Intelligent Personalized Feeds As A Service

// 1. Initialize a collection
const response = await fetch('https://api.tensorlite.ai/initCollection', {
  method: 'POST',
  headers: { 'Content-Type': 'application/json' },
  body: JSON.stringify({
    "collectionName": "articles",
    "userId": "user123"
  })
});

// 2. Index your content
await fetch('https://api.tensorlite.ai/index/articles', {
  method: 'POST',
  headers: { 'Content-Type': 'application/json' },
  body: JSON.stringify({
    "title": "Getting Started with Vector Search",
    "content": "Vector search is a technique that leverages...",
    "tags": ["search", "vector", "tutorial"]
  })
});

// 3. Search with semantic understanding
const searchResponse = await fetch('https://api.tensorlite.ai/search/articles', {
  method: 'POST',
  headers: { 'Content-Type': 'application/json' },
  body: JSON.stringify({
    "query": "How to implement vector search?",
    "limit": 5,
    "filter": {
      "tags": ["tutorial"]
    }
  })
});

// Search response
/*
{
  "results": [
    {
      "title": "Getting Started with Vector Search",
      "content": "Vector search is a technique that...",
      "relevance_score": 0.92,
      "tags": ["search", "vector", "tutorial"]
    },
    // More results...
  ],
  "found": 8,
  "took_ms": 45
}
*/

// 4. Chat with your data
const chatResponse = await fetch('https://api.tensorlite.ai/chat', {
  method: 'POST',
  headers: { 'Content-Type': 'application/json' },
  body: JSON.stringify({
    "collectionName": "articles",
    "query": "Find the latest on machine learning",
    "conversation_id": "conv-123", // Optional, to continue a conversation
    "user_context": {
      "interests": ["AI", "neural networks"]
    }
  })
});

// Chat response
/*
{
  "results": [
    {
      "title": "Advances in Neural Networks",
      "description": "Latest research in ML architectures...",
      "relevance_score": 0.95
    },
    // More results...
  ],
  "conversation_id": "conv-ae251",
  "context_used": true,
  "conversation_model_id": "model-gpt4"
}
*/