A vulnerability was found in Comma AI Openpilot 0.11. This issue affects the function pickle.load/pickle.loads of the file selfdrive/modeld/modeld.py of the component Pickle Module. The manipulation results in deserialization. The attack is only possible with local access. The vendor was contacted early about this disclosure but did not respond in any way.
Casky was already ahead
This CVE exploits attack patterns that Casky's 419matched skills already investigate — long before this vulnerability was disclosed. Claude's reasoning model maps these techniques to MITRE ATT&CK, so practitioners who ran these skills have already seen the threat behaviour in their findings.
CVE-2026-12191 exposes a critical insecure deserialization vulnerability in Comma AI's Openpilot autonomous driving platform, specifically within the pickle.load/pickle.loads functions used by the modeld.py component. Pickle deserialization without validation is a well-known attack vector that allows attackers to execute arbitrary code by crafting malicious serialized objects. While this vulnerability requires local access, it poses significant risk to vehicle safety systems and any connected infrastructure relying on Openpilot. The lack of vendor response compounds the threat, leaving deployed systems potentially unpatched.
Casky's 419 matched security skills leverage Claude AI with extended reasoning to identify the attack chain across MITRE ATT&CK techniques TA0001 (Reconnaissance), TA0043 (Reconnaissance—alternative), and TA0002 (Execution). Practitioners using Casky would detect initial reconnaissance attempts to identify vulnerable Openpilot versions, followed by local exploitation techniques to trigger unsafe deserialization. The platform's skill mapping helps teams recognize CWE-20 (Improper Input Validation) and CWE-502 (Deserialization of Untrusted Data) patterns in code reviews and runtime monitoring, flagging suspicious pickle operations and enabling defenders to trace malicious object instantiation back to source before arbitrary code execution occurs.
Composite risk scoring from EPSS, CISA KEV, Shodan, and GreyNoise — 21 security APIs correlated into a single Casky Risk Score. Coming in Casky Pro. Join early access →
These skills use Claude AI's reasoning model to surface findings in the same attack categories as CVE-2026-12191.
Casky has 419 skills that investigate the attack patterns behind CVE-2026-12191. Run one and get CVSS-scored findings in 3 minutes.
Run the skill that detects this →analyzing-campaign-attribution-evidence
threat intelligence · low
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threat intelligence · low
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soc operations · low
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performing-subdomain-enumeration-with-subfinder
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devsecops · low
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soc operations · low
performing-vulnerability-scanning-with-nessus
penetration testing · medium
performing-web-application-firewall-bypass
web application security · medium
performing-web-application-penetration-test
penetration testing · medium
performing-web-application-scanning-with-nikto
vulnerability management · medium
performing-web-application-vulnerability-triage
vulnerability management · medium
performing-web-cache-deception-attack
web application security · medium
performing-web-cache-poisoning-attack
web application security · medium
performing-wireless-network-penetration-test
penetration testing · medium
performing-yara-rule-development-for-detection
malware analysis · medium
prioritizing-vulnerabilities-with-cvss-scoring
vulnerability management · medium
processing-stix-taxii-feeds
threat intelligence · low
profiling-threat-actor-groups
threat intelligence · low
remediating-s3-bucket-misconfiguration
cloud security · low
reverse-engineering-android-malware-with-jadx
malware analysis · medium
reverse-engineering-dotnet-malware-with-dnspy
malware analysis · medium
reverse-engineering-ios-app-with-frida
mobile security · low
reverse-engineering-malware-with-ghidra
malware analysis · medium
reverse-engineering-ransomware-encryption-routine
malware analysis · medium
reverse-engineering-rust-malware
malware analysis · medium
scanning-container-images-with-grype
container security · low
scanning-containers-with-trivy-in-cicd
devsecops · low
scanning-docker-images-with-trivy
container security · low
scanning-infrastructure-with-nessus
vulnerability management · medium
scanning-kubernetes-manifests-with-kubesec
container security · low
securing-api-gateway-with-aws-waf
cloud security · low
securing-aws-iam-permissions
cloud security · low
securing-aws-lambda-execution-roles
cloud security · low
securing-azure-with-microsoft-defender
cloud security · low
securing-container-registry-images
cloud security · low
securing-container-registry-with-harbor
container security · low
securing-github-actions-workflows
devsecops · low
securing-helm-chart-deployments
container security · low
securing-kubernetes-on-cloud
cloud security · low
securing-serverless-functions
cloud security · low
testing-android-intents-for-vulnerabilities
mobile security · low
testing-api-authentication-weaknesses
api security · medium
testing-api-for-broken-object-level-authorization
api security · medium
testing-api-for-mass-assignment-vulnerability
api security · medium
testing-api-security-with-owasp-top-10
web application security · medium
testing-cors-misconfiguration
web application security · medium
testing-for-broken-access-control
web application security · medium
testing-for-business-logic-vulnerabilities
web application security · medium
testing-for-email-header-injection
web application security · medium
testing-for-host-header-injection
web application security · medium
testing-for-json-web-token-vulnerabilities
web application security · medium
testing-for-open-redirect-vulnerabilities
web application security · medium
testing-for-sensitive-data-exposure
web application security · medium
testing-for-xml-injection-vulnerabilities
web application security · medium
testing-for-xss-vulnerabilities
penetration testing · medium
testing-for-xss-vulnerabilities-with-burpsuite
web application security · medium
testing-for-xxe-injection-vulnerabilities
web application security · medium
testing-jwt-token-security
web application security · medium
testing-mobile-api-authentication
mobile security · low
testing-oauth2-implementation-flaws
api security · medium
testing-websocket-api-security
api security · medium
tracking-threat-actor-infrastructure
threat intelligence · low
triaging-security-alerts-in-splunk
soc operations · low
triaging-vulnerabilities-with-ssvc-framework
vulnerability management · medium
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