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zero-knowledge

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Flash

Anthropic applies zero-knowledge proof technology to AI reasoning to prevent model swapping

Anthropic has open-sourced FlashProve, bringing the commonly used zkSNARK (zero-knowledge proof) technology from the cryptocurrency field into AI model inference.This technology was originally designed to prove the validity of blockchain transactions without disclosing transaction details. Anthropic aims to use it to solve another problem: when users pay a high price for an AI model's API, how can they know if the service provider has secretly switched to a cheaper model?FlashProve allows service providers to first generate encrypted fingerprints for the model weights and then provide mathematical proof for the inference results. Users do not need to obtain the model weights or rerun the model; they can check whether the specified output comes from the previously committed set of weights. Claude was also involved in the development and optimization of this system.Anthropic has already completed experiments on Meta's 400 billion parameter model Llama 4 Maverick. For every 1024 tokens of context processed, the generated proof is about 19 MB, and verification on a regular CPU takes about 17 seconds.However, currently, each proof can only verify one output token and cannot validate an entire response. The GPU computation time required to generate the proof is also about 70 to 95 times that of regular inference. Whether it can be used to identify API service providers that secretly switch models in the future will depend on when the cost of proof generation can be reduced.

Joseph Lubin: Ethereum will not have a "second foundation," nor will it become a completely zero-knowledge proof-based protocol in the next 3-5 years

According to The Block, Consensys CEO Joseph Lubin stated that Ethereum is expected to evolve into a protocol fully based on zero-knowledge proofs (ZK Proof) within the next 3 to 5 years, which will not only optimize the main chain but also enhance Ethereum's compatibility with Layer 2.Joseph Lubin mentioned that he supports the "Rollup-centric roadmap," believing that by strengthening Layer 1, introducing the "Lean Ethereum" initiative, and promoting ZK proofs, the foundational layer of Ethereum can be significantly upgraded. Lean Ethereum aims to achieve over 10,000 transactions per second while maintaining a high level of decentralization on the mainnet, and supports privacy and quantum-resistant solutions.Regarding Layer 2, Joseph Lubin pointed out that ZK technology has already achieved real-time proofs in some L2 networks and plans to extend this capability to Layer 1, ultimately transitioning to a fully ZK foundational protocol supported by multiple provers. For example, projects like the Linea chain developed by Consensys and Gnosis are utilizing zero-knowledge proofs to achieve cross-network synchronized transactions, potentially eliminating the need for bridging and unifying fragmented liquidity.Joseph Lubin emphasized that the initial "differentiation phase" of the Rollup roadmap aims to provide experimental space for Layer 2 technologies. Although it may temporarily disperse liquidity, it lays the groundwork for Ethereum's future limitless scalability and technological iteration. He believes that some L2 technologies will become systemically important components, and this exploratory process is necessary.Additionally, Joseph Lubin responded to rumors regarding recent personnel changes at the Ethereum Foundation (EF) and the "second foundation," stating that there will not be a second foundation. The EF will continue to focus on core protocol development, usability and scalability, as well as institutional collaboration, while supporting at least three independent teams to spin off from the EF, focusing on protocol, user experience, and institutional expansion efforts.
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