Real-World Examples

Production-ready examples and implementations using PORTAL

AI Chatbot

Build a conversational AI chatbot with streaming responses

const response = await portal.ai({
  model: 'gpt-4',
  messages: [{ role: 'user', content: userInput }],
  stream: true,
})

StreamingChatProduction

RAG Application

Intermediate

Retrieval Augmented Generation with knowledge base

const docs = await retriever.search(query)
const response = await portal.ai({
  model: 'gpt-4',
  tools: [{ name: 'search', function: retriever.search }],
})

RAGEmbeddingsAdvanced

Research Agent

Advanced

Autonomous agent that researches topics and generates reports

const agent = new Agent({
  tools: [webSearch, dataAnalysis, summarize],
  model: 'gpt-4',
  maxIterations: 10,
})

AgentsToolsAdvanced

Code Generator

Intermediate

Generate code from natural language descriptions

const response = await portal.ai({
  model: 'gpt-4',
  tools: [{ name: 'execute_code', ... }],
  prompt: 'Generate a React component for ...'
})

CodeGenerationTools

Data Analysis

Intermediate

Analyze datasets and generate insights automatically

const response = await portal.ai({
  model: 'gpt-4',
  tools: [{ name: 'run_python', ... }],
  prompt: 'Analyze this dataset and find patterns'
})

AnalysisDataTools

Content Generation

Beginner

Generate blog posts, emails, and marketing copy

const response = await portal.ai({
  model: 'gpt-4',
  stream: true,
  prompt: 'Write a blog post about...'
})

ContentMarketingStreaming