???? ??? ?? ????? ?????? ???? ???? ?? ????? ?? ??? ????. ?? ??? ?? ??? ???? ???? ???? ???? ?? ??? ???? ??? ????. KaibanJS? ??? ???? RAG ?? ??? ? ????? ????? ? ???? ?? AI ?? ???? ??? ???? ???.

???? RAG ?? ??? ??????

? ??? ??? HTML ?? ??? RAG(?? ?? ??)? ???? ???? ??? ?? ? ??? ??????.

?? ??:

• ??? ? ?? ??: ?? ????? ???? ? ???? ????? ?????.
• ?? ??: ??? ??? ??? ?? ??? ?? ??? ?????.
• HTML ???: ??? HTML ?? ??? ?? Cheerio? ?????.
• ??? ??: ??? ???? ??? ?? ??? ? ?? ???? ??? ??? ? ????.

KaibanJS? ?? ???? RAG ?? ??? ???? ??? ??????

? ??? KaibanJS? ???? ???? AI ????? ??? ??? ? ????.

• ??? ?? ??: ???? ? ??? ??? ???? ??? ??? ?????.
• ??? ??: ??? ??? ????? ??? ??? ?????.
• ??? ?? ??: AI ????? ??? ??? ??? ???? ??? ? ????.

???? RAG ?? ?? ????

?? ??? ???? KaibanJS ????? ???? RAG ?? ??? ?????.

1??: ??? ??? ??

KaibanJS ?? ??? ? Cheerio? ?????.

npm install @kaibanjs/tools cheerio

2??: OpenAI API ? ??

???? ??? ?????? OpenAI ??? ????? OpenAI API ?? ????.

3??: ???? RAG ?? ?? ??

?? ??? ??? ????.

import { WebsiteSearch } from '@kaibanjs/tools';
import { Agent, Task, Team } from 'kaibanjs';

// Initialize the tool
const websiteSearchTool = new WebsiteSearch({
  OPENAI_API_KEY: 'your-openai-api-key',
  url: 'https://example.com'
});

// Create an agent using the tool
const webAnalyst = new Agent({
    name: 'Emma',
    role: 'Web Content Analyst',
    goal: 'Analyze website data using semantic search',
    background: 'Web Content Specialist',
    tools: [websiteSearchTool]
});

// Define a task for the agent
const websiteAnalysisTask = new Task({
    description: 'Analyze {url} to answer: {query}',
    expectedOutput: 'Detailed answers from website content',
    agent: webAnalyst
});

// Create a team
const webSearchTeam = new Team({
    name: 'Web Analysis Team',
    agents: [webAnalyst],
    tasks: [websiteAnalysisTask],
    inputs: {
        url: 'https://example.com',
        query: 'What are the key features of this website?'
    },
    env: {
        OPENAI_API_KEY: 'your-openai-api-key'
    }
});

??: ??? ??

???? ????? ??? ?? ??? ?? Pinecone? ?????.

import { PineconeStore } from '@langchain/pinecone';
import { Pinecone } from '@pinecone-database/pinecone';
import { OpenAIEmbeddings } from '@langchain/openai';

// ... (embeddings and pinecone setup as in original example) ...

const websiteSearchTool = new WebsiteSearch({
  OPENAI_API_KEY: 'your-openai-api-key',
  url: 'https://example.com',
  embeddings: embeddings,
  vectorStore: vectorStore
});

?? ??

??? ??? ????:

??? URL ?? :
• ????? ???? ??? ??? ? ???? ?????? ?? ?? : ??? ??? ??? ?? ??? ? ?? ??? ??? ?????. ??? ?? ?? :
?? ? ?? ?? ?? ??
• ?? ? ??? ?? ?? ??? ????? ????? ??? ?? ??? ?? AI ????? ??? ???? ? ??? ??? ??????. Kaibanjs?? ??? ???? ???? ?? ????? ??? ?? ????? ??? ?? ??? ??? ? ??? ??? ?? ????? ?? ? ??? ?????. Github? ?? ???? ??? ?????. ?????!

? ??? KaibanJS? ???? RAG ??? ???? ? ??? ?? ???? ?? ?????. ??? ??? PHP ??? ????? ?? ?? ??? ?????!