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...ChevronPrivacy Preserving Computations with ZK WrappersChevronArchitecture and Workflow of ZK Wrappers

Architecture and Workflow of ZK Wrappers

The architecture of ZK wrappers is designed to balance privacy, efficiency, and usability within the Application Layer. The workflow for privacy-preserving computations involves three key stages:

Architecture and Workflow of ZK Wrappers
Circuit Definition

Circuit Definition

Computations are encoded as arithmetic circuits over a finite field F using tools like Circom or ZoKrates. For example, a computation f(x, w) = y, where x is a public input, w is a private witness (e.g., an AI model's weights), and y is the output (e.g., an inference result), is translated into a set of constraints that the ZKP must satisfy. This step ensures that the computation can be verified without revealing sensitive data.

Proof Generation

Proof Generation

An off-chain prover (Proof Pod) generates a proof π, demonstrating that the constraints hold true for the given inputs. This step is computationally intensive, as it involves solving a complex system of equations to produce a proof that encapsulates the computation's correctness while hiding private inputs. For zk-SNARKs, the proof is compact (~288 bytes), making it suitable for on-chain use. Substrate's off-chain worker infrastructure provides a secure and efficient environment for proof generation, enabling validators to generate proofs without affecting on-chain performance.

Verification

Verification

The proof π is submitted to an on-chain (EVM) or runtime (WASM) verifier, which confirms its validity in a lightweight manner, ensuring the computation's correctness without accessing the private inputs. For zk-SNARKs, this verification takes approximately 2 milliseconds and consumes minimal weight in Substrate's execution model, enabling high throughput in decentralized networks.

This workflow ensures that sensitive data remains confidential while allowing for trustless verification, a core principle of the ZKP ecosystem. The architecture of ZK wrappers abstracts away much of the cryptographic complexity, providing developers with a user-friendly interface for building privacy-preserving dApps. The integration with Substrate's runtime enables seamless interaction between ZK verification and both EVM contracts and native pallets, ensuring maximum flexibility for developers.

The Proof Behind Champions

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