A plataforma de atendimento
Perfeita Para Sua Empresa.

import {  PineconeClient  } from '@pinecone-database/pinecone';
import {  OpenAIEmbeddings  } from 'langchain/embeddings/openai';

async function trainAgentContext(companyId, documents) {
  // 1. Generate deep specific embeddings
  const embeddings = new OpenAIEmbeddings();
  const vectors = await embeddings.embedDocuments(documents);

  // 2. Store in vector database for retrieval
  const index = pinecone.Index('italk-pro-companies');
  await index.upsert({
    vectors: vectors.map(v => ({ id: v.id, values: v.values, metadata: { companyId } }))
  });

  return {  status: 'Agent fully trained', accuracy: 0.98  };
}