---
name: learning-montezumas-revenge-from-a-single-demonstr
description: Skill for AI agent capabilities
---

# learning-montezumas-revenge-from-a-single-demonstr - Learning Montezuma’s Revenge from a single demonstration

## Description

We’ve trained an agent to achieve a high score of 74,500 on Montezuma’s Revenge from a single human demonstration, better than any previously published result. Our algorithm is simple: the agent plays a sequence of games starting from carefully chosen states from the demonstration, and learns from them by optimizing the game score using PPO, the same reinforcement learning algorithm that underpins OpenAI Five.

**Source:** https://openai.com/index/learning-montezumas-revenge-from-a-single-demonstration
**Date:** Wed, 04 Jul 2018 07:00:00 GMT
**Category:** OpenAI Research

## Activation Keywords

- learning montezuma’s revenge from a single demonstration
- openai learning-montezumas-revenge-from-a-single-demonstr
- learning montezumas revenge from a single demonstr

## Core Concepts

### Key Points

- Extract from OpenAI research paper
- See original paper for detailed methodology

## Step-by-Step Instructions

### 1. Background

```python
# Research background
# See original paper: https://openai.com/index/learning-montezumas-revenge-from-a-single-demonstration
```

### 2. Implementation

```python
# Implementation details
# Refer to OpenAI's official implementation
```

## Tools Used

- `read` - Read research papers
- `web_fetch` - Fetch online resources
- `exec` - Run implementation code

## Example Use Cases

### 1. Basic Usage

```python
# Example usage based on research
```

## Instructions for Agents
Follow these steps when applying this skill:

### Step 1: Background

## Examples

### Example 1: Basic Application

**User:** I need to apply learning-montezumas-revenge-from-a-single-demonstr - Learning Montezuma’s Revenge from a single demonstration to my analysis.

**Agent:** I'll help you apply learning-montezumas-revenge-from-a-single-demonstr. First, let me understand your specific use case...

**Context:** Apply the methodology

### Example 2: Advanced Scenario

**User:** Complex analysis scenario

**Agent:** Based on the methodology, I'll guide you through the advanced application...

### Example 2: Advanced Application

**User:** What are the key considerations for learning-montezumas-revenge-from-a-single-demonstr?

**Agent:** Let me search for the latest research and best practices...

## Related Skills

- Other OpenAI research skills

## References

- https://openai.com/index/learning-montezumas-revenge-from-a-single-demonstration

---

**Created:** 2026-03-29 14:26
**Author:** Aerial (from OpenAI Research)