-reaching strategic significance. This choice not only ensures seamless compatibility with the Ethereum ecosystem but also provides a strong foundation for scalability while supporting efficient cross-chain interactions. This architectural design allows Swan Chain to better serve the rapidly growing AI computing demands.

從技術架構角度來看，天鵝鏈選擇建構在OP Stack上具有深遠的戰略意義。這種選擇不僅確保了與以太坊生態系統的無縫相容，而且還為可擴展性提供了堅實的基礎，同時支援高效的跨鏈互動。這種架構設計讓天鵝鏈更能服務快速成長的AI運算需求。

Through this innovative market design and technical architecture, Swan Chain is pioneering a new model for more open and efficient computing resource allocation. In this model, previously idle computing resources can be fully utilized, and resource providers can receive reasonable economic returns. This not only reduces the overall AI computing costs but also provides strong infrastructure support for the popularization and innovation of AI technology. As the ecosystem continues to improve, Swan Chain is expected to become an important force in promoting the democratization of AI.

透過這種創新的市場設計和技術架構，天鵝鏈正在開創一種更開放、更有效率的運算資源配置的新模式。在這種模式下，以前閒置的運算資源可以充分利用，資源提供者可以獲得合理的經濟回報。這不僅降低了整體AI運算成本，也為AI技術的普及和創新提供了強而有力的基礎設施支撐。隨著生態的不斷完善，天鵝鏈有望成為推動人工智慧民主化的重要力量。

Value Proposition and Core Competitiveness

價值主張與核心競爭力

Swan Chain's core competitiveness is reflected in three key dimensions: cost innovation, strategic cooperation, and technical practice. Through its unique technical architecture design, Swan Chain has achieved a significant reduction in computing costs, saving up to 70% compared to traditional solutions. This breakthrough cost advantage stems from its intelligent resource scheduling system, which can accurately match computing demand with resource supply, significantly enhancing overall resource utilization efficiency.

Swan Chain的核心競爭力體現在成本創新、策略合作、技術實踐三個關鍵構面。透過獨特的技術架構設計，天鵝鏈實現了計算成本的大幅降低，相比傳統解決方案節省高達70%。此突破性的成本優勢源自於其智慧資源調度系統，能夠精準匹配運算需求與資源供給，顯著提升整體資源利用效率。

In terms of strategic cooperation, Swan Chain has built a strong collaborative network. Deep partnerships with tech giants like Nvidia, Google, and Microsoft not only bring technical support but also valuable market resources to the project. Additionally, support from top investment institutions like Binance Labs, Protocol Labs, and Chainlink Labs provides ample development funding and industry resources, laying a solid foundation for growth.

在策略合作方面，天鵝鏈建構了強大的協作網絡。與英偉達、Google、微軟等科技巨頭的深度合作不僅為該專案帶來了技術支持，也帶來了寶貴的市場資源。此外，Binance Labs、Protocol Labs、Chainlink Labs等頂級投資機構的支持，提供了充足的開發資金和產業資源，為發展奠定了堅實的基礎。

Source: https://x.com/swan

資料來源：https://x.com/swan