---
name: improving-verifiability-in-ai-development---improv
description: Skill for AI agent capabilities
---

# improving-verifiability-in-ai-development - Improving verifiability in AI development

## Description

We’ve contributed to a multi-stakeholder report by 58 co-authors at 30 organizations, including the Centre for the Future of Intelligence, Mila, Schwartz Reisman Institute for Technology and Society, Center for Advanced Study in the Behavioral Sciences, and Center for Security and Emerging Technologies. This report describes 10 mechanisms to improve the verifiability of claims made about AI systems. Developers can use these tools to provide evidence that AI systems are safe, secure, fair, or privacy-preserving. Users, policymakers, and civil society can use these tools to evaluate AI development processes.

**Source:** https://openai.com/index/improving-verifiability
**Date:** Thu, 16 Apr 2020 07:00:00 GMT
**Category:** OpenAI Research

## Activation Keywords

- improving verifiability in ai development
- openai improving-verifiability-in-ai-development
- improving verifiability in ai development

## 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/improving-verifiability
```

### 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 improving-verifiability-in-ai-development - Improving verifiability in AI development to my analysis.

**Agent:** I'll help you apply improving-verifiability-in-ai-development. 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 improving-verifiability-in-ai-development?

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

## Related Skills

- Other OpenAI research skills

## References

- https://openai.com/index/improving-verifiability

---

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