The post Vitalik’s ZK Proposal for LLM Privacy appeared on BitcoinEthereumNews.com. Source: Davide Crapis ZK-Based System for LLMs from Ethereum Foundation EthereumThe post Vitalik’s ZK Proposal for LLM Privacy appeared on BitcoinEthereumNews.com. Source: Davide Crapis ZK-Based System for LLMs from Ethereum Foundation Ethereum

Vitalik’s ZK Proposal for LLM Privacy

2026/02/12 12:55
2 min di lettura
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Source: Davide Crapis

ZK-Based System for LLMs from Ethereum Foundation

Ethereum Foundation AI leader Davide Crapis and co-founder Vitalik Buterin proposed an innovative system that keeps user interactions with large language models (LLMs) private using zero-knowledge proofs (ZK proofs) and other methods. Users can make thousands of API calls anonymously, securely, and efficiently by depositing funds once. Providers gain payment guarantees and spam protection, while requests become unlinkable to identities.

Current LLM Access Issues and ZK Solution

Current systems create privacy risks with identity-based access; on-chain payments per request are slow and traceable. In the proposal, users deposit stablecoins like USDC into a smart contract. Requests are anonymized using ZK proofs with rate-limit nullifiers. This effectively addresses the privacy issues frequently discussed on ETH detailed analysis platforms.

Fraud Protection with Dual Staking

Dual staking system is critical: Users comply with terms under the risk of deposit burning, while providers prevent abuse by staking. Upon violation detection, deposits are burned and recorded on-chain. This mechanism minimizes the risk of sensitive data leakage. ZK-SNARKs-based nullifiers strengthen rate-limits by preventing reuse.

Staking Layer Purpose Risk
User Stake Rate-limit compliance Deposit burning
Provider Stake Spam prevention Penalty deduction

ETH ETF Flows and Institutional ETH Demand

This proposal boosts confidence in the ETH ecosystem, while ETF flows on February 9, 2026, showed a net inflow of 57 million dollars for ETH. Bitcoin ETFs recorded 144.9 million dollars inflow, while Goldman Sachs holds 1 billion dollars worth of ETH. Interactive Brokers also launched Coinbase Nano ETH futures 24/7. These developments support ZK innovations.

ETF Type Net Inflow (09.02.2026)
Bitcoin ETF 144,9 Million $
Ethereum ETF 57,0 Million $

ETH Price Technical Analysis: RSI Oversold

ETH price 1.972,69$ (-0,15% 24h), RSI 30,14 (oversold) in downtrend. EMA 20: 2.328$. Strong supports:

  • S1: 1.747,80$ (⭐75/100, -11,40% distance)
  • S2: 1.964,78$ (⭐71/100, -0,40%)

Resistances: R1 2.156,79$ (+9,33%), R2 2.022,45$ (+2,52%). ZK news could trigger a rebound. Ideal for ETH futures.

ZK and ETH Future Interaction

ZK coins (e.g., ZKsync) could rise with this proposal. ZK integration in ETH Layer-2s brings LLMs to blockchain. Revolutionary for sensitive AI data; appeals to players like institutions holding 1 billion$ worth of ETH. ZK detailed analysis recommended.

Strategy Analyst: David Kim

Macro market analysis and portfolio management

This analysis is not investment advice. Do your own research.

Source: https://en.coinotag.com/vitaliks-zk-proposal-for-llm-privacy

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