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Global vulnerability Mobile Devices / Consumer Electronics HIGH 6h Global ransomware Multiple sectors CRITICAL 6h Global malware Networking / Infrastructure CRITICAL 7h Global ransomware Information Technology, Virtualization Infrastructure CRITICAL 8h Global supply_chain Software Development and DevOps CRITICAL 9h Global supply_chain Software Development and Technology CRITICAL 10h Global apt Multiple sectors HIGH 12h Global general Digital Content & Intellectual Property MEDIUM 12h Global malware Technology and Software Development CRITICAL 12h Global ddos Technology and Social Media HIGH 13h Global vulnerability Mobile Devices / Consumer Electronics HIGH 6h Global ransomware Multiple sectors CRITICAL 6h Global malware Networking / Infrastructure CRITICAL 7h Global ransomware Information Technology, Virtualization Infrastructure CRITICAL 8h Global supply_chain Software Development and DevOps CRITICAL 9h Global supply_chain Software Development and Technology CRITICAL 10h Global apt Multiple sectors HIGH 12h Global general Digital Content & Intellectual Property MEDIUM 12h Global malware Technology and Software Development CRITICAL 12h Global ddos Technology and Social Media HIGH 13h Global vulnerability Mobile Devices / Consumer Electronics HIGH 6h Global ransomware Multiple sectors CRITICAL 6h Global malware Networking / Infrastructure CRITICAL 7h Global ransomware Information Technology, Virtualization Infrastructure CRITICAL 8h Global supply_chain Software Development and DevOps CRITICAL 9h Global supply_chain Software Development and Technology CRITICAL 10h Global apt Multiple sectors HIGH 12h Global general Digital Content & Intellectual Property MEDIUM 12h Global malware Technology and Software Development CRITICAL 12h Global ddos Technology and Social Media HIGH 13h
Vulnerabilities

CVE-2026-23654

High
Dependency on vulnerable third-party component in GitHub Repo: zero-shot-scfoundation allows an unauthorized attacker to execute code over a network.
Published: Mar 10, 2026  ·  Modified: Mar 17, 2026  ·  Source: NVD
CVSS v3
8.8
🔗 NVD Official
📄 Description (English)

Dependency on vulnerable third-party component in GitHub Repo: zero-shot-scfoundation allows an unauthorized attacker to execute code over a network.

🤖 AI Executive Summary

CVE-2026-23654 is a high-severity remote code execution vulnerability (CVSS 8.8) in Microsoft's zero-shot-scfoundation component caused by a vulnerable third-party dependency. An unauthenticated attacker can execute arbitrary code over the network without authentication. A patch is available and should be deployed immediately to prevent exploitation.

📄 Description (Arabic)

🤖 AI Intelligence Analysis Analyzed: Apr 22, 2026 18:42
🇸🇦 Saudi Arabia Impact Assessment
This vulnerability poses significant risk to Saudi organizations using Microsoft development frameworks and AI/ML platforms. Most critical impact on: (1) Banking sector (SAMA-regulated institutions) using zero-shot-scfoundation for fraud detection or customer analytics; (2) Government agencies (NCA oversight) deploying this component in digital transformation initiatives; (3) Telecommunications (STC, Mobily) using it for network optimization; (4) Healthcare institutions processing sensitive patient data; (5) Energy sector (ARAMCO, SEC) using it in operational technology environments. The RCE nature allows complete system compromise and lateral movement within critical infrastructure.
🏢 Affected Saudi Sectors
Banking and Financial Services Government and Public Administration Healthcare and Medical Services Energy and Utilities Telecommunications Technology and Software Development Defense and Security
⚖️ Saudi Risk Score (AI)
8.5
/ 10.0
🔧 Remediation Steps (English)
IMMEDIATE ACTIONS:
1. Inventory all systems running Microsoft zero-shot-scfoundation across your organization
2. Isolate affected systems from production networks if patching cannot be completed within 24 hours
3. Review network logs for suspicious outbound connections from affected systems

PATCHING GUIDANCE:
1. Apply the latest Microsoft security patch for zero-shot-scfoundation immediately
2. Update all dependent third-party components to their latest secure versions
3. Validate patch installation and restart affected services
4. Test functionality in staging environment before production deployment

COMPENSATING CONTROLS (if immediate patching not possible):
1. Implement network segmentation to restrict outbound connections from systems running this component
2. Deploy Web Application Firewall (WAF) rules to block suspicious payloads
3. Enable enhanced logging and monitoring on affected systems
4. Restrict network access to zero-shot-scfoundation services to authorized IPs only

DETECTION RULES:
1. Monitor for unexpected child processes spawned from Microsoft framework processes
2. Alert on outbound network connections from zero-shot-scfoundation services to non-whitelisted destinations
3. Track file modifications in application directories
4. Monitor for unusual CPU/memory spikes indicating code execution
5. Implement YARA rules for known exploit payloads targeting this CVE
🔧 خطوات المعالجة (العربية)
الإجراءات الفورية:
1. قم بحصر جميع الأنظمة التي تستخدم Microsoft zero-shot-scfoundation في مؤسستك
2. عزل الأنظمة المتأثرة عن شبكات الإنتاج إذا لم يكن يمكن إصلاحها خلال 24 ساعة
3. راجع سجلات الشبكة للاتصالات الخارجية المريبة من الأنظمة المتأثرة

إرشادات التصحيح:
1. طبق أحدث تصحيح أمان Microsoft لـ zero-shot-scfoundation فوراً
2. حدّث جميع مكونات الطرف الثالث التابعة إلى أحدث إصداراتها الآمنة
3. تحقق من تثبيت التصحيح وأعد تشغيل الخدمات المتأثرة
4. اختبر الوظائف في بيئة التجريب قبل نشرها في الإنتاج

الضوابط البديلة (إذا لم يكن الإصلاح الفوري ممكناً):
1. طبق تقسيم الشبكة لتقييد الاتصالات الخارجية من الأنظمة التي تستخدم هذا المكون
2. نشر قواعد جدار الحماية لحجب الحمولات المريبة
3. تفعيل السجلات والمراقبة المحسّنة على الأنظمة المتأثرة
4. قيّد الوصول إلى خدمات zero-shot-scfoundation للعناوين المصرح بها فقط

قواعد الكشف:
1. راقب العمليات الفرعية غير المتوقعة التي تنشأ من عمليات Microsoft Framework
2. تنبيهات الاتصالات الخارجية من خدمات zero-shot-scfoundation إلى وجهات غير موثوقة
3. تتبع تعديلات الملفات في مجلدات التطبيقات
4. راقب ارتفاعات CPU/الذاكرة غير العادية التي تشير إلى تنفيذ الأوامر
5. طبق قواعد YARA للحمولات المعروفة التي تستهدف هذه الثغرة
📋 Regulatory Compliance Mapping
🟢 NCA ECC 2024
ECC 2024 A.12.6.1 - Management of technical vulnerabilities ECC 2024 A.14.2.1 - Secure development policy ECC 2024 A.12.3.1 - Configuration management ECC 2024 A.12.4.1 - Event logging
🔵 SAMA CSF
SAMA CSF ID.RA-1 - Asset Management and Inventory SAMA CSF PR.IP-12 - Software Development and Quality Assurance SAMA CSF DE.CM-1 - Detection and Analysis SAMA CSF RS.MI-2 - Incident Response and Recovery
🟡 ISO 27001:2022
ISO 27001:2022 A.12.2.1 - Monitoring and management of third-party services ISO 27001:2022 A.14.2.1 - Secure development policy and procedures ISO 27001:2022 A.12.6.1 - Management of technical vulnerabilities ISO 27001:2022 A.8.1.3 - Segregation of duties
🟣 PCI DSS v4.0
PCI DSS 6.2 - Ensure security patches are installed within defined timeframe PCI DSS 6.3.1 - Identify and assess vulnerabilities PCI DSS 11.2 - Run automated vulnerability scanning tools
📦 Affected Products / CPE 1 entries
microsoft:zero-shot-scfoundation
📊 CVSS Score
8.8
/ 10.0 — High
📊 CVSS Vector
CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
Attack VectorN — None / Network
Attack ComplexityL — Low / Local
Privileges RequiredN — None / Network
User InteractionR — Required
ScopeU — Unchanged
ConfidentialityH — High
IntegrityH — High
AvailabilityH — High
📋 Quick Facts
Severity High
CVSS Score8.8
Exploit No
Patch ✓ Yes
Published 2026-03-10
Source Feed nvd
Views 1
🇸🇦 Saudi Risk Score
8.5
/ 10.0 — Saudi Risk
Priority: CRITICAL
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