DA3N's query validation system uses ZK proofs to verify natural language processing accuracy across DeFi operations. The system validates the entire query lifecycle:
Each query generates multiple proofs:
Copy // // Core types for ZK query validation
interface ZKQueryValidation {
queryHash: string;
proofs: ProofBundle;
chainData: ChainContext;
}
interface ProofBundle {
nlpProof: Uint8Array;
sqlProof: Uint8Array;
executionProof: Uint8Array;
}
interface ChainContext {
chainId: number;
blockNumber: number;
timestamp: number;
}
// Integration with Ethereum networks
class QueryValidator {
private web3: Web3;
private circuits: Map<string, any>;
constructor(rpcUrl: string) {
this.web3 = new Web3(rpcUrl);
this.initCircuits();
}
async validateQuery(
naturalLanguage: string,
sqlQuery: string,
chainId: number
): Promise<ZKQueryValidation> {
// Get current chain context
const block = await this.web3.eth.getBlock('latest');
// Generate proofs using ZK circuits
const nlpProof = await this.generateNLPProof(naturalLanguage);
const sqlProof = await this.generateSQLProof(sqlQuery);
const execProof = await this.generateExecutionProof(sqlQuery, block.number);
return {
queryHash: this.web3.utils.keccak256(naturalLanguage),
proofs: {
nlpProof,
sqlProof,
executionProof: execProof
},
chainData: {
chainId,
blockNumber: block.number,
timestamp: block.timestamp
}
};
}
// Private circuit methods
private async generateNLPProof(input: string): Promise<Uint8Array> {
const circuit = this.circuits.get('nlp');
return await circuit.prove(input);
}
private async generateSQLProof(sql: string): Promise<Uint8Array> {
const circuit = this.circuits.get('sql');
return await circuit.prove(sql);
}
private async generateExecutionProof(
sql: string,
blockNumber: number
): Promise<Uint8Array> {
const circuit = this.circuits.get('execution');
return await circuit.prove(sql, blockNumber);
}
private initCircuits() {
// Initialize ZK circuits for each proof type
this.circuits = new Map([
['nlp', loadCircuit('nlp.zkey')],
['sql', loadCircuit('sql.zkey')],
['execution', loadCircuit('execution.zkey')]
]);
}
}
// Usage
const validator = new QueryValidator('https://ethereum.rpc.url');
async function verifyDeFiQuery(query: string) {
const sql = translateToSQL(query); // Translation function
const validation = await validator.validateQuery(
query,
sql,
1 // Ethereum mainnet
);
return validation;
}