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| 1 | +import dotenv from "dotenv"; |
| 2 | +import { Langbase } from 'langbase'; |
| 3 | + |
| 4 | +dotenv.config(); |
| 5 | + |
| 6 | +// Initialize Langbase with your API key |
| 7 | +const langbase = new Langbase({ |
| 8 | + apiKey: process.env.LANGBASE_API_KEY! |
| 9 | +}); |
| 10 | + |
| 11 | +// Router agent checks whether or not to use memory agent. |
| 12 | +async function runRouterAgent(query) { |
| 13 | + const response = await langbase.pipes.run({ |
| 14 | + stream: false, |
| 15 | + name: 'router-agent', |
| 16 | + model: 'openai:gpt-4o-mini', // Ensure this model supports JSON mode |
| 17 | + messages: [ |
| 18 | + { |
| 19 | + role: 'system', // Update the content with your memory description |
| 20 | + content: `You are an expert query analyzer. Given a query, analyze whether it needs to use the memory agent or not. |
| 21 | + The memory agent contains a knowledge base that provides context-aware responses about AI, machine learning, |
| 22 | + and related topics. If the query is related to these topics, indicate that the memory agent should be used. |
| 23 | + Otherwise, indicate that it should not be used. |
| 24 | + Always respond in JSON format with the following structure: {"useMemory": true/false}.` |
| 25 | + }, |
| 26 | + { role: 'user', content: query } |
| 27 | + ] |
| 28 | + }); |
| 29 | + |
| 30 | + // Parse the response to determine if we should use the memory agent |
| 31 | + const parsedResponse = JSON.parse(response.completion); |
| 32 | + return parsedResponse.useMemory; |
| 33 | +} |
| 34 | + |
| 35 | +// Example usage |
| 36 | +async function main() { |
| 37 | + const query = 'What is AI?'; |
| 38 | + const useMemory = await runRouterAgent(query); |
| 39 | + console.log('Use Memory:', useMemory); |
| 40 | + |
| 41 | + if (useMemory) { |
| 42 | + // Run the memory agent |
| 43 | + const response = await langbase.pipes.run({ |
| 44 | + stream: false, |
| 45 | + name: 'memory-agent', // Name of your memory agent |
| 46 | + messages: [ |
| 47 | + { role: 'user', content: query } |
| 48 | + ] |
| 49 | + }); |
| 50 | + console.log('Response from memory agent:', response); |
| 51 | + } else { |
| 52 | + // Run the non-memory agent |
| 53 | + const response = await langbase.pipes.run({ |
| 54 | + stream: false, |
| 55 | + name: 'non-memory-agent', // Name of your non-memory agent |
| 56 | + messages: [ |
| 57 | + { role: 'user', content: query } |
| 58 | + ] |
| 59 | + }); |
| 60 | + console.log('Response from non-memory agent:', response); |
| 61 | + } |
| 62 | +} |
| 63 | + |
| 64 | +main(); |
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