Polychain's AI+Blockchain Project: How Did OpenLedger Break the Mold with SLM Racing?

By: blockbeats|2025/04/16 13:00:02
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Original Title: "ABC Alpha Seed Project Update No.17-Open Ledger"
Original Author: ABC Alpha Researcher

Project Name: Open Ledger

Project Positioning: Blockchain network for a specialized AI language model SLM

Project Highlights: In the specialized language model field, cleverly using blockchain technology to address AI data collection, provenance, and incentive issues. Truly leveraging the value of blockchain.

Funding Status: $8 million seed round funding, led by institutions such as Polychain

Participation Method: TGE has not launched yet; currently, you can participate in the test network mining incentive using a computer

Below is a detailed explanation of the project:

1. What is OpenLedger?

Simply put, @OpenledgerHQ is a decentralized network that combines AI and blockchain technology. Its core goal is to build a decentralized AI ecosystem where everyone can fairly contribute data, develop AI models, and also earn money from it.

There are several key roles here: specialized data contributors, specialized AI model developers, Open Ledger, specialized AI applications.

Of these four roles, I particularly emphasize the word "specialized," which is at the core of Open Ledger. Open Ledger is not building a generalized AI like Open AI's large language model but is building a specialized AI language model, namely SLM. This means the data is specialized, and the AI model is trained using specialized data.

Open Ledger operates based on specialized data networks (Datanets) to absorb, clean, and transform the data into usable data provided to specialized AI model developers. With the attribution proof mechanism built on blockchain technology, Open Ledger can distinguish the data source and attribute the data rights to the specific data provider's identity. Consequently, Open Ledger can clearly know that certain specialized data was contributed by specific users, thereby completing attribution and incentives based on the blockchain.

OpenLedger particularly emphasizes a concept called "Payable AI," meaning that AI models can not only be used but can also automatically pay data providers and model developers based on their contributions. Imagine you are a photographer who has taken many beautiful photos of women. You upload these photos to Open Ledger, where an AI developer trains a model to generate artful images of women using your photos. Every time someone uses this AI to generate a portrait of a woman, Open Ledger can track that your photos were used and automatically share some earnings with you. This is the core of Payable AI and the core operational logic of Open Ledger. This logic does not apply to general large language models, but in SLM, a specialized language model field, blockchain plays a significant role, and Open Ledger is a universal platform in this SLM field.

2. Operating Principle of OpenLedger

To provide a clearer explanation of the operating principle of OpenLedger, we will break down and explain in plain language several key terms involved in OpenLedger, as well as elaborate on the role of blockchain in each aspect.

The operation of OpenLedger can be divided into several key parts:

(1) Data Source: Datanets (Data Networks)

OpenLedger relies on something called Datanets to collect data.

Datanets are like specialized data markets, each catering to a specific domain such as medical data, music creation, social media content, and more. Anyone (individuals, companies, experts) can upload their data to Datanets.

For example, if you are a doctor, you can upload some anonymized case data; or if you are a programmer, you can upload code snippets. This data is then curated, cleansed, and transformed into the "raw material" for AI training.

Blockchain here acts as a super transparent ledger. Every time someone uploads data, the blockchain records: who uploaded what, and how many times the data has been used. This way, no one can secretly alter the data, and no one can deny that their data was used.

For example, Bob is a game streamer, and he uploads his live streaming clips to OpenLedger's "Gaming Datanet." A company uses these clips to train an AI that can automatically generate game commentary videos. The blockchain records that Bob's clips have been used 100 times, and Bob can receive compensation based on usage.

(2) Proof of Attribution

This is the core technology of OpenLedger, translated into plain language as "proving who contributed what." It can track every output of an AI model, understanding which data and contributions were utilized.

When an AI model generates a result (such as an article or an image), OpenLedger analyzes which data sources were relied upon for this result, and then allocates credit to the corresponding contributors. For instance, if AI writes a song, the system can identify that it referenced Peter's melody and Mary's lyrics, and then automatically distribute payments to them. The blockchain ensures that this "attribution of credit" process is transparent and tamper-proof. All contribution records are written on the chain and cannot be altered by anyone. Moreover, smart contracts (a type of self-executing program) will directly transfer the funds to the contributors' accounts based on the records.

For example, Jack is a writer who has uploaded a bunch of short stories to OpenLedger. An AI writer used his storytelling style to generate a new story. Proof of Attribution identified that 30% of the new story's inspiration came from Jack's stories, so Jack automatically received a 30% revenue share.

(3)Payable AI

Payable AI is OpenLedger's ultimate goal: to turn AI models into a "self-earning asset." Developers can deploy AI models on OpenLedger, and users have to pay when using the models, with the fees automatically distributed to data contributors and model developers.

For example, a company develops a medical diagnostic AI, and doctors use this AI to analyze patient data, paying a fee each time they use it. These fees are distributed via blockchain to the hospitals providing medical data, the engineers who trained the model, and so on.

Blockchain ensures transparent transactions, clearly showing how the money is distributed and who received what. Smart contracts can automatically execute revenue splitting, eliminating the need for intermediaries, saving money and providing peace of mind. For instance, Alice is an AI engineer who developed a translation AI deployed on OpenLedger. Every time someone uses this AI to translate a document, both Alice and the language data contributor (such as Ruby, who uploaded English materials) receive a share of the payment, with the blockchain automatically calculating the proportions and making direct transfers.

(4)OpenLedger Decentralized Network

OpenLedger does not centralize all data and computation on a company's server but instead uses a blockchain-based decentralized network. This means that data and AI models are distributed across nodes globally, preventing any single entity from dominating.

Users worldwide can run OpenLedger nodes (like small servers), helping to store data and run AI computations. In return, they can earn rewards.

The blockchain coordinates these nodes to ensure data security and trustworthy computation results. It records who operates nodes and how much work they do, ensuring that no rewards are missed when distributed.

For example, Black runs an OpenLedger node at home, storing some music data for the platform. When someone uses this data to train AI, Black's node records the transaction, and the blockchain rewards him with some tokens as compensation.

3. What problems has OpenLedger solved using blockchain technology that were originally hard to solve?

Currently, in the AI field, there are several major issues, and OpenLedger has cleverly provided its own solutions using blockchain technology:

(1) Lack of Data Transparency

Most AI companies randomly scrape data from the internet to train models, and once your data is used, you have no idea, let alone receive any compensation. OpenLedger uses blockchain to record data sources and usage, with attribution proof ensuring fair treatment of contributors. For example, many AI drawing tools now use artists' drawings for training, but the artists never receive any payment. OpenLedger allows artists to upload their work, and when AI uses it, they are automatically compensated.

(2) Centralization Risks

Currently, large companies control AI data and models, with the power to shut down or modify them at will, leaving users with little say. For instance, if an AI platform suddenly decides "not to let you use it anymore," you would be at a loss. OpenLedger's blockchain prevents data and models from being monopolized by a single company, allowing users to participate in running the network themselves, thus distributing power more evenly. It's similar to the early days of YouTube, where video creators relied entirely on the platform's whims to receive a share of the revenue. OpenLedger is like creating a "decentralized YouTube for AI," where creators have more control.

(3) Lack of Compensation for Contributors

Currently, the situation is such that AI models make a lot of money, but the everyday people providing data and the engineers developing the models often get nothing in return. OpenLedger's Payable AI ensures that every contributor receives a share of the earnings, incentivizing more people to participate, ultimately leading to higher data quality. Similar to how YouTube later started sharing ad revenue with content creators, resulting in a significant improvement in video quality. OpenLedger also aims to enrich AI data through revenue sharing.

(4) Lack of Diversity in AI Models

Currently, most large AI models are developed by big companies and are more geared towards general use, making it challenging to meet niche demands (such as local language translation). OpenLedger focuses on the field of specialized language models. Datanets make it easier to collect data in specialized domains, allowing developers to create more accurate "specialized AI." For example, an AI for a minority language may not have been developed due to a lack of data. OpenLedger's Datanet allows community members to upload language data, enabling developers to create a custom AI.

The brilliance of OpenLedger lies in not directly entering the large language model track, but entering the specialized language model (SLM) track, which can fully leverage the characteristics of blockchain technology.

Let's list the roles played by blockchain technology in OpenLedger:

· Ledger: Recording each data upload, use, revenue sharing, transparent and tamper-proof.

· Revenue Sharing: Automatically distributing income to contributors in proportion through smart contracts, without the need for manual intervention.

· Decentralization: Distributing data and computing tasks to global nodes to prevent centralization.

· Security: Data encrypted storage, blockchain ensures no one can secretly alter the data.

· Incentives: Rewarding node-runners and data contributors with tokens to encourage participation.

Summary

The core of OpenLedger is to build a fair and transparent dedicated AI model ecosystem using blockchain. Through Datanets to collect data, Proof of Attribution to track contributions, and Payable AI to automate revenue sharing, everyone can benefit from AI development. Blockchain here ensures data security, transparent transactions, fair revenue sharing, and prevents the entire system from being controlled by big corporations.

The OpenLedger team astutely observed that the general large language model track is monopolized by super companies like OpenAI, Google, Microsoft, etc., which do not need blockchain and will not use blockchain to empower themselves. On the other hand, the specialized language model (SLM) track relies more on decentralized communities and decentralized forces to drive the AI track. In this space, AI and blockchain have cleverly combined.

This also shows us a possibility - the fusion of blockchain and AI should not only stem from technical requirements but should start from the market. First, establish the business, and then see how blockchain and AI can add value here. OpenLedger shows us this possibility.

Open Ledger Testnet Mining Link: https://testnet.openledger.xyz/ The official website has detailed instructions. Follow the steps to participate. Risk Warning: The above content is for discussion purposes only. DYOR.

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China's Central Bank and Eight Other Departments' Latest Regulatory Focus: Key Attention to RWA Tokenized Asset Risk


Foreword: Today, the People's Bank of China's website published the "Notice of the People's Bank of China, National Development and Reform Commission, Ministry of Industry and Information Technology, Ministry of Public Security, State Administration for Market Regulation, China Banking and Insurance Regulatory Commission, China Securities Regulatory Commission, State Administration of Foreign Exchange on Further Preventing and Dealing with Risks Related to Virtual Currency and Others (Yinfa [2026] No. 42)", the latest regulatory requirements from the eight departments including the central bank, which are basically consistent with the regulatory requirements of recent years. The main focus of the regulation is on speculative activities such as virtual currency trading, exchanges, ICOs, overseas platform services, and this time, regulatory oversight of RWA has been added, explicitly prohibiting RWA tokenization, stablecoins (especially those pegged to the RMB). The following is the full text:


To the people's governments of all provinces, autonomous regions, and municipalities directly under the Central Government, the Xinjiang Production and Construction Corps:


  Recently, there have been speculative activities related to virtual currency and Real-World Assets (RWA) tokenization, disrupting the economic and financial order and jeopardizing the property security of the people. In order to further prevent and address the risks related to virtual currency and Real-World Assets tokenization, effectively safeguard national security and social stability, in accordance with the "Law of the People's Republic of China on the People's Bank of China," "Law of the People's Republic of China on Commercial Banks," "Securities Law of the People's Republic of China," "Law of the People's Republic of China on Securities Investment Funds," "Law of the People's Republic of China on Futures and Derivatives," "Cybersecurity Law of the People's Republic of China," "Regulations of the People's Republic of China on the Administration of Renminbi," "Regulations on Prevention and Disposal of Illegal Fundraising," "Regulations of the People's Republic of China on Foreign Exchange Administration," "Telecommunications Regulations of the People's Republic of China," and other provisions, after reaching consensus with the Cyberspace Administration of China, the Supreme People's Court, and the Supreme People's Procuratorate, and with the approval of the State Council, the relevant matters are notified as follows:


  I. Clarify the essential attributes of virtual currency, Real-World Assets tokenization, and related business activities


  (I) Virtual currency does not possess the legal status equivalent to fiat currency. Virtual currencies such as Bitcoin, Ether, Tether, etc., have the main characteristics of being issued by non-monetary authorities, using encryption technology and distributed ledger or similar technology, existing in digital form, etc. They do not have legal tender status, should not and cannot be circulated and used as currency in the market.


  The business activities related to virtual currency are classified as illegal financial activities. The exchange of fiat currency and virtual currency within the territory, exchange of virtual currencies, acting as a central counterparty in buying and selling virtual currencies, providing information intermediary and pricing services for virtual currency transactions, token issuance financing, and trading of virtual currency-related financial products, etc., fall under illegal financial activities, such as suspected illegal issuance of token vouchers, unauthorized public issuance of securities, illegal operation of securities and futures business, illegal fundraising, etc., are strictly prohibited across the board and resolutely banned in accordance with the law. Overseas entities and individuals are not allowed to provide virtual currency-related services to domestic entities in any form.


  A stablecoin pegged to a fiat currency indirectly fulfills some functions of the fiat currency in circulation. Without the consent of relevant authorities in accordance with the law and regulations, any domestic or foreign entity or individual is not allowed to issue a RMB-pegged stablecoin overseas.


(II)Tokenization of Real-World Assets refers to the use of encryption technology and distributed ledger or similar technologies to transform ownership rights, income rights, etc., of assets into tokens (tokens) or other interests or bond certificates with token (token) characteristics, and carry out issuance and trading activities.


  Engaging in the tokenization of real-world assets domestically, as well as providing related intermediary, information technology services, etc., which are suspected of illegal issuance of token vouchers, unauthorized public offering of securities, illegal operation of securities and futures business, illegal fundraising, and other illegal financial activities, shall be prohibited; except for relevant business activities carried out with the approval of the competent authorities in accordance with the law and regulations and relying on specific financial infrastructures. Overseas entities and individuals are not allowed to illegally provide services related to the tokenization of real-world assets to domestic entities in any form.


  II. Sound Work Mechanism


  (III) Inter-agency Coordination. The People's Bank of China, together with the National Development and Reform Commission, the Ministry of Industry and Information Technology, the Ministry of Public Security, the State Administration for Market Regulation, the China Banking and Insurance Regulatory Commission, the China Securities Regulatory Commission, the State Administration of Foreign Exchange, and other departments, will improve the work mechanism, strengthen coordination with the Cyberspace Administration of China, the Supreme People's Court, and the Supreme People's Procuratorate, coordinate efforts, and overall guide regions to carry out risk prevention and disposal of virtual currency-related illegal financial activities.


  The China Securities Regulatory Commission, together with the National Development and Reform Commission, the Ministry of Industry and Information Technology, the Ministry of Public Security, the People's Bank of China, the State Administration for Market Regulation, the China Banking and Insurance Regulatory Commission, the State Administration of Foreign Exchange, and other departments, will improve the work mechanism, strengthen coordination with the Cyberspace Administration of China, the Supreme People's Court, and the Supreme People's Procuratorate, coordinate efforts, and overall guide regions to carry out risk prevention and disposal of illegal financial activities related to the tokenization of real-world assets.


  (IV) Strengthening Local Implementation. The people's governments at the provincial level are overall responsible for the prevention and disposal of risks related to virtual currencies and the tokenization of real-world assets in their respective administrative regions. The specific leading department is the local financial regulatory department, with participation from branches and dispatched institutions of the State Council's financial regulatory department, telecommunications regulators, public security, market supervision, and other departments, in coordination with cyberspace departments, courts, and procuratorates, to improve the normalization of the work mechanism, effectively connect with the relevant work mechanisms of central departments, form a cooperative and coordinated working pattern between central and local governments, effectively prevent and properly handle risks related to virtual currencies and the tokenization of real-world assets, and maintain economic and financial order and social stability.


  III. Strengthened Risk Monitoring, Prevention, and Disposal


  (5) Enhanced Risk Monitoring. The People's Bank of China, China Securities Regulatory Commission, National Development and Reform Commission, Ministry of Industry and Information Technology, Ministry of Public Security, State Administration of Foreign Exchange, Cyberspace Administration of China, and other departments continue to improve monitoring techniques and system support, enhance cross-departmental data analysis and sharing, establish sound information sharing and cross-validation mechanisms, promptly grasp the risk situation of activities related to virtual currency and real-world asset tokenization. Local governments at all levels give full play to the role of local monitoring and early warning mechanisms. Local financial regulatory authorities, together with branches and agencies of the State Council's financial regulatory authorities, as well as departments of cyberspace and public security, ensure effective connection between online monitoring, offline investigation, and fund tracking, efficiently and accurately identify activities related to virtual currency and real-world asset tokenization, promptly share risk information, improve early warning information dissemination, verification, and rapid response mechanisms.


  (6) Strengthened Oversight of Financial Institutions, Intermediaries, and Technology Service Providers. Financial institutions (including non-bank payment institutions) are prohibited from providing account opening, fund transfer, and clearing services for virtual currency-related business activities, issuing and selling financial products related to virtual currency, including virtual currency and related financial products in the scope of collateral, conducting insurance business related to virtual currency, or including virtual currency in the scope of insurance liability. Financial institutions (including non-bank payment institutions) are prohibited from providing custody, clearing, and settlement services for unauthorized real-world asset tokenization-related business and related financial products. Relevant intermediary institutions and information technology service providers are prohibited from providing intermediary, technical, or other services for unauthorized real-world asset tokenization-related businesses and related financial products.


  (7) Enhanced Management of Internet Information Content and Access. Internet enterprises are prohibited from providing online business venues, commercial displays, marketing, advertising, or paid traffic diversion services for virtual currency and real-world asset tokenization-related business activities. Upon discovering clues of illegal activities, they should promptly report to relevant departments and provide technical support and assistance for related investigations and inquiries. Based on the clues transferred by the financial regulatory authorities, the cyberspace administration, telecommunications authorities, and public security departments should promptly close and deal with websites, mobile applications (including mini-programs), and public accounts engaged in virtual currency and real-world asset tokenization-related business activities in accordance with the law.


  (8) Strengthened Entity Registration and Advertisement Management. Market supervision departments strengthen entity registration and management, and enterprise and individual business registrations must not contain terms such as "virtual currency," "virtual asset," "cryptocurrency," "crypto asset," "stablecoin," "real-world asset tokenization," or "RWA" in their names or business scopes. Market supervision departments, together with financial regulatory authorities, legally enhance the supervision of advertisements related to virtual currency and real-world asset tokenization, promptly investigating and handling relevant illegal advertisements.


  (IX) Continued Rectification of Virtual Currency Mining Activities. The National Development and Reform Commission, together with relevant departments, strictly controls virtual currency mining activities, continuously promotes the rectification of virtual currency mining activities. The people's governments of various provinces take overall responsibility for the rectification of "mining" within their respective administrative regions. In accordance with the requirements of the National Development and Reform Commission and other departments in the "Notice on the Rectification of Virtual Currency Mining Activities" (NDRC Energy-saving Building [2021] No. 1283) and the provisions of the "Guidance Catalog for Industrial Structure Adjustment (2024 Edition)," a comprehensive review, investigation, and closure of existing virtual currency mining projects are conducted, new mining projects are strictly prohibited, and mining machine production enterprises are strictly prohibited from providing mining machine sales and other services within the country.


  (X) Severe Crackdown on Related Illegal Financial Activities. Upon discovering clues to illegal financial activities related to virtual currency and the tokenization of real-world assets, local financial regulatory authorities, branches of the State Council's financial regulatory authorities, and other relevant departments promptly investigate, determine, and properly handle the issues in accordance with the law, and seriously hold the relevant entities and individuals legally responsible. Those suspected of crimes are transferred to the judicial authorities for processing according to the law.


 (XI) Severe Crackdown on Related Illegal and Criminal Activities. The Ministry of Public Security, the People's Bank of China, the State Administration for Market Regulation, the China Banking and Insurance Regulatory Commission, the China Securities Regulatory Commission, as well as judicial and procuratorial organs, in accordance with their respective responsibilities, rigorously crack down on illegal and criminal activities related to virtual currency, the tokenization of real-world assets, such as fraud, money laundering, illegal business operations, pyramid schemes, illegal fundraising, and other illegal and criminal activities carried out under the guise of virtual currency, the tokenization of real-world assets, etc.


  (XII) Strengthen Industry Self-discipline. Relevant industry associations should enhance membership management and policy advocacy, based on their own responsibilities, advocate and urge member units to resist illegal financial activities related to virtual currency and the tokenization of real-world assets. Member units that violate regulatory policies and industry self-discipline rules are to be disciplined in accordance with relevant self-regulatory management regulations. By leveraging various industry infrastructure, conduct risk monitoring related to virtual currency, the tokenization of real-world assets, and promptly transfer issue clues to relevant departments.


  IV. Strict Supervision of Domestic Entities Engaging in Overseas Business Activities


(XIII) Without the approval of relevant departments in accordance with the law and regulations, domestic entities and foreign entities controlled by them may not issue virtual currency overseas.


  (XIV) Domestic entities engaging directly or indirectly in overseas external debt-based tokenization of real-world assets, or conducting asset securitization activities abroad based on domestic ownership rights, income rights, etc. (hereinafter referred to as domestic equity), should be strictly regulated in accordance with the principles of "same business, same risk, same rules." The National Development and Reform Commission, the China Securities Regulatory Commission, the State Administration of Foreign Exchange, and other relevant departments regulate it according to their respective responsibilities. For other forms of overseas real-world asset tokenization activities based on domestic equity by domestic entities, the China Securities Regulatory Commission, together with relevant departments, supervise according to their division of responsibilities. Without the consent and filing of relevant departments, no unit or individual may engage in the above-mentioned business.


  (15) Overseas subsidiaries and branches of domestic financial institutions providing Real World Asset Tokenization-related services overseas shall do so legally and prudently. They shall have professional personnel and systems in place to effectively mitigate business risks, strictly implement customer onboarding, suitability management, anti-money laundering requirements, and incorporate them into the domestic financial institutions' compliance and risk management system. Intermediaries and information technology service providers offering Real World Asset Tokenization services abroad based on domestic equity or conducting Real World Asset Tokenization business in the form of overseas debt for domestic entities directly or indirectly venturing abroad must strictly comply with relevant laws and regulations. They should establish and improve relevant compliance and internal control systems in accordance with relevant normative requirements, strengthen business and risk control, and report the business developments to the relevant regulatory authorities for approval or filing.


  V. Strengthen Organizational Implementation


  (16) Strengthen organizational leadership and overall coordination. All departments and regions should attach great importance to the prevention of risks related to virtual currencies and Real World Asset Tokenization, strengthen organizational leadership, clarify work responsibilities, form a long-term effective working mechanism with centralized coordination, local implementation, and shared responsibilities, maintain high pressure, dynamically monitor risks, effectively prevent and mitigate risks in an orderly and efficient manner, legally protect the property security of the people, and make every effort to maintain economic and financial order and social stability.


  (17) Widely carry out publicity and education. All departments, regions, and industry associations should make full use of various media and other communication channels to disseminate information through legal and policy interpretation, analysis of typical cases, and education on investment risks, etc. They should promote the illegality and harm of virtual currencies and Real World Asset Tokenization-related businesses and their manifestations, fully alert to potential risks and hidden dangers, and enhance public awareness and identification capabilities for risk prevention.


  VI. Legal Responsibility


  (18) Engaging in illegal financial activities related to virtual currencies and Real World Asset Tokenization in violation of this notice, as well as providing services for virtual currencies and Real World Asset Tokenization-related businesses, shall be punished in accordance with relevant regulations. If it constitutes a crime, criminal liability shall be pursued according to the law. For domestic entities and individuals who knowingly or should have known that overseas entities illegally provided virtual currency or Real World Asset Tokenization-related services to domestic entities and still assisted them, relevant responsibilities shall be pursued according to the law. If it constitutes a crime, criminal liability shall be pursued according to the law.


  (19) If any unit or individual invests in virtual currencies, Real World Asset Tokens, and related financial products against public order and good customs, the relevant civil legal actions shall be invalid, and any resulting losses shall be borne by them. If there are suspicions of disrupting financial order and jeopardizing financial security, the relevant departments shall deal with them according to the law.


  This notice shall enter into force upon the date of its issuance. The People's Bank of China and ten other departments' "Notice on Further Preventing and Dealing with the Risks of Virtual Currency Trading Speculation" (Yinfa [2021] No. 237) is hereby repealed.


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