Skip to content
Play
CISO
War Room
Labs
New
Explore
Pricing
About
Individuals
Teams
All posts
Topic
Operation Cairn
1 article on operation cairn.
Operation CAIRN: An Autonomous, LLM-Driven Attack Platform Found in the Wild
A threat researcher reports finding a live, custom-built attack-orchestration platform — "Cairn" — that lets an LLM run intrusions end-to-end with no human in the loop per session: one Docker/Kali container per victim, a fact-graph that remembers what was tried, 229,828 AI-dispatched attack events across 13 days, and a ShellShock-over-SMTP vector that actually landed. Here is what was reported, what is genuinely new (a model reading its own prior work), the IOCs and CVEs involved, and the defences that matter — treated as a single-source disclosure, not yet corroborated by major vendors.
October 15, 2026
🎉 New here? Use code
WELCOME10
for
10% off
any plan at checkout
LAB
New: 9 free hands-on security labs — firewall, DMARC, cloud, detection, forensics
NEWS
P7 DarkSword iOS Exploit Kit Adds Crypto Wallet Data Theft and Remote Commands
LAB
Tune SPF/DKIM/DMARC and watch spoofs bounce — free Email Auth Lab
BLOG
Ransomware Got Personal: When Extortion Means a Package on Your Doorstep
LAB
Catch the attack with zero false positives — free Detection Lab
NEWS
Credential-Stealing GitHub Actions Workflows Planted in Tens of Thousands of Repositories
PLAY
Run a live CISO War Room incident simulation
PLAY
Practice a board report and get it AI-graded
BLOG
A ‘Fleet’ of AI Agents Was Caught Probing Alibaba’s Map Data — What It Means for Agent Security
PLAY
Live AI mock interview for security leaders
NEWS
Nippon Columbia malware incident exposes 8.6 million karaoke fan records
FREE
2-minute CISO Readiness Scorecard — find your weakest area
BLOG
Operation CAIRN: An Autonomous, LLM-Driven Attack Platform Found in the Wild
TOOLS
120+ interactive security architecture diagrams
TOOLS
Generate and validate an AI Bill of Materials (AIBOM)
NEW
See everything PlayCISO has shipped
LAB
New: 9 free hands-on security labs — firewall, DMARC, cloud, detection, forensics
NEWS
P7 DarkSword iOS Exploit Kit Adds Crypto Wallet Data Theft and Remote Commands
LAB
Tune SPF/DKIM/DMARC and watch spoofs bounce — free Email Auth Lab
BLOG
Ransomware Got Personal: When Extortion Means a Package on Your Doorstep
LAB
Catch the attack with zero false positives — free Detection Lab
NEWS
Credential-Stealing GitHub Actions Workflows Planted in Tens of Thousands of Repositories
PLAY
Run a live CISO War Room incident simulation
PLAY
Practice a board report and get it AI-graded
BLOG
A ‘Fleet’ of AI Agents Was Caught Probing Alibaba’s Map Data — What It Means for Agent Security
PLAY
Live AI mock interview for security leaders
NEWS
Nippon Columbia malware incident exposes 8.6 million karaoke fan records
FREE
2-minute CISO Readiness Scorecard — find your weakest area
BLOG
Operation CAIRN: An Autonomous, LLM-Driven Attack Platform Found in the Wild
TOOLS
120+ interactive security architecture diagrams
TOOLS
Generate and validate an AI Bill of Materials (AIBOM)
NEW
See everything PlayCISO has shipped
✕
Explore PlayCISO
Guides & Hubs
All Guides & How-Tos
New
Consultancy Breach Index
New
Cryptography & PKI
New
OT / ICS Security
New
AI & LLM Security
New
PCI DSS & Compliance
New
Breach Cost Index
New
Security Budget Benchmark
New
30 Real-World AI Risks
New
ICS/OT Advisories Dataset
New
Best Free Security Tools
New
Free Security Training
New
Best Free Threat Modeling
New
Free AI Security Tools
New
Practice & Coaching
Podium
Interview
Board Report Coach
Audit Trial
New
Scenario Bank
New
AI Cert Prep
Watch a War Room
Simulations
Cyber War Room
Virtual SOC
M&A Due Diligence
New
The Cut — Weekly Budget Siege
Budget Siege
The Mandate — CISO Budget Siege
New
Hands-on Labs
Projects — Tracks + Certificate
New
Challenge Ladder
New
All Labs
New
Firewall Rule Lab
New
Egress Proxy Lab
New
Email Authentication Lab
New
Conditional Access Lab
New
Cloud Posture Lab
New
Detection Lab
New
SOC Case Triage Lab
IR Playbook Lab
New
Forensics Lab
New
Abliteration Lab (sim)
New
Certificate Triage Lab
New
Certificate Chain Lab
New
PKI Hierarchy Lab
New
Cert Revocation Lab
New
Cert Rotation War Room
New
Cert Pinning Lab
New
mTLS Handshake Lab
New
TLS Hardening Lab
New
CSR Builder & Auditor
New
Hashing & Integrity Lab
New
HMAC & Message Auth Lab
New
AES-GCM Encryption Lab
New
Digital Signature Lab
New
Password Storage Lab
New
JWT Attack & Defense Lab
New
Key Lifecycle Lab
New
ASN.1 / DER Decoder Lab
New
CT Log Monitoring Lab
New
Entropy & Weak-RNG Lab
New
TLS Handshake Lab
New
Identity & Access
Authentication Method Lab
New
OAuth Grant Lab
New
Federation Lab
New
Session Security Lab
New
MFA Bypass Lab
New
Passkey & WebAuthn Lab
New
RBAC / ABAC Lab
New
IAM Privilege-Escalation Lab
New
Token Lifecycle Lab
New
OAuth Consent Phishing Lab
New
Account Takeover Triage Lab
New
Password Policy Lab
New
Credential Stuffing Defense Lab
New
SSO Misconfiguration Lab
New
API & Service Auth Lab
New
Kerberos Attack Lab
New
SCIM Lifecycle Lab
New
ITDR Lab
New
Step-Up Auth Lab
New
Directory Security Lab
New
PCI DSS & Readiness
PCI Checklist
New
PCI Readiness Score
New
SAQ Selector
Gap Assessor
QSA Interview
Essential Eight Score
New
NIST CSF 2.0 Score
New
NIST CSF 2.0 Toolkit
Ransomware Readiness
New
Cyber Insurance Score
New
Zero Trust Maturity
New
Security Ops Maturity Model
New
Studios
Threat Model Studio
Architecture Studio
Design Review Workbench
Org Designer
Attack Path Simulator
Risk Register
Control Library
New
Cyber PMO
AI Security
Abliterated Models, Explained
New
RAG & Vector DB Hardening
New
Malicious MCP Scanner
New
AI Governance Policy Pack
New
AI Threat Model Builder
New
Agent Governance Plane
New
MCP Server Risk
New
LLM Security (OWASP)
New
AI Footprint Scanner
New
Reputation Checker
New
LiteLLM Checker
New
AI Cost Optimizer
New
AI Adoption Hub
New
LLM Threat Model
New
MCP Security Linter
New
Agent Builder + Red-Team
New
In-Browser LLM Sandbox
New
Embeddings Explorer
New
OT / ICS Security
Purdue Model Builder
New
Cold-Chain War Room
New
IEC 62443 SL Calculator
New
ATT&CK for ICS Builder
New
OT Protocol Explorer
New
OT Device Lookup
New
OT Compliance Mapper
New
OT Conduit Linter
New
OT Asset Ranker
New
BMS Config Auditor
New
OT Downtime Calculator
New
ICS Traffic Analyzer
New
OT Exposure Analyzer
New
ICS Advisory Explorer
New
PLC Tamper Lab
New
Modbus Attack Range
New
SIS Defense Lab
New
Alarm-Flood Triage Lab
New
AI BOM Suite
AI BOM Generator
AIBOM Validator
ML-BOM Converter
AI Dependency Scanner
AIBOM Diff
AIBOM Template
Model Risk Scanner
AIBOM vs SBOM
Abliterated Model Risk
Model License Checker
Threat Intelligence
APT & Threat-Intel Feed
APT Knowledge Graph
APT Naming Rosetta Stone
New
120+ Architecture Diagrams
Risk & Cost Calculators
Breach Cost Index
New
Breach Cost by Domain
New
Breach Cost Calculator
New
Cyber Insurance Premium Calculator
New
Security Budget Benchmark
New
Breach Notification Clock
New
FAIR Risk Calculator
New
Identity Risk Calculator
Vendor Risk Ranking
New
Cyber Insolvency Risk
New
Free Assessments & Simulators
SOC Triage Trainer
Find the Bad Friend
Would You Pick Up?
Free Utilities
Compress PDF
New
Compress MP4
New
Password Token Half-Life
Security APIs Directory
New
Scanners & Library
5 Security Scanners
Resume Review
25 Templates
GRC Starter Kit
Free Course Library
New
Video Library
New
Arcade
Cyber Arcade
Stay Lowkey 🔒
Stay Lowkey Hub
New
Vibe Check Your Apps
Sus or Legit?
Who's the Rat?
Who's Watching You
Don't Get Caught Slipping
Ask Bytie
The Lowdown 📊
Community
Chat
New
Community Polls
New
Get Started Free
Free Scorecard
What's New
Examples
Blog
Pricing
Contact
Refer a Friend
Public Stats
Sign in
Sign up free
Home
War Room
🧭
Explore
Tools
Me
Menu
Operation Cairn — Articles & Guides | PlayCISO Blog · PlayCISO