CERT/CC: VU#166125: Bisheng has authentication bypass vulnerabilities
CERT/CC has published a new security advisory. Here is a summary and what to do.
Key points
- New advisory from CERT/CC.
- Review affected versions in the advisory.
- Apply updates promptly.
CERT/CC published a security advisory titled “VU#166125: Bisheng has authentication bypass vulnerabilities”.
At a glance
- Publisher
- CERT/CC
- CVEs
- See advisory
What the advisory says
Overview Bisheng contains three vulnerabilities: a pre-authentication account takeover mechanism via a legacy single sign-on (SSO) endpoint; an Insecure Direct Object Reference (IDOR) vulnerability that exposes cross-user workflow data; and prior to version 2.5.0, authenticated attackers could perform cross-user LLM credential abuse and data disclosure due to missing service-layer access checks. Together, these flaws could allow unauthenticated attackers to gain administrative control while enabling authenticated users access to sensitive data and hardcoded credentials. Description Bisheng is an open-source Large Language Model (LLM) application DevOps platform, developed by DataElement, designed to assist in building, managing, and scaling LLMs. CVE-2026-96679 (Legacy SSO Bypass) A vulnerability resides in the legacy SSO endpoint ( POST /user/sso ). The application processes incoming JS
What should you do?
- Read the full vendor advisory linked below and confirm whether you run affected versions.
- Schedule the recommended update, prioritising internet-facing systems.
- Watch for exploitation reports; unpatched edge devices are frequent targets.
Background: Large language models
Large language models are a specific type of neural network trained on text. Generative AI is the broader umbrella term for any system that creates new content, including images and code. Not all generative AI uses large language models, but most modern text generators do.
What to do and how to stay safe: CERT/CC
- Vulnerability severity scores ignore your specific architecture and context.
- Exploitability depends on network exposure and user behavior, not just code flaws.
- Prioritization requires continuous asset inventory and threat intelligence alignment.
Risk-based vulnerability management focuses your limited resources on the flaws that actually threaten your business. Start by mapping your critical assets and checking for active exploits to prioritize your backlog.
Step-by-step guide: Risk-Based Vulnerability Management: Prioritize Fixes by Actual Danger
General security guidance from the Threat Times newsroom. It is not confirmed advice from the organisations named in this story.
