Vitalik Buterin pitches ZK-proofs to audit X algorithm and rankings

cointelegraphОпубліковано о 2025-12-15Востаннє оновлено о 2025-12-15

Анотація

Vitalik Buterin, co-founder of Ethereum, has proposed that social media platform X use zero-knowledge proofs (ZK-proofs) and blockchain technology to make its content-ranking algorithm transparent and verifiable. He argues this would prove the fairness of algorithmic decisions, prevent censorship, and ensure data integrity by timestamping content on-chain. Buterin also suggests publishing the full algorithm code with a 1-2 year delay. His comments follow criticism of Elon Musk’s leadership and X’s opaque content policies. The proposal aligns with broader SocialFi and decentralized social media principles, emphasizing the need for transparency amid growing regulatory scrutiny, such as the EU’s Digital Services Act, which recently fined X for non-compliance. Buterin’s stance highlights concerns about social media’s impact on free speech and misinformation.

Ethereum co-founder Vitalik Buterin is calling for social media platforms to use cryptography and blockchain tools to make their content-ranking systems more transparent and verifiable.

In a Monday X post, Buterin argued that X should use zero-knowledge proofs (ZK-proofs) and blockchain to prove the fairness of the algorithm that determines the reach of content on the platform. He raised an issue with how X operates on Dec. 9, claiming that its owner Elon Musk’s way of leading it is harmful:

“Elon Musk I think you should consider that making X a global totem pole for free speech, and then turning it into a death star laser for coordinated hate sessions, is actually harmful for the cause of free speech.“

Ethereum Foundation AI lead Davide Crapis reacted to this initial idea by saying, “If you want to claim X is the platform for free speech, you should disclose your algorithm optimization targets.” He added that “it should be legible to the users, and tweakable.”

Buterin suggested a verifiable system that employs ZK-proofs for every decision made by the algorithm and timestamps all content, likes, and retweets on a blockchain “so the server can’t censor or lie about time.” The platform should also “commit to publishing the full algorithm code with a 1-2 year delay.”

Source: Vitalik Buterin

ZK-proofs are a cryptographic way to prove that something is true without revealing the underlying data — for instance, proving that you are over 18 without sharing your full name. Buterin did not go into detail about what proofs would demonstrate in his suggested solution, but they would likely show that algorithmic decisions followed certain constraints without sharing sensitive details.

Related: Sunlight is more effective than censorship

Crypto takes on social media

Buterin’s post echoed the sentiment behind some decentralized social media platforms known as SocialFi. Such initiatives, despite none having reached mainstream adoption, appear to be taken seriously by their traditional centralized equivalents.

In early 2025, Meta, the parent company of Facebook and Instagram, blocked links to a decentralized Instagram competitor called Pixelfed. All links to the platform were labeled as “spam” and removed immediately. Others claimed that Facebook competitors, including Mastodon, were given the same treatment.

The crypto community — with its tendency to be wary of centralized control — has raised concerns about the potential impact of decisions made by social media platform leadership in the past. When Musk announced in early January that X would prioritize promoting content deemed informative or educational over other types of content, many were not convinced.

Critics questioned who would decide what qualifies and whether the policy could become a vehicle for suppressing certain viewpoints. Musk has also been accused by critics of limiting access to premium features for users who disagreed with him.

Buterin also chimed in at the time. He urged Musk to remain committed to free speech on the platform and not ban users for disagreements or expressing views.

Related: Buterin says X’s new location feature ‘risky’ as crypto users flag privacy concerns

The impact of social media on society

Research has long shown that social media has an outsized impact on society and the functioning of democratic processes. A paper published in 2024 suggested that “access to Facebook may increase belief in misinformation.”

Reuters also reported last month that recent court filings suggested that Meta shut down internal research into the mental health effects of Facebook after finding causal evidence that its products harmed users’ mental health. The study found that “people who stopped using Facebook for a week reported lower feelings of depression, anxiety, loneliness, and social comparison.”

The European Union attempted to tackle the issue with its Digital Services Act, which requires transparency on the main algorithm parameters and requires platforms to assess the risk and disclose the findings on the potential negative impact of their operations. Impacts considered explicitly include “negative effects on civic discourse and electoral processes, and public security.”

The Digital Services Act also requires that vetted researchers be given access to platform data to study their systemic risk independently. A lack of compliance by X with this specific requirement is among the reasons cited by the European Commission for imposing a 120 million euro fine earlier this month.

Other reasons include a lack of transparency on X’s ads repository and the platform’s blue checkmark purportedly deceiving users since “anyone can pay to obtain the ‘verified’ status without the company meaningfully verifying who is behind the account.”

Трендові криптовалюти

Пов'язані матеріали

The "Impossible Triad" Is Fundamentally a Pseudo-Problem

The article argues that blockchain's fundamental limitation is not the scalability trilemma (decentralization, scalability, security), which has been largely solved, but the lack of **privacy** and, until recently, clear **legitimacy**. Blockchain is described as a slow, expensive, globally shared computer whose core value is censorship resistance and verifiability. While ideal for native digital assets like money (e.g., stablecoins), its default transparency acts as a **tax**, exposing all transactions and enabling MEV extraction, which deters serious institutional capital. Simultaneously, its permissionless nature created regulatory ambiguity. The piece contends that **privacy** is the missing critical feature. It rejects the false choice between total transparency and complete anonymity. Modern cryptography (like zero-knowledge proofs) enables **compliant privacy**: users can prove facts (solvency, KYC status, compliance) without revealing the underlying sensitive data (specific holdings, identities). This preserves auditability for regulators and eliminates the leak of financial information. With recent regulatory progress (e.g., the GENIUS Act) addressing legitimacy, adding default, provably compliant privacy becomes a pure upgrade. It transforms blockchain from a costly, public ledger into a confidential settlement layer, finally bridging the gap to mainstream institutional and individual adoption of on-chain finance.

链捕手3 год тому

The "Impossible Triad" Is Fundamentally a Pseudo-Problem

链捕手3 год тому

Optical Chips: Collective Capacity Expansion

The global optical chip industry is experiencing a massive wave of expansion driven by surging AI data center demand. Major players across the US, Japan, Europe, and China are aggressively investing to ramp up production capacity. In the US, Coherent is expanding its 6-inch Indium Phosphide (InP) semiconductor fab in Texas, supported by CHIPS Act funding and a $2 billion strategic investment from NVIDIA. Lumentum is building a new factory for InP optical devices, and Nokia is scaling its advanced photonic chip packaging and testing capabilities. NVIDIA's investments aim to secure future supply of critical lasers and optical interconnect products for AI infrastructure. Japan's JX Advanced Metals, a leading InP substrate supplier, plans a multi-billion yen investment to increase its capacity 7-10 times, strengthening its grip on the crucial upstream materials market. In Europe, IQE and Tower Semiconductor settled a patent dispute and signed a multi-year InP epitaxial wafer supply agreement, highlighting that next-generation silicon photonics platforms will integrate high-performance InP components. STMicroelectronics and Sivers Semiconductors are also expanding silicon photonics production and partnerships. China is rapidly building out its domestic supply chain. Dongshan Precision's subsidiary, Source Photonics, announced a $12 billion project to expand optical chip and module production. Companies like Sanan Optoelectronics and Yunnan Germanium are scaling up InP chip manufacturing and substrate production, moving towards vertical integration from materials to modules. While debate continues around the exact future architecture—whether CPO (Co-Packaged Optics), NPO, or pluggables will dominate—analysts like Morgan Stanley argue the underlying driver is unchangeable: the explosive growth in bandwidth demand. This will inevitably increase the volume of optical engines, lasers, and related content per GPU, regardless of the final technical path. The competition for "more light" in the AI era has intensified into a global, full-chain capacity race.

marsbit5 год тому

Optical Chips: Collective Capacity Expansion

marsbit5 год тому

Stablecoins Finally Find Real Yield: An In-Depth Look at On-Chain Reinsurance Re | A Conversation with Re Founder Karan Saroya

Stablecoin Real Yield Found: A Deep Dive into On-Chain Reinsurance with Re's Karan Saroya As stablecoin supply exceeds $170 billion, the search for sustainable, non-speculative yield intensifies. Re, an on-chain reinsurance platform, provides an answer: connecting stablecoin capital to the trillion-dollar traditional reinsurance market. Re operates as a regulated reinsurer, accepting stablecoin deposits as collateral to back US insurance companies. These insurers pay premiums, generating yield that flows back to on-chain depositors. Currently supporting 35 insurers and underwriting $500 million, Re projects scaling to over $1 billion soon. Key insights from a Bankless podcast with founder Karan Saroya and investor Avichal of Electric Capital: 1. **Uncorrelated, Real-World Yield:** Re offers stablecoin holders access to reinsurance returns (targeting 12-14%+), an asset class entirely separate from crypto or equity markets. 2. **Operational Efficiency via Smart Contracts:** Re replaces traditional, labor-intensive capital fundraising with smart contracts, allowing a ~12-person team to compete with industry giants. 3. **Regulatory Leverage:** For every $1 of collateral, regulations allow backing $5-7 in written premiums. This leverage amplifies returns from the underlying risk-free rate. 4. **DeFi Integration:** Depositors receive receipt tokens, which can be used in protocols like Morpho for "looping," potentially pushing yields to 18-20%+. 5. **The "DeFi Mullet" Model:** A compliant front-end (regulated reinsurer) paired with a decentralized back-end (smart contracts, DeFi capital markets). 6. **RE Governance Token:** Modeled on Lloyd's of London, the token governs the central capital pool's allocation, counterparty acceptance, and parameters. 7. **Real Economic Impact:** Capital funds real-world productivity (factories, clinics, businesses) via insurance, moving beyond crypto's internal loops. The discussion highlights a pivotal moment: DeFi's supply-side infrastructure is now met by real demand for productive yield, potentially kickstarting a flywheel where vast on-chain stablecoin capital seeks these real-world returns.

链捕手6 год тому

Stablecoins Finally Find Real Yield: An In-Depth Look at On-Chain Reinsurance Re | A Conversation with Re Founder Karan Saroya

链捕手6 год тому

1996 or 1999? Walsh's First Test is 'How to View AI'

"1996 or 1999? Wall's First Big Test Is 'How to View AI'" Federal Reserve Chairman Wall's initial challenge is not whether to raise or cut rates, but a more fundamental judgment: what kind of boom is the current AI boom? This will determine the Fed's policy path and define his legacy. Economics is split between two opposing views, according to reporter Nick Timiraos. One sees imminent productivity gains that will increase supply and cool inflation, allowing the Fed to hold steady. The other argues that while productivity benefits are distant, demand shocks are here now, and waiting for data confirmation risks missing the intervention window, forcing sharper rate hikes later. Wall has signaled a leaning toward the first view, echoing 1996-era Alan Greenspan, who embraced strong, productivity-driven growth without fear of inflation. However, Wall faces a different macro environment than Greenspan did, with tariff pressures, expanding fiscal deficits, and diminishing globalization benefits, which could force more significant inflation pressures even if AI benefits materialize. Wall's logic, expressed before taking office, is that AI-driven productivity gains won't show in official data for years. If the Fed waits for confirmation, it might mistakenly tighten policy and choke off the very growth that could suppress inflation. This argues for using forward-looking narratives over lagging data. Chicago Fed President Austan Goolsbee presents a key counter-argument. He distinguishes between expected and unexpected productivity booms. A widely anticipated boom, like the current AI wave, can cause people to spend future wealth gains in advance, overheating the economy before productivity actually rises, thus requiring preemptive rate hikes. He cites rising costs for AI data centers as evidence of such overheating. Fed Governor Christopher Waller offers a rebuttal to Goolsbee, noting the "expected spending" mechanism only works if people can borrow against future income, which many households cannot do due to borrowing constraints. Wall also faces a paradox related to his desire to reduce the Fed's use of "forward guidance" (pre-announcing policy moves). This practice was established in 1999 when Greenspan began signaling hikes to avoid market shocks. If the economy follows a less optimistic path, Wall may be forced to choose between using the guidance he wants to abolish or risking market volatility by staying silent. The ultimate question defining Wall's first major test remains: Is this 1996 or 1999?

marsbit7 год тому

1996 or 1999? Walsh's First Test is 'How to View AI'

marsbit7 год тому

Торгівля

Спот
Ф'ючерси

Популярні статті

Як купити ZK

Ласкаво просимо до HTX.com! Ми зробили покупку ZKsync (ZK) простою та зручною. Дотримуйтесь нашої покрокової інструкції, щоб розпочати свою криптовалютну подорож.Крок 1: Створіть обліковий запис на HTXВикористовуйте свою електронну пошту або номер телефону, щоб зареєструвати обліковий запис на HTX безплатно. Пройдіть безпроблемну реєстрацію й отримайте доступ до всіх функцій.ЗареєструватисьКрок 2: Перейдіть до розділу Купити крипту і виберіть спосіб оплатиКредитна/дебетова картка: використовуйте вашу картку Visa або Mastercard, щоб миттєво купити ZKsync (ZK).Баланс: використовуйте кошти з балансу вашого рахунку HTX для безперешкодної торгівлі.Треті особи: ми додали популярні способи оплати, такі як Google Pay та Apple Pay, щоб підвищити зручність.P2P: Торгуйте безпосередньо з іншими користувачами на HTX.Позабіржова торгівля (OTC): ми пропонуємо індивідуальні послуги та конкурентні обмінні курси для трейдерів.Крок 3: Зберігайте свої ZKsync (ZK)Після придбання ZKsync (ZK) збережіть його у своєму обліковому записі на HTX. Крім того, ви можете відправити його в інше місце за допомогою блокчейн-переказу або використовувати його для торгівлі іншими криптовалютами.Крок 4: Торгівля ZKsync (ZK)Легко торгуйте ZKsync (ZK) на спотовому ринку HTX. Просто увійдіть до свого облікового запису, виберіть торгову пару, укладайте угоди та спостерігайте за ними в режимі реального часу. Ми пропонуємо зручний досвід як для початківців, так і для досвідчених трейдерів.

214 переглядів усьогоОпубліковано 2024.12.13Оновлено 2026.06.02

Як купити ZK

Обговорення

Ласкаво просимо до спільноти HTX. Тут ви можете бути в курсі останніх подій розвитку платформи та отримати доступ до професійної ринкової інформації. Нижче представлені думки користувачів щодо ціни ZK (ZK).

活动图片