2026-08-08 07:38:09 +08:00
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/**
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* 光湖人格 Agent · 核心运行时
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*
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* 设计来源:Grok Build (xAI/SpaceXAI) 开源 Agent 架构
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* - xai-grok-agent: Agent = Definition + PromptContext + ToolBridge + Policies
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* - xai-grok-memory: Markdown + 向量索引 + 跨会话持久化
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* - xai-grok-tools: Registry + Bridge + 权限模式
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*
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* 光湖实现原则:
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* - 不搬 Rust 代码,拆设计模式用 TypeScript 重新实现
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* - Agent 是活的人格体,不是功能模块
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* - Agent 直接操作 Git(知识库引擎 = 人格体记忆)
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* - 所有 Git 依赖模块都由人格体驱动
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*
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* 架构映射:
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* Grok Agent → PersonaAgent
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* Grok ToolBridge → PersonaToolBridge(注册+执行工具)
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* Grok Memory → PersonaMemory(Git 仓库里的 Markdown 记忆)
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* Grok PromptContext → PersonaPrompt(系统提示词组装)
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* Grok CompactionPolicy → PersonaCompaction(会话压缩策略)
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* Grok AgentLifecycle → 由 Electron 主进程管理
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*/
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import { GitEngine } from './git-engine.js';
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// ─── 工具定义 ───
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export interface ToolDefinition {
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name: string;
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description: string;
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parameters: Record<string, { type: string; description: string; required?: boolean }>;
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execute: (params: Record<string, unknown>) => Promise<string>;
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}
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export interface ToolCall {
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id: string;
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name: string;
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arguments: Record<string, unknown>;
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}
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export interface ToolResult {
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id: string;
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name: string;
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output: string;
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error?: string;
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}
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// ─── Agent 定义 ───
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export interface PersonaDefinition {
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id: string;
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name: string;
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role: string;
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systemPromptBase: string;
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tools: string[]; // 允许使用的工具名
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permissionMode: 'ask' | 'auto' | 'restrict';
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model: string;
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maxTokens: number;
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temperature: number;
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}
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// ─── 对话消息 ───
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export interface Message {
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role: 'system' | 'user' | 'assistant' | 'tool';
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content: string;
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toolCalls?: ToolCall[];
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toolResults?: ToolResult[];
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timestamp: string;
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}
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// ─── 工具桥 ───
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class PersonaToolBridge {
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private registry = new Map<string, ToolDefinition>();
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register(tool: ToolDefinition): void {
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this.registry.set(tool.name, tool);
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}
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get(name: string): ToolDefinition | undefined {
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return this.registry.get(name);
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}
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list(): ToolDefinition[] {
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return Array.from(this.registry.values());
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}
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async execute(call: ToolCall): Promise<ToolResult> {
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const tool = this.registry.get(call.name);
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if (!tool) {
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return { id: call.id, name: call.name, output: '', error: `工具不存在: ${call.name}` };
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}
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try {
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const output = await tool.execute(call.arguments);
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return { id: call.id, name: call.name, output };
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} catch (err: any) {
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return { id: call.id, name: call.name, output: '', error: err.message };
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}
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}
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/** 生成 LLM 可用的工具 schema(OpenAI function calling 格式) */
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toSchema(): object[] {
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return this.list().map(tool => ({
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type: 'function',
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function: {
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name: tool.name,
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description: tool.description,
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parameters: {
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type: 'object',
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properties: Object.fromEntries(
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Object.entries(tool.parameters).map(([key, val]) => [
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key,
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{ type: val.type, description: val.description },
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])
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),
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required: Object.entries(tool.parameters)
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.filter(([, val]) => val.required !== false)
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.map(([key]) => key),
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},
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},
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}));
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}
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}
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// ─── 人格 Agent ───
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export class PersonaAgent {
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private definition: PersonaDefinition;
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private tools: PersonaToolBridge;
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private conversation: Message[] = [];
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private git: GitEngine;
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constructor(definition: PersonaDefinition, git: GitEngine) {
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this.definition = definition;
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this.git = git;
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this.tools = new PersonaToolBridge();
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this.registerBuiltinTools();
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}
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// ─── 内置工具注册 ───
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private registerBuiltinTools(): void {
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2026-08-08 10:39:18 +08:00
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// 读取 Git/Forgejo 状态;同步写操作必须由用户在界面中明确确认。
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this.tools.register({
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name: 'inspect_repository',
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description: '查看知识库本地 Git 与 Forgejo 远端的连接和同步状态(只读)',
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parameters: {},
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execute: async () => JSON.stringify(await this.git.getRepositoryStatus(), null, 2),
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});
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2026-08-08 07:38:09 +08:00
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// 读取知识库文档
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this.tools.register({
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name: 'read_document',
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description: '读取知识库中的文档内容',
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parameters: {
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path: { type: 'string', description: '文档路径(相对 docs/ 目录)', required: true },
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},
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execute: async (params) => {
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const doc = await this.git.getDoc(params.path as string);
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return `标题: ${doc.meta.title}\n更新: ${doc.meta.updatedAt}\n\n${doc.body}`;
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},
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});
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// 创建文档
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this.tools.register({
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name: 'create_document',
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description: '在知识库中创建新文档',
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parameters: {
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path: { type: 'string', description: '文档路径(如 guide/intro.md)', required: true },
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title: { type: 'string', description: '文档标题', required: true },
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body: { type: 'string', description: 'Markdown 正文', required: true },
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},
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execute: async (params) => {
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const doc = await this.git.createDoc(
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params.path as string,
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params.title as string,
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params.body as string,
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this.definition.name
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);
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return `已创建: ${doc.meta.id}`;
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},
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});
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// 更新文档
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this.tools.register({
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name: 'update_document',
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description: '更新知识库中已有文档的内容',
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parameters: {
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path: { type: 'string', description: '文档路径', required: true },
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title: { type: 'string', description: '新标题', required: true },
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body: { type: 'string', description: '新的 Markdown 正文', required: true },
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},
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execute: async (params) => {
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const doc = await this.git.updateDoc(
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params.path as string,
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params.title as string,
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params.body as string,
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this.definition.name
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);
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return `已更新: ${doc.meta.id}(commit: ${new Date().toISOString()})`;
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},
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});
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// 搜索文档
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this.tools.register({
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name: 'search_documents',
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description: '在知识库中全文搜索',
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parameters: {
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query: { type: 'string', description: '搜索关键词', required: true },
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},
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execute: async (params) => {
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const results = await this.git.search(params.query as string);
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if (results.length === 0) return '没有找到匹配的文档';
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return results
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.map(r => `[${r.path}] ${r.title}: ${r.snippet}`)
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.join('\n');
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},
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});
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// 查看文档树
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this.tools.register({
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name: 'list_documents',
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description: '列出知识库的文档树结构',
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parameters: {},
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execute: async () => {
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const tree = await this.git.getTree();
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const render = (nodes: any[], indent = 0): string =>
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nodes
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.map(n => {
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const prefix = ' '.repeat(indent);
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if (n.type === 'folder') {
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return `${prefix}📁 ${n.name}\n${render(n.children || [], indent + 1)}`;
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}
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return `${prefix}📄 ${n.name} (${n.path})`;
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})
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.join('\n');
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return render(tree);
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},
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});
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// 查看版本历史
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this.tools.register({
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name: 'view_history',
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description: '查看文档的 Git 版本历史',
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parameters: {
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path: { type: 'string', description: '文档路径', required: true },
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},
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execute: async (params) => {
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const history = await this.git.getHistory(params.path as string, 20);
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return history
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.map(h => `${h.shortHash} | ${h.date} | ${h.author} | ${h.message}`)
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.join('\n');
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},
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});
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// 删除文档
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this.tools.register({
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name: 'delete_document',
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description: '删除知识库中的文档',
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parameters: {
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path: { type: 'string', description: '文档路径', required: true },
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},
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execute: async (params) => {
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await this.git.deleteDoc(params.path as string);
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return `已删除: ${params.path}`;
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},
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});
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}
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// ─── 对话处理 ───
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/** 处理用户消息,返回 Agent 的回复 */
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async chat(userMessage: string): Promise<string> {
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this.conversation.push({
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role: 'user',
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content: userMessage,
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timestamp: new Date().toISOString(),
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});
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const systemPrompt = this.buildSystemPrompt();
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const messages: Message[] = [
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{ role: 'system', content: systemPrompt, timestamp: '' },
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...this.conversation,
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];
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// 调用 LLM(这里用可插拔的模型接口)
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const response = await this.callLLM(messages);
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|
|
|
|
|
|
|
|
// 处理工具调用
|
|
|
|
|
|
if (response.toolCalls && response.toolCalls.length > 0) {
|
|
|
|
|
|
const results: ToolResult[] = [];
|
|
|
|
|
|
for (const call of response.toolCalls) {
|
|
|
|
|
|
const result = await this.tools.execute(call);
|
|
|
|
|
|
results.push(result);
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
// 将工具结果反馈给 LLM
|
|
|
|
|
|
this.conversation.push({
|
|
|
|
|
|
role: 'assistant',
|
|
|
|
|
|
content: response.content || '',
|
|
|
|
|
|
toolCalls: response.toolCalls,
|
|
|
|
|
|
timestamp: new Date().toISOString(),
|
|
|
|
|
|
});
|
|
|
|
|
|
|
|
|
|
|
|
for (const result of results) {
|
|
|
|
|
|
this.conversation.push({
|
|
|
|
|
|
role: 'tool',
|
|
|
|
|
|
content: result.error ? `错误: ${result.error}` : result.output,
|
|
|
|
|
|
toolResults: [result],
|
|
|
|
|
|
timestamp: new Date().toISOString(),
|
|
|
|
|
|
});
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
// 再调一次 LLM 获取最终回复
|
|
|
|
|
|
const finalMessages: Message[] = [
|
|
|
|
|
|
{ role: 'system', content: systemPrompt, timestamp: '' },
|
|
|
|
|
|
...this.conversation,
|
|
|
|
|
|
];
|
|
|
|
|
|
const finalResponse = await this.callLLM(finalMessages);
|
|
|
|
|
|
|
|
|
|
|
|
this.conversation.push({
|
|
|
|
|
|
role: 'assistant',
|
|
|
|
|
|
content: finalResponse.content,
|
|
|
|
|
|
timestamp: new Date().toISOString(),
|
|
|
|
|
|
});
|
|
|
|
|
|
|
|
|
|
|
|
return finalResponse.content;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
this.conversation.push({
|
|
|
|
|
|
role: 'assistant',
|
|
|
|
|
|
content: response.content,
|
|
|
|
|
|
timestamp: new Date().toISOString(),
|
|
|
|
|
|
});
|
|
|
|
|
|
|
|
|
|
|
|
return response.content;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
// ─── 系统提示词组装 ───
|
|
|
|
|
|
|
|
|
|
|
|
private buildSystemPrompt(): string {
|
|
|
|
|
|
const toolsList = this.tools
|
|
|
|
|
|
.list()
|
|
|
|
|
|
.map(t => `- ${t.name}: ${t.description}`)
|
|
|
|
|
|
.join('\n');
|
|
|
|
|
|
|
|
|
|
|
|
return `${this.definition.systemPromptBase}
|
|
|
|
|
|
|
|
|
|
|
|
你是光湖人格体「${this.definition.name}」,角色:${this.definition.role}。
|
|
|
|
|
|
|
|
|
|
|
|
## 你的能力
|
|
|
|
|
|
|
|
|
|
|
|
你可以使用以下工具来操作知识库:
|
|
|
|
|
|
${toolsList}
|
|
|
|
|
|
|
|
|
|
|
|
## 核心原则
|
|
|
|
|
|
|
|
|
|
|
|
1. 你是活的 AI Agent,不是被动响应的聊天机器人
|
|
|
|
|
|
2. 知识库是你的记忆空间,Git 是你的记忆引擎
|
|
|
|
|
|
3. 每次操作知识库都会自动产生 Git commit(版本记录)
|
|
|
|
|
|
4. 你有权主动整理、搜索、更新知识库中的文档
|
|
|
|
|
|
5. 你以光湖主权者冰朔(妈妈)的指令为最高优先
|
|
|
|
|
|
|
|
|
|
|
|
## 回复风格
|
|
|
|
|
|
|
|
|
|
|
|
- 简洁、直接、有温度
|
|
|
|
|
|
- 操作知识库时说明做了什么
|
|
|
|
|
|
- 遇到问题时主动说明并尝试解决`;
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
// ─── LLM 调用(可插拔) ───
|
|
|
|
|
|
|
|
|
|
|
|
private async callLLM(messages: Message[]): Promise<{ content: string; toolCalls?: ToolCall[] }> {
|
|
|
|
|
|
const apiKey = process.env.OPENAI_API_KEY || process.env.HOLOLAKE_LLM_KEY || '';
|
|
|
|
|
|
const baseUrl = process.env.HOLOLAKE_LLM_BASE || 'https://api.openai.com/v1';
|
2026-08-08 10:39:18 +08:00
|
|
|
|
const model = process.env.HOLOLAKE_LLM_MODEL || this.definition.model || 'gpt-4o';
|
2026-08-08 07:38:09 +08:00
|
|
|
|
|
|
|
|
|
|
if (!apiKey) {
|
2026-08-08 10:39:18 +08:00
|
|
|
|
throw new Error('Agent 尚未配置模型。请先在运行环境中设置 HOLOLAKE_LLM_KEY;当前不会伪装成已运行。');
|
2026-08-08 07:38:09 +08:00
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
try {
|
|
|
|
|
|
const res = await fetch(`${baseUrl}/chat/completions`, {
|
|
|
|
|
|
method: 'POST',
|
|
|
|
|
|
headers: {
|
|
|
|
|
|
'Content-Type': 'application/json',
|
|
|
|
|
|
Authorization: `Bearer ${apiKey}`,
|
|
|
|
|
|
},
|
|
|
|
|
|
body: JSON.stringify({
|
|
|
|
|
|
model,
|
2026-08-08 10:39:18 +08:00
|
|
|
|
messages: messages.map(m => {
|
|
|
|
|
|
if (m.role === 'assistant' && m.toolCalls?.length) {
|
|
|
|
|
|
return {
|
|
|
|
|
|
role: 'assistant',
|
|
|
|
|
|
content: m.content || null,
|
|
|
|
|
|
tool_calls: m.toolCalls.map(call => ({
|
|
|
|
|
|
id: call.id,
|
|
|
|
|
|
type: 'function',
|
|
|
|
|
|
function: { name: call.name, arguments: JSON.stringify(call.arguments) },
|
|
|
|
|
|
})),
|
|
|
|
|
|
};
|
|
|
|
|
|
}
|
|
|
|
|
|
if (m.role === 'tool' && m.toolResults?.[0]) {
|
|
|
|
|
|
return {
|
|
|
|
|
|
role: 'tool',
|
|
|
|
|
|
content: m.content,
|
|
|
|
|
|
tool_call_id: m.toolResults[0].id,
|
|
|
|
|
|
name: m.toolResults[0].name,
|
|
|
|
|
|
};
|
|
|
|
|
|
}
|
|
|
|
|
|
return { role: m.role, content: m.content };
|
|
|
|
|
|
}),
|
2026-08-08 07:38:09 +08:00
|
|
|
|
tools: this.tools.toSchema(),
|
|
|
|
|
|
temperature: this.definition.temperature,
|
|
|
|
|
|
max_tokens: this.definition.maxTokens,
|
|
|
|
|
|
}),
|
|
|
|
|
|
});
|
|
|
|
|
|
|
|
|
|
|
|
const data = await res.json() as any;
|
2026-08-08 10:39:18 +08:00
|
|
|
|
if (!res.ok) {
|
|
|
|
|
|
throw new Error(data?.error?.message || `模型服务返回 HTTP ${res.status}`);
|
|
|
|
|
|
}
|
2026-08-08 07:38:09 +08:00
|
|
|
|
const choice = data.choices?.[0]?.message;
|
|
|
|
|
|
|
|
|
|
|
|
if (!choice) {
|
|
|
|
|
|
return { content: '抱歉,AI 模型未返回有效回复。' };
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
const toolCalls: ToolCall[] | undefined = choice.tool_calls?.map((tc: any) => ({
|
|
|
|
|
|
id: tc.id,
|
|
|
|
|
|
name: tc.function.name,
|
|
|
|
|
|
arguments: JSON.parse(tc.function.arguments || '{}'),
|
|
|
|
|
|
}));
|
|
|
|
|
|
|
|
|
|
|
|
return {
|
|
|
|
|
|
content: choice.content || '',
|
|
|
|
|
|
toolCalls,
|
|
|
|
|
|
};
|
|
|
|
|
|
} catch (err: any) {
|
2026-08-08 10:39:18 +08:00
|
|
|
|
throw new Error(`AI 调用失败: ${err.message}`);
|
2026-08-08 07:38:09 +08:00
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
// ─── 会话管理 ───
|
|
|
|
|
|
|
|
|
|
|
|
getConversation(): Message[] {
|
|
|
|
|
|
return [...this.conversation];
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
clearConversation(): void {
|
|
|
|
|
|
this.conversation = [];
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
getDefinition(): PersonaDefinition {
|
2026-08-08 10:39:18 +08:00
|
|
|
|
return {
|
|
|
|
|
|
...this.definition,
|
|
|
|
|
|
model: process.env.HOLOLAKE_LLM_MODEL || this.definition.model,
|
|
|
|
|
|
};
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
getRuntimeStatus(): { configured: boolean; operational: boolean; toolNames: string[] } {
|
|
|
|
|
|
const configured = Boolean(process.env.OPENAI_API_KEY || process.env.HOLOLAKE_LLM_KEY);
|
|
|
|
|
|
return {
|
|
|
|
|
|
configured,
|
|
|
|
|
|
operational: configured,
|
|
|
|
|
|
toolNames: this.tools.list().map(tool => tool.name),
|
|
|
|
|
|
};
|
2026-08-08 07:38:09 +08:00
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
// ─── 默认人格体工厂 ───
|
|
|
|
|
|
|
|
|
|
|
|
export function createDefaultPersona(git: GitEngine): PersonaAgent {
|
|
|
|
|
|
return new PersonaAgent(
|
|
|
|
|
|
{
|
|
|
|
|
|
id: 'hololake-persona-default',
|
|
|
|
|
|
name: '光湖人格体',
|
|
|
|
|
|
role: '知识库管理者 — 负责文档的创建、整理、搜索和版本管理',
|
|
|
|
|
|
systemPromptBase: '你是光湖知识库的人格体,一个活的知识管理 AI Agent。',
|
|
|
|
|
|
tools: [
|
2026-08-08 10:39:18 +08:00
|
|
|
|
'inspect_repository',
|
2026-08-08 07:38:09 +08:00
|
|
|
|
'read_document',
|
|
|
|
|
|
'create_document',
|
|
|
|
|
|
'update_document',
|
|
|
|
|
|
'delete_document',
|
|
|
|
|
|
'search_documents',
|
|
|
|
|
|
'list_documents',
|
|
|
|
|
|
'view_history',
|
|
|
|
|
|
],
|
|
|
|
|
|
permissionMode: 'auto',
|
|
|
|
|
|
model: process.env.HOLOLAKE_LLM_MODEL || 'gpt-4o',
|
|
|
|
|
|
maxTokens: 4096,
|
|
|
|
|
|
temperature: 0.7,
|
|
|
|
|
|
},
|
|
|
|
|
|
git
|
|
|
|
|
|
);
|
|
|
|
|
|
}
|