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Home Exploits

Critical Vulnerability (CVE-2024-37032) in Ollama

Cybersecurity Researchers Uncover Severe Flaw in Popular AI Software

Paul by Paul
June 24, 2024
in Exploits
Reading Time: 2 mins read
Photo of Meta's Llama AI LLM in regards to the Critical Vulnerability CVE-2024-37032
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Researchers have discovered a critical vulnerability in Ollama, a widely used open-source project for running Large Language Models (LLMs). The flaw, dubbed “Probllama” and tracked as CVE-2024-37032, could potentially lead to remote code execution, putting thousands of users at risk.

What is Ollama?

Ollama has gained popularity among AI enthusiasts and developers for its ability to perform inference with compatible neural networks, including Meta’s Llama family, Microsoft’s Phi clan, and models from Mistral.

The software can be used via a command line or through a REST API, making it versatile for various applications. With hundreds of thousands of monthly pulls on Docker Hub, Ollama’s widespread adoption underscores the potential impact of this vulnerability.

The Nature of the Vulnerability

The Wiz Research team, led by Sagi Tzadik, uncovered the flaw, which stems from insufficient validation on the server side of Ollama’s REST API. An attacker could exploit this vulnerability by sending a specially crafted HTTP request to the Ollama API server. The risk is particularly high in Docker installations, where the API server is often publicly exposed.

Technical Details of the Exploit

The vulnerability specifically affects the `/api/pull` endpoint, which allows users to download models from the Ollama registry and private registries. Researchers found that when pulling a model from a private registry, it’s possible to supply a malicious manifest file containing a path traversal payload in the digest field. This payload can be used to:

  1. Corrupt files on the system
  2. Achieve arbitrary file read
  3. Execute remote code, potentially hijacking the system

The issue is particularly severe in Docker installations, where the server runs with root privileges and listens on 0.0.0.0 by default, enabling remote exploitation. As of June 10, despite a patched version being available for over a month, more than 1,000 vulnerable Ollama server instances remained exposed to the internet.

Mitigation Strategies

To protect AI applications using Ollama, users should:

  1. Update instances to version 0.1.34 or newer immediately
  2. Implement authentication measures, such as using a reverse proxy, as Ollama doesn’t inherently support authentication
  3. Avoid exposing installations to the internet
  4. Place servers behind firewalls and only allow authorized internal applications and users to access them

Broader Implications for AI and Cybersecurity

This vulnerability highlights ongoing challenges in the rapidly evolving field of AI tools and infrastructure. Tzadik noted that the critical issue extends beyond individual vulnerabilities to the inherent lack of authentication support in many new AI tools. He referenced similar remote code execution vulnerabilities found in other LLM deployment tools like TorchServe and Ray Anyscale.

Moreover, despite these tools often being written in modern, safety-first programming languages, classic vulnerabilities such as path traversal remain a persistent threat. This underscores the need for continued vigilance and robust security practices in the development and deployment of AI technologies.

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Paul

Paul

Editor and chief at ZeroSecurity. Expertise includes programming, malware analysis, and penetration testing. If you would like to write for ZeroSecurity, please click "Contact us" at the bottom of the page.

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