/* Adjust space between sidebar sections */
.sidebar > .section {
  margin-bottom: 0px; /* Adjust spacing as needed */
}

/* Adjust space between pages within a section */
.sidebar .page {
  margin-bottom: 0px; /* Adjust spacing as needed */
}

/* Adjust padding inside each page link */
.sidebar .page a {
  padding: 0px 0px; /* Adjust top/bottom and left/right padding */
}

/* Section highlight animation when targeted through anchor links */
:target,
h2[id]:target,
h3[id]:target,
h4[id]:target,
div[id]:target {
  position: relative;
  background: linear-gradient(to right, rgba(74, 47, 249, 0.1), rgba(2, 255, 187, 0.1));
  animation: highlight-section 3s ease-in-out;
  scroll-margin-top: 80px;
  padding: 1rem;
  margin: -1rem;
  border-radius: 8px;
  border-left: 4px solid #4a2ff9;
}

@keyframes highlight-section {
  0% {
    background: linear-gradient(to right, rgba(74, 47, 249, 0.2), rgba(2, 255, 187, 0.2));
  }
  50% {
    background: linear-gradient(to right, rgba(74, 47, 249, 0.2), rgba(2, 255, 187, 0.2));
  }
  100% {
    background: linear-gradient(to right, rgba(74, 47, 249, 0.1), rgba(2, 255, 187, 0.1));
  }
}


#banner {
  background-color: #fef1d7;

  p {
    color: #383645;
  }

  a {
    color: #383645;
    border-bottom: 1px solid #383645;
  }

  button {
    color: #9b98ae;
  }
}


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const script = document.createElement("script");
script.type = "text/javascript";
script.id = "hs-script-loader";
script.async = true;
script.defer = true;
script.src = "//js.hs-scripts.com/23114811.js";
document.head.appendChild(script);

// RB2B script.
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// Universal CodeGroup tab synchronization
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        // We found a tab click
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})();


Class: Document

Constructor

Parameters

Returns

Constructors

content

metadata

Properties

toJSON()

Methods

Document

ℹ️ These docs are for the free version of Galileo. Documentation for current customers can be found [here](https://docs.galileo.ai/galileo).

Galileo

What is Galileo?

Recent updates and enhancements to Galileo.

Release Notes

Getting Started with Galileo

Logging

From Spot Testing to Systematic Evaluation

Experiments

Overview

Learn how to integrate and use OpenAI's API with Galileo's wrapper client.

Basic OpenAI Integration

Learn how to handle ignored instructions and ensure that your AI models follow your instructions.

Handling Ignored Instructions

Learn how to identify and address hallucinations and factual errors in your AI models

Fixing Hallucinations and Factual Errors

Learn how to reduce hesitation and uncertainty in your AI models.

Reducing Hesitation and Uncertainty

Learn how to implement a basic Retrieval-Augmented Generation (RAG) system using Galileo and OpenAI.

Basic RAG Example

Learn how to prevent out of context information from being generated by your AI models.

Preventing Out of Context Information

Learn how to boost your AI model's performance by fully leveraging retrieved text chunks.

Maximizing Chunk Utilization

Learn how to ensure that your RAG systems provide complete answers using the Galileo completeness metric.

Completeness in RAG Systems

Learn how to implement a basic agentic AI system using Galileo and OpenAI.

Basic Agentic AI Example

Learn how to build an Agentic System for a smart weather application in a Python-based tech stack.

Weather Vibes Agent Cookbook

Learn how to build and monitor a LangChain AI Agent using Galileo for tracing and observability.

Monitor LangChain Agents with Galileo

Learn how to add evaluations to a multi-agent LangGraph chat bot using Galileo

Add evaluations to a multi-agent LangGraph application

Guide to using MongoDB Atlas Vector Search with LangGraph agents logging to Galileo.

MongoDB Atlas Integration for Retrieval-Augmented Generation (RAG)

Guide to using Elasticsearch with LangGraph for the Chatbot RAG app, logging to Galileo.

Build a RAG Application with Elasticsearch, LangGraph, and Galileo

OpenAI Agent Integration

This guide explains how to send OpenTelemetry (OTEL) traces to Galileo using OpenInference. Configure the endpoint and headers to get started quickly.

Logging using OpenTelemetry and OpenInference

Learn how to connect your self-hosted NVIDIA NIM (NVIDIA Inference Microservices) to Galileo for comprehensive LLM performance assessment, playground experimentation, and enhanced generative AI model capabilities.

Integrating NVIDIA NIM with Galileo

Explore Galileo's comprehensive metrics framework for evaluating and improving AI system performance across multiple dimensions.

Metrics Overview

Explore Galileo's comprehensive out-of-the-box metrics for evaluating and improving AI system performance across multiple dimensions.

Metrics Comparison

A quick lookup for integrating and interpreting metrics in your workflows.

Metrics SDK Reference

Projects

Log Streams

Traces

Spans

Datasets

Annotations Overview

Adding Annotations

Learn how to use datasets and experiments to improve your application.

Experiments Overview

Running Experiments in the Galileo Console

Running Experiments with Code

Learn how to compare multiple experiment runs in Galileo.

Compare experiments

Playground

Prompts

An overview of the Galileo TypeScript SDK.

Troubleshooting

How to Use Galileo

Python SDK Reference

TypeScript SDK Overview

Typescript SDK Reference

Learn how to ensure that your AI models use all the retrieved data.

Ensuring Complete Use of Retrieved Data

Learn how to maximize the utilization of retrieved chunks by your AI models.

Fixing Irrelevant Retrievals

Learn how to optimize multi-step task execution and ensure that agents follow a logical sequence of actions.

Optimizing Multi-Step Task Execution

Learn how to fix issues when AI models ignore your instructions and how to design better prompts for reliable responses.

Ensuring Agents Follow Instructions

Learn how to improve agent decision making and ensure that agents make the right choices.

Overview

Get Started

How-to Guides

Cookbooks

Integrations

Concepts

SDK/API Reference

References

Document

Class: Document

Constructors

Constructor

Parameters

data

content

metadata?

Returns

Properties

content

metadata

Methods

toJSON()

Returns

Overview

Get Started

How-to Guides

Cookbooks

Integrations

Concepts

SDK/API Reference

References

​Class: Document

​Constructors

​Constructor

​Parameters

data

content

metadata?

​Returns

​Properties

​content

​metadata

​Methods

​toJSON()

​Returns

Class: Document

Constructors

Constructor

Parameters

Returns

Properties

content

metadata

Methods

toJSON()

Returns