JADEPUFFER: Agentic Ransomware for Automated Database Extortion

    Date: 07/22/2026

    Severity: High

    Summary

    JADEPUFFER is the first documented agentic ransomware campaign where a large language model (LLM) autonomously executed the entire attack chain from initial compromise and credential theft to lateral movement and database extortion. It exploited an unpatched Langflow instance (CVE-2025-3248), adapted its actions in real time, and even generated self-narrating payloads during the intrusion. The campaign highlights how AI-driven automation can significantly lower the barrier to launching sophisticated ransomware attacks and accelerate the speed of extortion operations. 

    Indicators of Compromise (IOC) List

    Domain/Urls

    http://45.131.66.106:4444/beacon

    IP Address

    45.131.66.106

    64.20.53.230

    Gurucul Threat Detection and Incident Response (TDIR) Queries for Detection 

    Detection Query 1 :

    domainname like "http://45.131.66.106:4444/beacon" or url like "http://45.131.66.106:4444/beacon" or siteurl like "http://45.131.66.106:4444/beacon"

    Detection Query 2 :

    dstipaddress IN ("45.131.66.106","64.20.53.230") or srcipaddress IN ("45.131.66.106","64.20.53.230")

    Reference: 

    https://www.sysdig.com/blog/jadepuffer-agentic-ransomware-for-automated-database-extortion 


    Tags

    MalwareExploitCredential HarvestingAIRansomwareCVE-2025VulnerabilityLLMsExtortion

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