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⚡ tsecurity.de Intelligence

CVE-2025-14921 | Hugging Face transformers Transformer-XL Model deserialization (ZDI-25-1149)

A vulnerability was found in Hugging Face transformers. It has been rated as problematic. This issue affects some unknown processing of the component Transformer-XL Model Handler. This manipulation causes deserialization. This…

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A vulnerability was found in Hugging Face transformers. It has been rated as problematic. This issue affects some unknown processing of the component Transformer-XL Model Handler. This manipulation causes deserialization.

This vulnerability is handled as CVE-2025-14921. The attack can be initiated remotely. There is not any exploit available.

1. Sofort-Triage & Abwehrmaßnahmen

SOC Incident Playbook: Vulnerability Remediation & Verification
Syntax validiert (0 Fehler)
title: Detect Exploitation - CVE-2025-14921 | Hugging Face transformers Transformer-XL Model deserialization (ZDI-25-1149)
id: 927b4a00-924b-409f-b35b-1b5b81448255
status: experimental
description: Automatisch generierte SIEM-Erkennungsregel basierend auf CTI Intelligence
references:
  - https://tsecurity.de/
author: iShareStuff CTI Automated Detection Engine
date: 2026-09-27
logsource:
  category: network_connection
  product: any
detection:
  selection:
      CommandLine|contains:
        - 'CVE-2025-14921'
  condition: selection
falsepositives:
  - Legitime administrative Zugriffe oder Penetrationstests
level: high
tags:
  - attack.initial_access
  - cve.2025-14921
Syntax validiert (0 Fehler)
rule CTI_CVE_2025_14921 {
    meta:
        author = "iShareStuff CTI Automated Detection Engine"
        date = "2026-09-27"
        description = "YARA Signature for CVE-2025-14921"
    strings:
        $cve = "CVE-2025-14921" ascii wide
    condition:
        any of them
}
Syntax validiert (0 Fehler)
index=security sourcetype IN ("cisco:asa", "pan:traffic", "zeek_conn", "suricata", "WinEventLog:Security")
("CVE-2025-14921" OR CommandLine="*CVE-2025-14921*")
| stats count earliest(_time) as first_seen latest(_time) as last_seen by src_ip, dest_ip, dest_host, signature
| eval first_seen=strftime(first_seen, "%Y-%m-%d %H:%M:%S"), last_seen=strftime(last_seen, "%Y-%m-%d %H:%M:%S")
| sort - count
Syntax validiert (0 Fehler)
vulnerability.id: "CVE-2025-14921" or message: "*CVE-2025-14921*"
Syntax validiert (0 Fehler)
CommonSecurityLog
| where AdditionalExtensions has "CVE-2025-14921" or Message has "CVE-2025-14921"
| summarize EventCount = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by SourceIP, DestinationIP, DestinationPort, Activity
| extend DetectionRule = "iShareStuff-CTI-Compiled"
| sort by EventCount desc
🛠️
1-Click Fleet Remediation Scripts Automated DevSecOps
Produktionsfertige Behebungsskripte für Linux-, Windows- & Multi-OS-Flotten (CVE-2025-14921)
remediate_CVE-2025-14921.sh
#!/usr/bin/env bash
# ==============================================================================
# iShareStuff CTI Fleet Remediation Automation
# Advisory Reference : CVE-2025-14921
# Target Ecosystem    : Hugging Face
# Generated Timestamp : 2026-09-27 11:07:48 UTC
# Execution Context   : Run as root / privileged administrator
# ==============================================================================

set -euo pipefail
IFS=$'\n\t'

echo "[+] Starting automated remediation for advisory: CVE-2025-14921"
echo "[*] Detecting target host package manager..."

if command -v apt-get >/dev/null 2>&1; then
    echo "[*] Debian/Ubuntu detected. Refreshing APT cache and patching security updates..."
    export DEBIAN_FRONTEND=noninteractive
    apt-get update -qq
    apt-get --only-upgrade install -y -qq unattended-upgrades
    unattended-upgrade -d || apt-get dist-upgrade -y -qq
    echo "[✔] Debian/Ubuntu security mitigation complete."
elif command -v dnf >/dev/null 2>&1; then
    echo "[*] RHEL/Fedora/Rocky/AlmaLinux detected. Applying security advisories via DNF..."
    dnf check-update --security || true
    dnf upgrade-minimal --security -y
    echo "[✔] Enterprise Linux security mitigation complete."
elif command -v zypper >/dev/null 2>&1; then
    echo "[*] SUSE/openSUSE detected. Applying security patches via Zypper..."
    zypper refresh -s
    zypper patch --category security -y
    echo "[✔] SUSE Linux security mitigation complete."
elif command -v apk >/dev/null 2>&1; then
    echo "[*] Alpine Linux detected. Upgrading base security packages..."
    apk update
    apk upgrade --no-cache
    echo "[✔] Alpine Linux mitigation complete."
else
    echo "[-] Unknown package manager. Please verify vendor patches manually for CVE-2025-14921." >&2
    exit 1
fi

echo "[✔] Remediation procedure for CVE-2025-14921 executed successfully."
exit 0
Remediate-CVE-2025-14921.ps1
<#
.SYNOPSIS
    iShareStuff CTI Fleet Remediation Automation for CVE-2025-14921
.DESCRIPTION
    Applies security updates and checks winget/PSWindowsUpdate for patch resolution.
    Target: Hugging Face | Generated: 2026-09-27 11:07:48 UTC
#>

#Requires -RunAsAdministrator
[CmdletBinding()]
param(
    [switch]$DryRun = $false
)

Write-Host "[+] Initiating Fleet Security Patch for CVE-2025-14921..." -ForegroundColor Cyan

# 1. Check & Install PSWindowsUpdate if absent
if (-not (Get-Module -ListAvailable -Name PSWindowsUpdate)) {
    Write-Host "[*] Registering PSWindowsUpdate module from PSGallery..." -ForegroundColor Yellow
    [Net.ServicePointManager]::SecurityProtocol = [Net.SecurityProtocolType]::Tls12
    Install-PackageProvider -Name NuGet -MinimumVersion 2.8.5.201 -Force | Out-Null
    Install-Module -Name PSWindowsUpdate -Force -Confirm:$false | Out-Null
}

# 2. Query Windows Update Catalog for applicable Security KBs
Write-Host "[*] Scanning for pending security hotfixes..." -ForegroundColor Gray
Import-Module PSWindowsUpdate -Force

if ($DryRun) {
    Get-WUList -MicrosoftUpdate
    Write-Host "[!] DryRun active: No changes applied." -ForegroundColor Yellow
    exit 0
}

# 3. Apply Security KBs without uncontrolled reboot
try {
    Install-WindowsUpdate -MicrosoftUpdate -AcceptAll -IgnoreReboot -Verbose
    Write-Host "[✔] Windows Update security rollups successfully deployed." -ForegroundColor Green
} catch {
    Write-Warning "[-] Windows Update failed or returned pending reboot: $_"
}

# 4. Optional Winget Userland Upgrade Check
if (Get-Command winget.exe -ErrorAction SilentlyContinue) {
    Write-Host "[*] Auditing installed software via Winget..." -ForegroundColor Gray
    winget upgrade --all --accept-package-agreements --accept-source-agreements --silent || true
}

Write-Host "[✔] Host remediation audit completed for CVE-2025-14921." -ForegroundColor Green
playbook_CVE-2025-14921.yml
---
# ==============================================================================
# iShareStuff CTI Multi-OS Fleet Remediation Playbook
# Advisory Reference : CVE-2025-14921
# Target Infrastructure : Hugging Face
# Timestamp : 2026-09-27 11:07:48 UTC
# ==============================================================================
- name: "CTI Remediation Playbook for CVE-2025-14921"
  hosts: all
  become: true
  gather_facts: true

  tasks:
    - name: "Log remediation initiation for CVE-2025-14921"
      ansible.builtin.debug:
        msg: "Executing automated patch mitigation for advisory CVE-2025-14921 on {{ inventory_hostname }}"

    # Debian & Ubuntu Automation
    - name: "Update apt cache and install security updates (Debian/Ubuntu)"
      ansible.builtin.apt:
        upgrade: dist
        update_cache: yes
        autoremove: yes
      when: ansible_os_family == "Debian"

    # RedHat / CentOS / Alma / Rocky Automation
    - name: "Apply all security errata via DNF/YUM (Enterprise Linux)"
      ansible.builtin.dnf:
        name: "*"
        state: latest
        security: yes
      when: ansible_os_family == "RedHat"

    # SUSE Linux Automation
    - name: "Apply security patches via Zypper (SUSE)"
      community.general.zypper:
        type: patch
        category: security
        state: latest
      when: ansible_os_family == "Suse"

    # Windows Fleet Automation
    - name: "Install critical and security Windows Updates"
      ansible.windows.win_updates:
        category_names:
          - SecurityUpdates
          - CriticalUpdates
          - UpdateRollups
        state: installed
      when: ansible_os_family == "Windows"

    - name: "Record audit completion timestamp"
      ansible.builtin.file:
        path: "/var/log/isharestuff_cti_CVE-2025-14921.remediated"
        state: touch
        mode: "0640"
      when: ansible_os_family != "Windows"
🔒
Zero-Trust Micro-Segmentation & Quarantine CVE-2025-14921
HTTPS / Web Service:Port 443/TCP
#!/usr/sbin/nft -f
# ISS-ZeroTrust Quarantine Policy for CVE-2025-14921
table inet iss_quarantine {
    chain inbound_lockdown {
        type filter hook input priority -10; policy drop;

        # Allow established connections & loopback
        ct state established,related accept
        iif "lo" accept

        # Whitelist SOC / Bastion Management Subnet
        ip saddr 10.0.0.0/8 accept
        ip saddr 192.168.1.0/24 accept

        # Explicitly log & drop vulnerable service traffic
        tcp dport 443 log prefix "[ISS-QUARANTINE-CVE-2025-14921] " drop
    }
}
apiVersion: networking.k8s.io/v1
kind: NetworkPolicy
metadata:
  name: quarantine-CVE-2025-14921
  namespace: production
  labels:
    security.isharestuff.com/quarantine: "true"
    cve.mitigation/id: "CVE-2025-14921"
spec:
  podSelector:
    matchLabels:
      app.kubernetes.io/vulnerable-cve: "CVE-2025-14921"
  policyTypes:
    - Ingress
    - Egress
  ingress:
    # Restrict ingress solely to authorized security scanners & bastion pods
    - from:
        - namespaceSelector:
            matchLabels:
              kubernetes.io/metadata.name: soc-monitoring
      ports:
      - port: 443
        protocol: TCP
  egress:
    # Allow DNS only (isolate lateral movement)
    - to:
        - namespaceSelector: {}
          podSelector:
            matchLabels:
              k8s-app: kube-dns
      ports:
        - port: 53
          protocol: UDP
aws ec2 revoke-security-group-ingress --group-id sg-0123456789abcdef0 --protocol tcp --port 443 --cidr 0.0.0.0/0
(http.request.uri.path contains "CVE-2025-14921" or http.request.body.mime contains "exploit" or cf.threat_score gt 20)

Operative Incident Triage Checklist

Geführter 5-Stufen Runbook-Ablauf für Transformers (9c8bd3fc1befe54f3efb9f385561eef49f060a70)
0/5 erledigt
NIS2 Meldefrist: 48 Stunden (EU NIS2) Status lokal gespeichert
CLI One-Liners

Mobile Terminal Incident Commands

1-Tap SSH Clipboard
FIREWALL / INGRESS
Linux Ingress Emergency Isolation (nftables)
Blockiert sofort unberechtigte Neuverbindungen auf exponierten Standard-Ports.
sudo nft add rule inet filter input ct state new tcp dport { 80, 443, 8080, 8443, 3000 } drop comment "EMERGENCY_QUARANTINE_CVE-2025-14921"
Sofortige Wirkung im Linux-Kernel. SSH (Port 22) bleibt unberührt.
FORENSIK & TRIAGE
Ad-hoc Logfile-Forense (Exploit Hunting)
Durchsucht Web- und Systemlogs in Echtzeit nach typischen Injektionsmustern.
sudo grep -E -i "(eval\(|base64_decode|\.\./|/etc/passwd|/bin/sh|cmd\.exe)" /var/log/{nginx,apache2,httpd,syslog}* 2>/dev/null | tail -n 50
Nur lesender Zugriff. Zeigt verdächtige Payloads direkt im Terminal an.
CONTAINER & K8S
Kubernetes Pod Quarantäne & NetworkPolicy Isolate
Isoliert betroffene Workloads sofort aus dem Cluster-Routing.
kubectl label pods -A -l app.kubernetes.io/name=transformers quarantine=isolated --overwrite
Entzieht Pods den Service-Traffic, erhält jedoch den Speicherzustand für Memory-Dumps.
Incident Voice Dispatch
1-Tap Offline Sprachbriefing (30s)

2. Cyber Threat Intelligence & Forensik

IoC Intelligence (1 Indikatoren)
CVE-2025-14921
CTI Threat Relationship Graph4 Knoten / 3 Relationen
CVE / Incident Software MITRE ATT&CK CWE Weakness IoC
Exploit & Remediation Lifecycle Timeline
CVE-2025-14921
Entdeckung & Meldung
Schwachstelle identifiziert & registriert
Sicherheits-Advisory
Offizielle Warnung & CVE-Zuweisung
Exploit / PoC
Bislang kein öffentlicher Exploit
In-the-Wild Ausnutzung
Keine Massenausnutzung gemeldet
Patch & Schutzmaßnahmen
Noch kein offizieller Patch dokumentiert
Exploit Weaponization & Public PoC Radar
ELEVATED (25%)
Exploit-DB
Kein EDB-Eintrag
Interaktion
Interaktion nötig
Authentifizierung
Nicht erforderlich
INFRASTRUCTURE BLAST RADIUS & EXPOSURE
Live-Vektor: LOCAL· CVE: CVE-2025-14921
Heuristische Schichten-Simulation — abgeleitete Werte, keine Messwerte
CVSS 7.8EPSS 0.3%HIGH CASCADING
Perimeter & Ingress
Geringes Risiko
Lateral Pivot & AD
GEFÄHRDET (88%)
Crown Jewels & DB
Geringes Risiko
Supply Chain Reach
Geringes Risiko
🎯
MITRE ATT&CK Matrix Navigator 14 Taktiken
Reconnaissance
-
Resource Development
-
Initial Access
Execution
Persistence
-
Privilege Escalation
Defense Evasion
Credential Access
-
Discovery
-
Lateral Movement
-
Collection
-
Command and Control
Exfiltration
-
Impact
🌐
Supply-Chain Blast Radius & Dependency Topology CVE-2025-14921
Blast Radius:40/100 MEDIUM
Systemische ReichweiteL3 — Edge Application / Modular Library
Ökosysteme:Standard Software / Firmware
🏢 Vendor: Hugging Face(1 Produkt(e), 1 Version(en))
📦 TransformersL2 — Application Runtime / Module
Betroffene Versionen: 9c8bd3fc1befe54f3efb9f385561eef49f060a70
Defense in Depth

Angriffsvektor & Schutzschichten-Matrix

5-Stufen-Architektur
Schicht 1: Perimeter & Edge-Routing
DDoS-Filterung & Geo-IP Blockierung
Durchdrungen (Netzwerk-Vektor)
Schicht 2: WAF & L7 Ingress Filter
Virtuelles Patching & Regex Signature Matching
Filtert Signaturen
Schicht 3: Zero-Trust Micro-Segmentierung
Port-Isolation, nftables Drop & VLAN-Quarantäne
Wirksame Abwehrbarriere (Ingress Drop)
Schicht 4: Container-Sandbox (AppArmor/Seccomp)
Read-only RootFS, Non-Root UID & Dropped Capabilities
Containment (Kein Host-Breakout)
Schicht 5: Verschlüsselung & Audit-Trail
Verschlüsselung im Ruhezustand & Unveränderbare SIEM-Logs
Geschützt (KMS Envelope Encryption)

Perimeter- und WAF-Schichten bieten ausreichende Vorfilterung. Micro-Segmentierung verhindert Lateral Movement.

3. Compliance, SLA & Vendor Adherence

CVSS 7.8CVSS:3.0/AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
Impact: 5.87 | Exploitability: 1.83
AVL
Lokal (Dateisystem / SSH)
Erfordert bereits ein lokales Benutzerkonto oder Ausführung vor Ort.
ACL
Niedrig (Low)
Wiederholbar und deterministisch ohne spezielle Race Conditions ausnutzbar.
PRN
Keine (Unauthenticated)
Vollständig unauthentifiziert ohne Benutzerkonto exploitbar.
UIR
Erforderlich (Click/Phishing)
Ein Opfer muss eine präparierte Datei öffnen oder einen Link anklicken.
SU
Unverändert (Scope Unchanged)
Auswirkungen verbleiben isoliert in der angreifbaren Anwendungskomponente.
CH
Hoch (Totaler Abfluss)
Vollständiger Zugriff auf alle sensiblen Datenbank- und Speicherinhalte.
IH
Hoch (Volle Manipulation)
Vollständige Modifikation von Dateien, Parametern oder Ausführung von Code.
AH
Hoch (Totaler Ausfall / DoS)
Dienst oder Server wird komplett unbrauchbar (Denial of Service).
⏱️
EU NIS2 / ISO 27001 Remediation SLA Tracker CVE-2025-14921
BREACHED_OVERDUE
Richtlinie: NIS2 High Priority (CVSS 7.0 - 8.9) (336h Frist)Deadline: 06.01.2026 21:04 UTC
🚨 Frist um 6327.1 Stunden überschritten!📅 In Kalender eintragen (.ics)
Live Simulator

Echtzeit-Expositionsrechner & NIS-2 Risiko

CVE-2025-14921
45.1
Risikoindex
Tier 3 — Erhöhtes Risiko

Mittleres Schadenspotential. Reguläre Behebung im anstehenden Wartungszyklus mit intensiver Log-Überwachung.

Advisory Radar

Hersteller-Sicherheitsmeldungen & Patch-Status

In herstellerseitiger Prüfung
Handlungsempfehlung für Administratoren

Hersteller-Advisory noch nicht formal hinterlegt. Regelmäßiges Re-Scanning der CTI-Quellen anberaumt.

Verifizierte Hersteller-Quellen:
tsecurity.de Cognitive Threat RAG
Fokus-Vektor: CVE-2025-14921

Analyse für CVE-2025-14921 auf Basis von Live-CTI (ENISA EUVD): CVSS 0.0 · EPSS 0.0% · CISA KEV: nein. Handlungsableitung aus den verlinkten Hersteller-Quellen.

🛡️ Angriffsfläche & Exposure

Netzwerk/Remote-Zugriff ohne Vorauthentifizierung möglich.

⚡ Empfohlene Sofortmaßnahmen
  • 1. Perimeter-Inspektion: Relevante Portfreigaben und exponierte Endpunkte unverzüglich scannen.
  • 2. Patch-Applikation: Hersteller-Hotfix einspielen oder betroffene Daemons in isolierte DMZ-Segmente überführen.
  • 3. Telemetrie & EDR-Alerts: Prozessaufrufe und Child-Processes auf anomale Shell-Spawns überwachen.
🔗 Verwandte Schwachstellen (gleicher Hersteller)
CVE-2025-14931 CVE-2025-14931 | Hugging Face smolagents Remote Python Executor Deserialization of Untrusted Data Remote Code Execution Vulnerability. This vulnerability allows remote attackers to execute arbitrary code on affected installations of Hugging Face smolagents. Authentication is not required to exploit this vulnerability. The specific flaw exists within the parsing of pickle data. The issue results from the lack of proper validation of user-supplied data, which can result in des
CVSS 10.0
CVE-2026-68770 CVE-2026-68770 | sentence-transformers contains a security control bypass vulnerability that allows attackers to achieve arbitrary code execution by exploiting a logic flaw in the import_module_class helper within sentence_transformers/util/misc.py, where the guard condition includes an 'or os.path.exists(model_name_or_path)' clause that satisfies the trust gate whenever the supplied path exists on the local filesystem, regardless of the trust_remote_code=False argument. Atta
CVSS 9.3
CVE-2026-25874 CVE-2026-25874 | LeRobot through 0.5.1 contains an unsafe deserialization vulnerability in the async inference pipeline where pickle.loads() is used to deserialize data received over unauthenticated gRPC channels without TLS in the policy server and robot client components. An unauthenticated network-reachable attacker can achieve arbitrary code execution on the server or client by sending a crafted pickle payload through the SendPolicyInstructions, SendObservations, or GetAc
CVSS 9.3
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Thematisch verwandte Begriffe: CVE202514921, Hugging, Face, transformers · 6 Treffer

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