CVE-2025-23310

9.8 CRITICAL

📋 TL;DR

CVE-2025-23310 is a critical stack buffer overflow vulnerability in NVIDIA Triton Inference Server that allows attackers to execute arbitrary code remotely by sending specially crafted inputs. This affects all organizations using vulnerable versions of NVIDIA Triton Inference Server on Windows or Linux systems. Successful exploitation could lead to complete system compromise.

💻 Affected Systems

Products:
  • NVIDIA Triton Inference Server
Versions: All versions prior to the patched release (check NVIDIA advisory for specific version)
Operating Systems: Windows, Linux
Default Config Vulnerable: ⚠️ Yes
Notes: Affects all deployments regardless of configuration. The vulnerability is in the core input processing mechanism.

📦 What is this software?

⚠️ Risk & Real-World Impact

🔴

Worst Case

Remote code execution with SYSTEM/root privileges leading to complete system takeover, data exfiltration, and persistent backdoor installation.

🟠

Likely Case

Denial of service through server crashes and potential information disclosure from memory corruption.

🟢

If Mitigated

Limited impact through network segmentation and input validation controls, potentially reduced to service disruption.

🌐 Internet-Facing: HIGH - Attackers can exploit remotely without authentication, making internet-facing instances immediate targets.
🏢 Internal Only: HIGH - Internal attackers or compromised internal systems can exploit this vulnerability to pivot through networks.

🎯 Exploit Status

Public PoC: ✅ No
Weaponized: UNKNOWN
Unauthenticated Exploit: ⚠️ Yes
Complexity: LOW

CVSS 9.8 indicates trivial exploitation requiring no authentication. Weaponization likely given the critical nature and widespread use of Triton.

🛠️ Fix & Mitigation

✅ Official Fix

Patch Version: Check NVIDIA advisory for specific patched version

Vendor Advisory: https://nvidia.custhelp.com/app/answers/detail/a_id/5687

Restart Required: Yes

Instructions:

1. Review NVIDIA advisory for patched version. 2. Backup current configuration. 3. Stop Triton service. 4. Install patched version. 5. Restart Triton service. 6. Verify functionality.

🔧 Temporary Workarounds

Network Segmentation

all

Restrict access to Triton servers to only trusted networks and clients

firewall-cmd --permanent --add-rich-rule='rule family="ipv4" source address="TRUSTED_IP_RANGE" port protocol="tcp" port="8000-8002" accept'
netsh advfirewall firewall add rule name="Triton Access" dir=in action=allow protocol=TCP localport=8000-8002 remoteip=TRUSTED_IP_RANGE

Input Validation Proxy

all

Deploy a reverse proxy with strict input validation before Triton

🧯 If You Can't Patch

  • Isolate Triton servers in dedicated network segments with strict firewall rules
  • Implement application-level input validation and monitoring for anomalous requests

🔍 How to Verify

Check if Vulnerable:

Check Triton version against NVIDIA advisory. Vulnerable if using unpatched version.

Check Version:

tritonserver --version or check server logs/configuration

Verify Fix Applied:

Verify installed version matches patched version from NVIDIA advisory and test with normal inference requests.

📡 Detection & Monitoring

Log Indicators:

  • Unusual request patterns
  • Server crashes/restarts
  • Memory access violation errors
  • Large or malformed input payloads

Network Indicators:

  • Unusual traffic spikes to Triton ports
  • Requests with abnormal payload sizes
  • Connection attempts from unexpected sources

SIEM Query:

source="triton_server" AND (event_type="crash" OR event_type="error" OR message="*buffer*" OR message="*overflow*")

🔗 References

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