{"id":95034,"date":"2026-08-16T01:57:06","date_gmt":"2026-08-15T17:57:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95034.html"},"modified":"2026-08-16T01:57:06","modified_gmt":"2026-08-15T17:57:06","slug":"ai-web3-%e5%ba%94%e7%94%a8%e8%ae%be%e8%ae%a1%e4%b8%8e%e6%99%ba%e8%83%bd%e5%90%88%e7%ba%a6%e8%be%85%e5%8a%a9%e5%bc%80%e5%8f%91%ef%bc%9a%e5%88%ab%e8%ae%a9%e6%bc%94%e7%a4%ba%e6%95%88%e6%9e%9c%e9%aa%97","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95034.html","title":{"rendered":"AI + Web3 \u5e94\u7528\u8bbe\u8ba1\u4e0e\u667a\u80fd\u5408\u7ea6\u8f85\u52a9\u5f00\u53d1\uff1a\u522b\u8ba9\u6f14\u793a\u6548\u679c\u9a97\u4e86\u4f60"},"content":{"rendered":"

AI + Web3 \u5e94\u7528\u8bbe\u8ba1\u4e0e\u667a\u80fd\u5408\u7ea6\u8f85\u52a9\u5f00\u53d1：\u522b\u8ba9\u6f14\u793a\u6548\u679c\u9a97\u4e86\u4f60<\/h2>\n

\u6f14\u793a Demo \u91cc\u7528 Prompt \u751f\u6210 Solidity \u5408\u7ea6，\u79d2\u53d1 ERC-20 \u751a\u81f3\u79d2\u51fa\u95ea\u7535\u8d37\u903b\u8f91，\u770b\u8d77\u6765\u5f88\u4e1d\u6ed1\u3002\u771f\u62ff\u5230\u672c\u5730\u94fe\u6216\u8005\u6d4b\u8bd5\u7f51\u8dd1\u4e00\u8f6e，\u5927\u591a\u76f4\u63a5\u62a5\u9519，\u751a\u81f3\u4f34\u968f\u4e25\u91cd\u7684\u5b89\u5168\u91cd\u5165\u6f0f\u6d1e\u3002<\/p>\n

LLM \u5728\u4ee3\u7801\u751f\u6210\u9886\u57df\u867d\u7136\u8868\u73b0\u4f18\u5f02，\u4f46 smart contract \u8fd9\u79cd\u4e00\u7ecf\u90e8\u7f72\u4e0d\u53ef\u7be1\u6539\u3001\u5bf9\u8fb9\u754c\u72b6\u6001\u6781\u5ea6\u654f\u611f\u7684\u573a\u666f，\u5355\u9760 LLM \u7684\u201c\u5e7b\u89c9\u8f93\u51fa\u201d\u5b8c\u5168\u662f\u707e\u96be\u3002<\/p>\n

\u642d\u5efa\u4e00\u4e2a\u53ef\u590d\u73b0\u3001\u53ef\u81ea\u52a8\u9a8c\u8bc1\u7684\u672c\u5730\u667a\u80fd\u5408\u7ea6\u8f85\u52a9\u5f00\u53d1\u811a\u624b\u67b6，\u662f\u5728 AI+Web3 \u4ea4\u53c9\u9886\u57df\u5e72\u6d3b\u7684\u57fa\u672c\u524d\u63d0\u3002<\/p>\n

\n

\u672c\u5730\u5f00\u53d1\u811a\u624b\u67b6\u67b6\u6784<\/h3>\n

\u4e3a\u4e86\u907f\u514d AI \u968f\u673a\u751f\u6210\u7684\u5408\u7ea6\u4ee3\u7801\u76f4\u63a5\u6c61\u67d3\u751f\u4ea7\u73af\u5883，\u5fc5\u987b\u5728 AI \u903b\u8f91\u5c42\u4e0e\u533a\u5757\u94fe\u8282\u70b9\u4e4b\u95f4\u5f3a\u884c\u63d2\u5165\u4e00\u4e2a\u201c\u4ee3\u7801\u9759\u6001\u68c0\u67e5 + \u5355\u5143\u6d4b\u8bd5\u6c99\u76d2\u201d\u5c42\u3002<\/p>\n

\u6574\u4e2a\u811a\u624b\u67b6\u6838\u5fc3\u7531\u4e09\u4e2a\u90e8\u5206\u7ec4\u6210：<\/p>\n

  • \u672c\u5730\u79c1\u94fe\u8282\u70b9：\u57fa\u4e8e Anvil (Foundry) \u6216 Hardhat Network \u8fd0\u884c，\u542f\u52a8\u901f\u5ea6\u6beb\u79d2\u7ea7，\u4e14\u652f\u6301\u4efb\u610f\u533a\u5757\u72b6\u6001\u91cd\u653e\u3002<\/li>\n
  • LLM \u7f16\u6392\u5f15\u64ce：\u7ed3\u5408 Prompt \u6a21\u677f\u4e0e AST \u8bed\u6cd5\u6811\u89e3\u6790，\u5c06\u81ea\u7136\u8bed\u8a00\u9700\u6c42\u8f6c\u5316\u4e3a\u6807\u51c6 Solidity \u6e90\u7801\u3002<\/li>\n
  • \u9a8c\u8bc1\u6b7b\u5faa\u73af\u53cd\u9988\u5668（Feedback Loop）：\u628a\u7f16\u8bd1\u9519\u8bef（solc output）\u3001\u9759\u6001\u5206\u6790\u62a5\u544a（Slither\/Aderyn）\u4ee5\u53ca Forge\/Hardhat \u6d4b\u8bd5\u7528\u4f8b\u6267\u884c\u7ed3\u679c\u6253\u5305\u56de\u4f20\u7ed9 LLM \u8fdb\u884c\u81ea\u6108\u4fee\u8865\u3002<\/li>\n

    flowchart TD
    \n A[\u81ea\u7136\u8bed\u8a00\u9700\u6c42 Prompt] –> B[LLM \u667a\u80fd\u5408\u7ea6\u751f\u6210\u6a21\u5757]
    \n B –> C[Solidity AST \u6821\u9a8c\u4e0e\u683c\u5f0f\u5316]
    \n C –> D{Slither \u9759\u6001\u5b89\u5168\u626b\u63cf}
    \n D — \u5b58\u5728\u4e25\u91cd\u6f0f\u6d1e\/\u8bed\u6cd5\u9519\u8bef –> E[\u6784\u5efa Error Stack & Slither \u62a5\u544a]
    \n E –> B
    \n D — \u626b\u63cf\u901a\u8fc7 –> F[Anvil \u672c\u5730\u6c99\u76d2\u6d4b\u8bd5\u8dd1\u7528\u4f8b]
    \n F — Test Fail –> E
    \n F — Test Pass –> G[\u8f93\u51fa\u751f\u4ea7\u53ef\u590d\u73b0\u811a\u624b\u67b6\u4e0e\u5408\u7ea6]<\/p>\n

    \n

    \u9762\u5411\u751f\u4ea7\u73af\u5883\u7684\u81ea\u52a8\u5316\u81ea\u6108\u5f00\u53d1\u811a\u672c<\/h3>\n

    \u4e0b\u9762\u7684 TypeScript \u811a\u672c\u5b9e\u73b0\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u8f85\u52a9\u5f00\u53d1\u5de5\u4f5c\u6d41\u3002\u5b83\u4f7f\u7528 Node.js \u8c03\u5ea6 solc \u7f16\u8bd1\u5668\u4e0e forge test，\u8ba9\u5927\u6a21\u578b\u5728\u672c\u5730\u79bb\u7ebf\u6c99\u76d2\u91cc\u5b8c\u6210\u201c\u4ee3\u7801\u751f\u6210-\u672c\u5730\u7f16\u8bd1-\u6d4b\u8bd5\u9a8c\u8bc1-\u81ea\u52a8\u4fee\u590d\u201d\u95ed\u73af\u3002<\/p>\n

    import { exec } from 'child_process';
    \nimport * as fs from 'fs';
    \nimport * as path from 'path';
    \nimport promisify from 'util';<\/p>\n

    const execAsync = promisify(exec);<\/p>\n

    interface AgentResponse {
    \n code: string;
    \n explanation: string;
    \n}<\/p>\n

    export class SmartContractAICreator {
    \n private projectRoot: string;
    \n private maxRetries: number;<\/p>\n

    constructor(projectRoot: string, maxRetries = 3) {
    \n this.projectRoot = projectRoot;
    \n this.maxRetries = maxRetries;
    \n }<\/p>\n

    \/**
    \n * \u6a21\u62df\u8c03\u7528 LLM API \u751f\u6210\u4ee3\u7801
    \n *\/
    \n private async mockLLMGenerate(prompt: string, errorContext?: string): Promise<AgentResponse> {
    \n \/\/ \u5b9e\u9645\u751f\u4ea7\u4e2d\u66ff\u6362\u4e3a OpenAI \/ Anthropic API \u8c03\u7528
    \n \/\/ \u63d0\u793a\u8bcd\u5fc5\u987b\u5f3a\u5236\u9650\u5236\u8f93\u51fa\u683c\u5f0f\u4e0e\u5b89\u5168\u7684 ERC \u89c4\u8303
    \n if (!errorContext) {
    \n return {
    \n code: `\/\/ SPDX-License-Identifier: MIT
    \npragma solidity ^0.8.20;<\/p>\n

    import "@openzeppelin\/contracts\/token\/ERC20\/ERC20.sol";
    \nimport "@openzeppelin\/contracts\/access\/Ownable.sol";<\/p>\n

    contract VaultToken is ERC20, Ownable {
    \n mapping(address => uint256) public userBalances;<\/p>\n

    constructor() ERC20("VaultToken", "VTK") Ownable(msg.sender) {}<\/p>\n

    function mint(address to, uint256 amount) external onlyOwner {
    \n _mint(to, amount);
    \n }<\/p>\n

    function deposit() external payable {
    \n require(msg.value > 0, "Zero deposit");
    \n userBalances[msg.sender] += msg.value;
    \n }<\/p>\n

    function withdraw(uint256 amount) external {
    \n require(userBalances[msg.sender] >= amount, "Insufficient balance");
    \n userBalances[msg.sender] -= amount;
    \n (bool success, ) = payable(msg.sender).call{value: amount}("");
    \n require(success, "Transfer failed");
    \n }
    \n}`,
    \n explanation: "\u521d\u6b21\u751f\u6210\u7684\u5177\u5907\u57fa\u7840\u5b58\u6b3e\u4e0e\u53d6\u6b3e\u529f\u80fd\u7684 Vault \u5408\u7ea6"
    \n };
    \n } else {
    \n \/\/ \u643a\u5e26 Error \u4e0a\u4e0b\u6587\u65f6\u7684\u4fee\u590d Prompt \u751f\u6210
    \n return {
    \n code: `\/\/ SPDX-License-Identifier: MIT
    \npragma solidity ^0.8.20;<\/p>\n

    import "@openzeppelin\/contracts\/token\/ERC20\/ERC20.sol";
    \nimport "@openzeppelin\/contracts\/access\/Ownable.sol";
    \nimport "@openzeppelin\/contracts\/utils\/ReentrancyGuard.sol";<\/p>\n

    contract VaultToken is ERC20, Ownable, ReentrancyGuard {
    \n mapping(address => uint256) public userBalances;<\/p>\n

    constructor() ERC20("VaultToken", "VTK") Ownable(msg.sender) {}<\/p>\n

    function mint(address to, uint256 amount) external onlyOwner {
    \n _mint(to, amount);
    \n }<\/p>\n

    function deposit() external payable {
    \n require(msg.value > 0, "Zero deposit");
    \n userBalances[msg.sender] += msg.value;
    \n }<\/p>\n

    function withdraw(uint256 amount) external nonReentrant {
    \n require(userBalances[msg.sender] >= amount, "Insufficient balance");
    \n userBalances[msg.sender] -= amount;
    \n (bool success, ) = payable(msg.sender).call{value: amount}("");
    \n require(success, "Transfer failed");
    \n }
    \n}`,
    \n explanation: "\u6dfb\u52a0\u4e86 ReentrancyGuard \u9632\u8303\u9632\u91cd\u5165\u653b\u51fb"
    \n };
    \n }
    \n }<\/p>\n

    \/**
    \n * \u5199\u5165\u672c\u5730 Forge \u5de5\u7a0b
    \n *\/
    \n private async writeContractFile(filename: string, content: string): Promise<string> {
    \n const targetPath = path.join(this.projectRoot, 'src', filename);
    \n await fs.promises.mkdir(path.dirname(targetPath), { recursive: true });
    \n await fs.promises.writeFile(targetPath, content, 'utf-8');
    \n return targetPath;
    \n }<\/p>\n

    \/**
    \n * \u6267\u884c\u672c\u5730 Forge \u7f16\u8bd1\u4e0e\u6d4b\u8bd5
    \n *\/
    \n private async runLocalVerification(): Promise<{ success: boolean; logs: string }> {
    \n try {
    \n \/\/ \u4f7f\u7528 forge test \u547d\u4ee4\u5728\u672c\u5730 Anvil \u6c99\u76d2\u73af\u5883\u4e2d\u8fd0\u884c\u5408\u7ea6\u9a8c\u8bc1
    \n const { stdout, stderr } = await execAsync('forge test –match-path test\/VaultToken.t.sol', {
    \n cwd: this.projectRoot
    \n });
    \n return { success: true, logs: stdout };
    \n } catch (err: any) {
    \n return {
    \n success: false,
    \n logs: `Stdout: ${err.stdout || ''}\\\\nStderr: ${err.stderr || ''}\\\\nMessage: ${err.message}`
    \n };
    \n }
    \n }<\/p>\n

    \/**
    \n * \u6838\u5fc3\u6d41\u63a7\u95ed\u73af
    \n *\/
    \n public async buildContractWithAI(userRequirement: string): Promise<string> {
    \n let currentAttempt = 0;
    \n let lastError = '';<\/p>\n

    while (currentAttempt < this.maxRetries) {
    \n console.log(`[AI-Web3 Scaffold] \u5c1d\u8bd5\u6784\u5efa\u5408\u7ea6 (\u7b2c ${currentAttempt + 1} \u6b21)…`);
    \n const llmResult = await this.mockLLMGenerate(userRequirement, lastError);<\/p>\n

    const contractPath = await this.writeContractFile('VaultToken.sol', llmResult.code);
    \n console.log(`[AI-Web3 Scaffold] \u5df2\u5199\u51fa\u4ee3\u7801\u81f3 ${contractPath}`);<\/p>\n

    console.log(`[AI-Web3 Scaffold] \u6b63\u5728\u8fd0\u884c\u672c\u5730 Forge \u6c99\u76d2\u9a8c\u8bc1…`);
    \n const verificationResult = await this.runLocalVerification();<\/p>\n

    if (verificationResult.success) {
    \n console.log(`[AI-Web3 Scaffold] \u9a8c\u8bc1\u6210\u529f！\u5408\u7ea6\u51c6\u5907\u5b8c\u6bd5\u3002`);
    \n return llmResult.code;
    \n }<\/p>\n

    console.warn(`[AI-Web3 Scaffold] \u6c99\u76d2\u9a8c\u8bc1\u5931\u8d25，\u6355\u83b7\u9519\u8bef\u4fe1\u606f\u3002`);
    \n lastError = verificationResult.logs;
    \n currentAttempt++;
    \n }<\/p>\n

    throw new Error(`[AI-Web3 Scaffold] \u8fbe\u5230\u6700\u5927\u91cd\u8bd5\u6b21\u6570 ${this.maxRetries}，\u5408\u7ea6\u751f\u6210\u5931\u8d25\u3002\u6700\u540e\u9519\u8bef:\\\\n${lastError}`);
    \n }
    \n}<\/p>\n

    \n

    \u672c\u5730\u65ad\u8a00\u6d4b\u8bd5\u811a\u672c<\/h3>\n

    \u4e0a\u9762\u6d41\u6c34\u7ebf\u5f15\u7528\u7684 Forge \u667a\u80fd\u5408\u7ea6\u6d4b\u8bd5\u6587\u4ef6 test\/VaultToken.t.sol \u5fc5\u987b\u7cbe\u786e\u6355\u6349\u91cd\u5165\u653b\u51fb\u4e0e\u8d44\u91d1\u8ba1\u7b97\u5f02\u5e38\u3002\u76f4\u63a5\u7528 Solidity \u7f16\u5199\u672c\u5730\u6d4b\u8bd5，\u80fd\u591f\u5b8c\u5168\u8131\u79bb\u5916\u90e8\u7f51\u7edc\u73af\u5883\u3002<\/p>\n

    \/\/ SPDX-License-Identifier: MIT
    \npragma solidity ^0.8.20;<\/p>\n

    import "forge-std\/Test.sol";
    \nimport "..\/src\/VaultToken.sol";<\/p>\n

    contract Attacker {
    \n VaultToken public target;<\/p>\n

    constructor(address payable _target) {
    \n target = VaultToken(_target);
    \n }<\/p>\n

    receive() external payable {
    \n if (address(target).balance >= 1 ether) {
    \n target.withdraw(1 ether);
    \n }
    \n }<\/p>\n

    function attack() external payable {
    \n target.deposit{value: 1 ether}();
    \n target.withdraw(1 ether);
    \n }
    \n}<\/p>\n

    contract VaultTokenTest is Test {
    \n VaultToken public vault;
    \n Attacker public attacker;<\/p>\n

    function setUp() public {
    \n vault = new VaultToken();
    \n attacker = new Attacker(payable(address(vault)));
    \n vm.deal(address(attacker), 2 ether);
    \n vm.deal(address(this), 10 ether);
    \n }<\/p>\n

    function test_DepositAndWithdraw() public {
    \n vault.deposit{value: 5 ether}();
    \n assertEq(vault.userBalances(address(this)), 5 ether);<\/p>\n

    vault.withdraw(2 ether);
    \n assertEq(vault.userBalances(address(this)), 3 ether);
    \n }<\/p>\n

    function test_ReentrancyAttackProtection() public {
    \n \/\/ \u5145\u503c\u521d\u59cb\u6c89\u6dc0\u8d44\u91d1
    \n vault.deposit{value: 5 ether}();<\/p>\n

    \/\/ \u671f\u5f85\u653b\u51fb\u8005\u7684\u63d0\u73b0\u56e0\u4e3a\u91cd\u5165\u9501\u9501\u6b7b\u6216\u72b6\u6001\u66f4\u65b0\u800c\u62a5\u9519
    \n vm.expectRevert();
    \n attacker.attack();
    \n }
    \n}<\/p>\n

    \n

    \u907f\u5751\u4e0e\u73af\u5883\u6cbb\u7406\u7b56\u7565<\/h3>\n
  • \n

    \u786e\u5b9a\u6027 RPC \u72b6\u6001\u8282\u70b9\u6d4b\u8bd5\u7f51（\u5982 Sepolia\u3001Amoy）\u5076\u5c14\u4f1a\u51fa\u73b0 RPC \u54cd\u5e94\u8d85\u65f6\u6216 Gas \u4f30\u7b97\u6ce2\u52a8\u3002\u751f\u4ea7\u53ef\u590d\u73b0\u7684\u73af\u5883\u5fc5\u987b\u7ed1\u5b9a anvil –fork-block-number\u3002\u56fa\u5b9a\u4f4f\u533a\u5757\u9ad8\u5ea6，AI \u63d0\u53d6\u5230\u7684\u94fe\u4e0a ABI \u4e0e Token \u4f59\u989d\u72b6\u6001\u624d\u5177\u5907\u552f\u4e00\u786e\u5b9a\u6027\u3002<\/p>\n<\/li>\n

  • \n

    OpenZeppelin \u7248\u672c\u9501\u6b7bLLM \u5728\u751f\u6210\u5408\u7ea6\u4ee3\u7801\u65f6\u7ecf\u5e38\u6df7\u6dc6 OpenZeppelin v4 \u4e0e v5 \u7684\u8bed\u6cd5\u7ec6\u8282\u3002\u6bd4\u5982 v5 \u4e2d Ownable \u7684\u6784\u9020\u51fd\u6570\u5fc5\u987b\u663e\u5f0f\u4f20\u5165 initialOwner（\u5982 Ownable(msg.sender)），\u800c v4 \u5219\u4e0d\u9700\u8981\u3002\u5982\u679c\u73af\u5883\u91cc\u7684 package.json \u6216 foundry.toml \u6ca1\u9501\u5b9a\u5927\u7248\u672c，\u672c\u5730\u7f16\u8bd1\u4f1a\u9891\u7e41\u62a5\u8bed\u6cd5\u9519\u8bef\u3002<\/p>\n<\/li>\n

  • \n

    Prompt \u4e2d\u7684 AST \u7ea6\u675f\u6ce8\u5165\u4e0e\u5176\u7528\u81ea\u7136\u8bed\u8a00\u53cd\u590d\u53ee\u5631 LLM\u201c\u4e0d\u8981\u5fd8\u8bb0\u9632\u91cd\u5165\u9501\u201d，\u4e0d\u5982\u5728 Prompt \u4e2d\u5f3a\u5236\u8981\u6c42\u5b9a\u4e49\u81ea\u5b9a\u4e49 Modifier \u6216\u8005\u6307\u5b9a\u5fc5\u987b\u7ee7\u627f ReentrancyGuard\u3002\u540c\u65f6\u8ba9\u811a\u624b\u67b6\u5728\u7f16\u8bd1\u524d\u5148\u901a\u8fc7\u6b63\u5219\u6216\u8005 AST \u89e3\u6790\u5668\u5224\u65ad\u5408\u7ea6\u7ee7\u627f\u5217\u8868\u4e2d\u662f\u5426\u5305\u542b ReentrancyGuard\u3002\u7f3a\u5c11\u5173\u952e\u5b57\u76f4\u63a5\u62e6\u622a，\u7701\u53bb\u4e00\u6b21 LLM \u8c03\u7528\u3002<\/p>\n<\/li>\n

  • \n

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