Gradio is an open-source Python package designed for quick prototyping
Description
Gradio is an open-source Python package designed for quick prototyping
AI Analyst Comment
Remediation
Apply vendor security updates immediately. Monitor for exploitation attempts and review access logs.
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VENDOR: Gradio
PRODUCT: Gradio
AFFECTED_VERSIONS: See vendor advisory for specific affected versions
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Description Summary:
A high-severity security vulnerability has been identified in Gradio, an open-source Python package used for rapid prototyping of machine learning models.
Executive Summary:
A high-severity flaw in the Gradio Python library could allow for the compromise of machine learning prototyping environments and associated data.
Vulnerability Details
CVE-ID: CVE-2026-28416
Affected Software: Gradio
Affected Versions: See vendor advisory for specific affected versions
Vulnerability: Gradio is susceptible to a security flaw within its web-based prototyping interface. Due to the high CVSS score, this vulnerability likely involves a mechanism where an attacker can achieve unauthorized code execution or sensitive file disclosure through the exposed Gradio application.
Business Impact
A successful exploit could lead to the theft of proprietary machine learning models, training data, or unauthorized access to the underlying server hosting the Gradio instance. The CVSS score of 8.2 places this in the High-severity category, indicating that the vulnerability is highly exploitable and carries a significant risk of system compromise.
Remediation Plan
Immediate Action: Update the Gradio Python package to the latest version using
pip install --upgrade gradioand restart all active Gradio interfaces.Proactive Monitoring: Monitor system processes for unexpected child processes originating from the Gradio application and review network traffic for unauthorized outbound connections.
Compensating Controls: Avoid exposing Gradio instances to the public internet without additional authentication layers, such as a reverse proxy with Basic Auth or a VPN.
Exploitation Status
Public Exploit Available: false
Analyst Notes: As of March 1, 2026, there is no public information indicating active exploitation of this vulnerability. However, the popularity of Gradio in the AI/ML community makes it an attractive target for attackers seeking to steal intellectual property.
Analyst Recommendation
We recommend that developers and data scientists prioritize the remediation of this vulnerability immediately. Given the CVSS score of 8.2, the risk to development environments is substantial, and the primary update should be applied before continuing any public-facing prototyping.