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Decentralized AI: Leveraging blockchain for a more equitable future

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Decentralized AI: Leveraging blockchain for a more equitable future

Disclosure: The views and opinions expressed herein are solely those of the author and do not represent the views and opinions of the crypto.news editorial.

Artificial intelligence (AI) is advancing rapidly, but its development and deployment is largely controlled by a few powerful entities. This concentration of power raises significant concerns about privacy, security, and fairness. As AI continues to transform industries and societies, it is critical that we explore solutions that can democratize its benefits and mitigate its risks. Blockchain technology offers a promising path forward by enabling decentralized, transparent and secure AI systems.

Large companies with access to large amounts of data and computing power dominate the current AI landscape. This centralization presents several problems. Privacy concerns arise because users’ personal data is often collected and used without explicit consent, leading to potential abuse and breaches. The monopolization of power by a few entities stifles innovation and limits diverse contributions. Furthermore, centralized AI systems are vulnerable and can be manipulated for malicious purposes, such as spreading disinformation or conducting surveillance activities.

The reality of AI development today is that it is not just the result of autonomous machine learning, but rather a blend of reinforcement learning and human intelligence. A prime example of this was when the details of Amazon’s “Just Walk Out” technology were detailed I came to the light. Instead of counting customer purchases via technology alone, around 1,000 real people manually tracked sales. This collaboration between human intelligence and AI systems is often overlooked, but it highlights the significant human element in AI processes.

Blockchain technology, with its decentralized and transparent nature, can address these challenges effectively. Improves security and privacy by enabling secure data sharing and storage through cryptographic techniques, ensuring users maintain control over their information. By distributing power across a network, blockchain reduces the risk of monopolization and promotes a more collaborative AI development environment. It can also trace the provenance of data, ensuring its integrity and legitimacy, which is crucial for training reliable AI models.

Decentralization in AI can mitigate several risks associated with the current centralized model. The Center for Safe AI identifies four broad categories of AI risk: malicious use, AI race, organizational risks, and unauthorized AI. Malicious use includes the intentional exploitation of powerful AI to cause widespread harm, such as engineering new pandemics or using AI for propaganda, censorship, and surveillance. The risk of the AI ​​race involves companies or nation-states competing to quickly build more powerful systems, taking unacceptable risks in the process. Organizational risks include major industrial accidents and the possibility of powerful programs being stolen or copied by malicious actors. Finally, there is the risk of rogue AI, where systems might optimize imperfect goals, stray from their original goals, become power-hungry, resist closure, or engage in deception.

Regulation and good governance can contain many of these risks. Malicious use can be addressed by limiting queries and access to various features, and the justice system can hold developers accountable. The risks of rogue AI and organizational issues can be mitigated with common sense and by promoting a security-conscious approach to using AI. However, these approaches do not address some of the second-order effects of AI, such as centralization and perverse incentives left over from legacy web2 companies.

For too long we have traded our private information for access to tools. While deactivation is possible, it is often inconvenient for most users. Artificial intelligence, like any other algorithm, produces results directly tied to the data it is trained on. Significant resources are already allocated to cleaning and preparing data for artificial intelligence. For example, OpenAI’s ChatGPT is trained on hundreds of billions of lines of text from various sources, but it also relies on human input and smaller, custom databases to optimize its output.

Creating a blockchain layer in a decentralized AI network could mitigate these issues. We can build AI systems that track data provenance, maintain confidentiality, and allow individuals and businesses to charge for access to their specialized data using decentralized identity, validation staking, consensus, and roll-up technologies such as optimistic and zero-knowledge proofs. This could shift the balance away from large, opaque, centralized institutions and provide individuals and businesses with an entirely new economic system.

On the technology front, it is crucial to ensure the integrity, ownership and legitimacy of the data (model audit). Blockchain can provide an immutable audit trail for data, ensuring its authenticity and enabling fair compensation for data providers. Techniques like zero-knowledge proofs and decentralized identities allow users to provide data without compromising confidentiality. Decentralized AI networks allow different stakeholders to participate in AI development, from data providers to infrastructure operators, creating a more equitable ecosystem.

In addition to improving data integrity, decentralized AI systems offer greater security. Cryptographic techniques and security protection certification systems ensure that users can protect their data on their devices and control access to their data, including the ability to revoke access. This is a significant advance over the existing system, where valuable information is simply collected and sold to centralized AI companies. Instead, it allows for broad participation in AI development.

Individuals can engage in various roles, such as creating AI agents, providing specialized data, or offering intermediary services such as data labeling. Others could contribute by managing the infrastructure, operating the nodes, or providing validation services. This inclusive approach enables a more diverse and collaborative AI ecosystem.

Decentralized AI also addresses the problem of job displacement caused by advances in AI. As AI systems become more capable, they are likely to have a significant impact on the job market. By incorporating blockchain technology, we can create a system that benefits everyone, from data providers to developers. This inclusive model can help distribute the economic benefits of AI more equitably, preventing the concentration of wealth and power in the hands of a few large companies.

Additionally, the integration of blockchain and AI can drive innovation by promoting open source development and collaboration. Decentralized platforms can serve as a foundation for the development of new AI applications and services, encouraging a diverse range of contributors to participate in the AI ​​ecosystem. This collaborative environment can lead to the creation of more robust and innovative AI solutions, benefiting society as a whole.

In conclusion, the fusion between blockchain and artificial intelligence represents a significant advancement in how we approach technological development. It shifts the balance of power away from centralized entities and towards a more distributed and collaborative model. This transition is essential to ensure that AI serves the broader interests of humanity rather than the narrow goals of a few powerful organizations. The future of AI lies in its decentralization, and blockchain is the key to unlocking this potential. By leveraging the inherent security, transparency, and trustworthiness of blockchain technology, we can build a more equitable, secure, and innovative AI ecosystem that benefits everyone.

Jiahao Sun

Jiahao Sun, founder and CEO of FLock.io, is an Oxford alumnus and expert in artificial intelligence and blockchain. With previous roles as director of artificial intelligence for the Royal Bank of Canada and AI researcher at Imperial College London, he founded FLock.io to focus on privacy-focused AI solutions. Through his leadership, FLock.io is pioneering advances in the training and deployment of safe, collaborative AI models, demonstrating its dedication to using technology for social progress.

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We are the editorial team of Blockchainbulletin, where seriousness meets clarity in cryptocurrency analysis. With a robust team of finance and blockchain technology experts, we are dedicated to meticulously exploring complex crypto markets with detailed assessments and an unbiased approach. Our mission is to democratize access to knowledge of emerging financial technologies, ensuring they are understandable and accessible to all. In every article on Blockchainbulletin, we strive to provide content that not only educates, but also empowers our readers, facilitating their integration into the financial digital age.

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Blockchain

Bitcoin (BTC) Price Crashes as Donald Trump’s Win Odds Dip

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Stephen  Alpher

Markets received nominally good news on Thursday morning, with the US ISM manufacturing PMI for July falling much more than economists expected, sending interest rates to multi-month lows across the board. Additionally, initial jobless claims in the US jumped to their highest level in about a year. Taken together, the data adds to the sentiment that the US is on the verge of a cycle of monetary easing by the Federal Reserve, which is typically seen as bullish for risk assets, including bitcoin.

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Terra Blockchain Reboots After Reentry Attack Leads to $4M Exploit

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Terra Blockchain Reboots After Reentry Attack Leads to $4M Exploit

Please note that our Privacy Policy, terms of use, cookiesAND do not sell my personal information has been updated.

CoinDesk is a awarded press agency that deals with the cryptocurrency sector. Its journalists respect a rigorous set of editorial policiesIn November 2023, CoinDesk has been acquired from the Bullish group, owner of Bullisha regulated digital asset exchange. Bullish Group is majority owned by Block.one; both companies have interests in a variety of blockchain and digital asset businesses and significant digital asset holdings, including bitcoin. CoinDesk operates as an independent subsidiary with an editorial board to protect journalistic independence. CoinDesk employees, including journalists, are eligible to receive options in the Bullish group as part of their compensation.

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$6.8M Stolen, ASTRO Collapses 60%

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$6.8M Stolen, ASTRO Collapses 60%

In the latest news in the blockchain industry, there has been a turn of events that has severely affected Terra and its users and investors, with the company losing $6.8 million. The attack, which exploited a reentry vulnerability in the network’s IBC hooks, raises questions about the security measures of the once celebrated blockchain protocol.

A web3 security company, Cyvers Alerts reported that the exploit occurred on July 31st and caused the company to lose 60 million ASTRO, 3.5 million USDC500,000 USDTand 2. 7 BitcoinThe flaw was discovered in April and allows cybercriminals to make payments non-stop by withdrawing money from the network.

Earth’s response

Subsequently, to the hack employed on the Terra blockchain, its official X platform declared the Suspension network operations for a few hours to apply the emergency measure. Finally in its sendTerra’s official account agreed, sharing that its operations are back online: the core transactions that make up the platform are now possible again.

However, the overall value of the various assets lost in the event was unclear.

Market Impact: ASTRO Crashes!

The hack had an immediate impact on the price of ASTRO, which dropped nearly 60% to $0.0206 following the network shutdown. This sharp decline highlights the vulnerability of token prices to security breaches and the resulting market volatility.

This incident is not the first time Terra has faced serious challenges. Earlier this year, the blockchain encountered significant problems that called into question its long-term viability. These repeated incidents underscore the need for stronger security measures to protect users’ assets and maintain trust in the network.

The recent Terra hack serves as a stark reminder of the ongoing security challenges in the blockchain space. As the platform works to regain stability, the broader crypto community will be watching closely.

Read also: Record Cryptocurrency Theft: Over $1 Billion Stolen in 2024

This is a major setback for Terra. How do you think this will impact the blockchain industry?



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Luxembourg proposes updates to blockchain laws | Insights and resources

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Luxembourg proposes updates to blockchain laws | Insights and resources

On July 24, 2024, the Ministry of Finance proposed Blockchain Bill IVwhich will provide greater flexibility and legal certainty for issuers using Distributed Ledger Technology (DLT). The bill will update three of Luxembourg’s financial laws, the Law of 6 April 2013 on dematerialised securitiesTHE Law of 5 April 1993 on the financial sector and the Law of 23 December 1998 establishing a financial sector supervisory commissionThis bill includes the additional option of a supervisory agent role and the inclusion of equity securities in dematerialized form.

DLT and Luxembourg

DLT is increasingly used in the financial and fund management sector in Luxembourg, offering numerous benefits and transforming various aspects of the industry.

Here are some examples:

  • Digital Bonds: Luxembourg has seen multiple digital bond issuances via DLT. For example, the European Investment Bank has issued bonds that are registered, transferred and stored via DLT processes. These bonds are governed by Luxembourg law and registered on proprietary DLT platforms.
  • Fund Administration: DLT can streamline fund administration processes, offering new opportunities and efficiencies for intermediaries, and can do the following:
    • Automate capital calls and distributions using smart contracts,
    • Simplify audits and ensure reporting accuracy through transparent and immutable transaction records.
  • Warranty Management: Luxembourg-based DLT platforms allow clients to swap ownership of baskets of securities between different collateral pools at precise times.
  • Tokenization: DLT is used to tokenize various assets, including real estate and luxury goods, by representing them in a tokenized and fractionalized format on the blockchain. This process can improve the liquidity and accessibility of traditionally illiquid assets.
  • Tokenization of investment funds: DLT is being explored for the tokenization of investment funds, which can streamline the supply chain, reduce costs, and enable faster transactions. DLT can automate various elements of the supply chain, reducing the need for reconciliations between entities such as custodians, administrators, and investment managers.
  • Issuance, settlement and payment platforms:Market participants are developing trusted networks using DLT technology to serve as a single source of shared truth among participants in financial instrument investment ecosystems.
  • Legal framework: Luxembourg has adapted its legal framework to accommodate DLT, recognising the validity and enforceability of DLT-based financial instruments. This includes the following:
    • Allow the use of DLT for the issuance of dematerialized securities,
    • Recognize DLT for the circulation of securities,
    • Enabling financial collateral arrangements on DLT financial instruments.
  • Regulatory compliance: DLT can improve transparency in fund share ownership and regulatory compliance, providing fund managers with new opportunities for liquidity management and operational efficiency.
  • Financial inclusion: By leveraging DLT, Luxembourg aims to promote greater financial inclusion and participation, potentially creating a more diverse and resilient financial system.
  • Governance and ethics:The implementation of DLT can promote higher standards of governance and ethics, contributing to a more sustainable and responsible financial sector.

Luxembourg’s approach to DLT in finance and fund management is characterised by a principle of technology neutrality, recognising that innovative processes and technologies can contribute to improving financial services. This is exemplified by its commitment to creating a compatible legal and regulatory framework.

Short story

Luxembourg has already enacted three major blockchain-related laws, often referred to as Blockchain I, II and III.

Blockchain Law I (2019): This law, passed on March 1, 2019, was one of the first in the EU to recognize blockchain as equivalent to traditional transactions. It allowed the use of DLT for account registration, transfer, and materialization of securities.

Blockchain Law II (2021): Enacted on 22 January 2021, this law strengthened the Luxembourg legal framework on dematerialised securities. It recognised the possibility of using secure electronic registration mechanisms to issue such securities and expanded access for all credit institutions and investment firms.

Blockchain Act III (2023): Also known as Bill 8055, this is the most recent law in the blockchain field and was passed on March 14, 2023. This law has integrated the Luxembourg DLT framework in the following way:

  • Update of the Act of 5 August 2005 on provisions relating to financial collateral to enable the use of electronic DLT as collateral on financial instruments registered in securities accounts,
  • Implementation of EU Regulation 2022/858 on a pilot scheme for DLT-based market infrastructures (DLT Pilot Regulation),
  • Redefining the notion of financial instruments in Law of 5 April 1993 on the financial sector and the Law of 30 May 2018 on financial instruments markets to align with the corresponding European regulations, including MiFID.

The Blockchain III Act strengthened the collateral rules for digital assets and aimed to increase legal certainty by allowing securities accounts on DLT to be pledged, while maintaining the efficient system of the 2005 Act on Financial Collateral Arrangements.

With the Blockchain IV bill, Luxembourg will build on the foundations laid by previous Blockchain laws and aims to consolidate Luxembourg’s position as a leading hub for financial innovation in Europe.

Blockchain Bill IV

The key provisions of the Blockchain IV bill include the following:

  • Expanded scope: The bill expands the Luxembourg DLT legal framework to include equity securities in addition to debt securities. This expansion will allow the fund industry and transfer agents to use DLT to manage registers of shares and units, as well as to process fund shares.
  • New role of the control agent: The bill introduces the role of a control agent as an alternative to the central account custodian for the issuance of dematerialised securities via DLT. This control agent can be an EU investment firm or a credit institution chosen by the issuer. This new role does not replace the current central account custodian, but, like all other roles, it must be notified to the Commission de Surveillance du Secteur Financier (CSSF), which is designated as the competent supervisory authority. The notification must be submitted two months after the control agent starts its activities.
  • Responsibilities of the control agent: The control agent will manage the securities issuance account, verify the consistency between the securities issued and those registered on the DLT network, and supervise the chain of custody of the securities at the account holder and investor level.
  • Simplified payment processesThe bill allows issuers to meet payment obligations under securities (such as interest, dividends or repayments) as soon as they have paid the relevant amounts to the paying agent, settlement agent or central account custodian.
  • Simplified issuance and reconciliationThe bill simplifies the process of issuing, holding and reconciling dematerialized securities through DLT, eliminating the need for a central custodian to have a second level of custody and allowing securities to be credited directly to the accounts of investors or their delegates.
  • Smart Contract Integration:The new processes can be executed using smart contracts with the assistance of the control agent, potentially increasing efficiency and reducing intermediation.

These changes are expected to bring several benefits to the Luxembourg financial sector, including:

  • Fund Operations: Greater efficiency and reduced costs by leveraging DLT for the issuance and transfer of fund shares.
  • Financial transactions: Greater transparency and security.
  • Transparency of the regulatory environment: Increased attractiveness and competitiveness of the Luxembourg financial centre through greater legal clarity and flexibility for issuers and investors using DLT.
  • Smart Contracts: Potential for automation of contractual terms, reduction of intermediaries and improvement of transaction traceability through smart contracts.

Blockchain Bill IV is part of Luxembourg’s ongoing strategy to develop a strong digital ecosystem as part of its economy and maintain its status as a leading hub for financial innovation. Luxembourg is positioning itself at the forefront of Europe’s growing digital financial landscape by constantly updating its regulatory framework.

Local regulations, such as Luxembourg law, complement European regulations by providing a more specific legal framework, adapted to local specificities. These local laws, together with European initiatives, aim to improve both the use and the security of projects involving new technologies. They help establish clear standards and promote consumer trust, while promoting innovation and ensuring better protection against potential risks associated with these emerging technologies. Check out our latest posts on these topics and, for more information on this law, blockchain technology and the tokenization mechanism, do not hesitate to contact us.

We are available to discuss any project related to digital finance, cryptocurrencies and disruptive technologies.

This informational piece, which may be considered advertising under the ethics rules of some jurisdictions, is provided with the understanding that it does not constitute the rendering of legal or other professional advice by Goodwin or its attorneys. Past results do not guarantee a similar outcome.

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