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:


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
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
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.

