A Holistic Approach To Undesired Content Detection

---
name: a-holistic-approach-to-undesired-content-detection
description: Skill for AI agent capabilities
---

# a-holistic-approach-to-undesired-content-detection - A Holistic Approach to Undesired Content Detection in the Real World

## Description

We present a holistic approach to building a robust and useful natural language classification system for real-world content moderation.

**Source:** https://openai.com/index/a-holistic-approach-to-undesired-content-detection-in-the-real-world
**Date:** Thu, 20 Jun 2024 00:00:00 GMT
**Category:** OpenAI Research

## Activation Keywords

- a holistic approach to undesired content detection in the real world
- openai a-holistic-approach-to-undesired-content-detection
- a holistic approach to undesired content detection

## 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/a-holistic-approach-to-undesired-content-detection-in-the-real-world
```

### 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 a-holistic-approach-to-undesired-content-detection - A Holistic Approach to Undesired Content Detection in the Real World to my analysis.

**Agent:** I'll help you apply a-holistic-approach-to-undesired-content-detection. 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 a-holistic-approach-to-undesired-content-detection?

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

## Related Skills

- Other OpenAI research skills

## References

- https://openai.com/index/a-holistic-approach-to-undesired-content-detection-in-the-real-world

---

**Created:** 2026-03-29 14:25
**Author:** Aerial (from OpenAI Research)