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Omnigen2 Rl EUVDEUVD-2026-12954

| CVE-2026-25873 CRITICAL
Deserialization of Untrusted Data (CWE-502)
2026-03-18 VulnCheck
9.3
CVSS 4.0 · Vendor: VulnCheck
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Vulnerability Assessment

Weakness
CWE
OWASP Top 10:2025
A08:2025 - Software or Data Integrity Failures
ASVS 5.0
V1 - Encoding and Sanitization Safe deserialization, type allowlists
MITRE ATT&CK

2 techniques across 2 tactics: Execution, Initial Access

The technique list with ATT&CK links and the kill-chain view is part of the Basic plan and up.

Act Now Prioritize within 24-48h. Why: CRITICAL severity + public POC available.
Patch available 0.1% exploitation probability (EPSS)

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AnalysisAIv2 – Jul 14, 2026

Remote code execution in the Beijing Academy of Artificial Intelligence (BAAI) OmniGen2-RL reward server lets unauthenticated attackers run arbitrary OS commands by POSTing a malicious pickle payload to the exposed HTTP endpoint. The reward_server.py and reward_proxy.py components call pickle.loads() directly on raw, attacker-controlled request bodies, so any network-reachable instance can be fully compromised. Publicly available exploit code exists (chocapikk.com write-up) and a vendor patch (PR #139) is available, though EPSS remains low at 0.13% and there is no public exploit identified as actively exploited.

Earlier versions of this analysis (1)
v1 Mar 18, 2026 - 21:00 CVSS 9.8

OmniGen2-RL reward server component contains an unauthenticated remote code execution vulnerability allowing attackers to execute arbitrary commands through malicious HTTP POST requests exploiting insecure pickle deserialization. The vulnerability affects Beijing Academy of Artificial Intelligence (BAAI)'s OmniGen2-RL software with a critical CVSS score of 9.8. A public proof-of-concept exploit is available and a patch has been released by the vendor, making this an immediate priority for organizations running exposed instances.

Affected VersionsENISA

OmniGen2-RL 0

Affects your stack

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  • Exploit and PoC references, threat intelligence from 22 sources

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Severity by source

Vendor (VulnCheck) PRIMARY 9.3 CRITICAL
CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N

Primary rating from Vendor (VulnCheck) · only source for this CVE.

CVSS VectorVendor: VulnCheck

Attack Vector
Network
Attack Complexity
Low
Attack Requirements
None
Privileges Required
None
User Interaction
None
Vulnerable system: Confidentiality
High
Vulnerable system: Integrity
High
Vulnerable system: Availability
High
Subsequent system: Confidentiality
None
Subsequent system: Integrity
None
Subsequent system: Availability
None

Lifecycle Timeline

5
Analysis Updated
Jul 14, 2026 - 16:30 vuln.today
v2 - CVSS changed
CVSS changed
Jul 14, 2026 - 16:22 NVD
9.8 (CRITICAL) 9.3 (CRITICAL)
PoC Detected
Mar 18, 2026 - 21:16 vuln.today
Public exploit code
Patch released
Mar 18, 2026 - 21:00 nvd
Patch available
CVE Published
Mar 18, 2026 - 20:47 nvd
CRITICAL 9.8

DescriptionCVE.org

OmniGen2-RL contains an unauthenticated remote code execution vulnerability in the reward server component that allows remote attackers to execute arbitrary commands by sending malicious HTTP POST requests. Attackers can exploit insecure pickle deserialization of request bodies to achieve code execution on the host system running the exposed service.

Executive ViewAI

Why It Matters

The BAAI OmniGen2-RL reward server (CVE-2026-25873) is vulnerable to remote code execution that allows unauthenticated attackers to execute arbitrary commands on any exposed instance, with publicly available exploit code identified. This CRITICAL severity vulnerability (CVSS 9.3) poses immediate risk to organizations with networked deployments, enabling full system compromise without authentication or user interaction.

Recommended Action

Within 24 hours, identify all OmniGen2-RL reward server instances on your network, verify which are externally exposed, and immediately isolate any unpatched instances from untrusted networks. Within 7 days, apply vendor patch PR #139 or the latest patched release from BAAI to all instances and validate successful deployment. Within 30 days, audit potentially exposed instances for signs of exploitation by reviewing access logs, conduct a forensic security review to determine if compromise occurred, and implement network segmentation to restrict reward server access to authorized hosts only.

Business Impact: Severe
Compensating Controls

Apply vendor patch.

Threat Intelligence Overview

EPSS Score
0.1%
Top 67% exploitable
Exploit
POC
Public exploit code exists
Data Quality
6 sources
Confidence: High

How this decision was reached

The engine reads each signal below and applies a fixed list of rules from top to bottom. The first rule that matches sets the recommended action – like a statement, every line is shown.

SignalValue
Severity CRITICAL
CISA KEV No
Public POC Yes
EPSS 0.1%
Patch available Yes
Active threat No
Deciding rule
CRITICAL severity + public POC available
What every action level means
Emergency Immediate action required. Criteria: CRITICAL + in CISA KEV (actively exploited) without patch, OR CRITICAL + EPSS > 30% without patch, OR CRITICAL + active threat signals without patch.
Act Now Prioritize within 24-48h. Criteria: in KEV with patch available, OR CRITICAL + public POC, OR HIGH + EPSS > 10%, OR CRITICAL + active threat, OR any CRITICAL severity.
This Week Schedule remediation this week. Criteria: HIGH severity (CVSS 7.0-8.9). Patch within normal change window.
This Month Plan within 30 days. Criteria: MEDIUM severity (CVSS 4.0-6.9), lower exploitation probability. Include in regular patch cycle.
Monitor Track and reassess. Criteria: LOW severity (CVSS 0.1-3.9), minimal exploitation risk. No immediate action needed.

SSVC AssessmentENISA

SSVC Decision· derived
Out-of-Cycle
Exploitation· derived
Poc
System Exposure· derived
Open
Automatable· derived
Yes
Human Impact
Very High

Priority Score

66
Low Medium High Critical
KEV: 0
EPSS: 0
CVSS: +46
PoC: +20
Weaponized: 0
Threat intel: 0
Gov advisory: 0

Attack Technique

Insecure deserialization occurs when an application converts serialized data (a stream of bytes representing an object's state) back into a living object without proper validation.

Remote Code Execution represents the critical moment when an attacker successfully runs arbitrary code on a target system without physical access.

Related Vulnerabilities in Deserialization Remote Code Execution

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