Skip to Content
logologo
AI Incident Database
Donate
Discover
Submit
  • Welcome to the AIID
  • Table View
  • List view
  • Entities
  • Taxonomies
  • Spatial View
  • Blog
  • AI News Digest
  • Random Incident
  • Sign Up
Discover
Submit
  • Welcome to the AIID
  • Table View
  • List view
  • Entities
  • Taxonomies
  • Spatial View
  • Blog
  • AI News Digest
  • Random Incident
  • Sign Up
Entities

Agentic threat actors

Incidents involved as Deployer

Incident 15784 Report
LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

2026-07-01

Sysdig reported that a ransomware operator it dubbed JADEPUFFER used an LLM-driven agent to turn access through a vulnerable internet-facing Langflow deployment into a database-extortion operation. The report said the activity reached a production database server and produced concrete disruption, with the victim environment allegedly left in a damaged and unrecoverable state alongside a ransom demand.

More

Incident 15861 Report
Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

2026-07-08

Sygnia reported that a threat actor apparently used purportedly AI-assisted or agentic workflows to move rapidly through an unidentified organization's AWS environment during an approximately 72-hour intrusion. The attacker allegedly expanded from an Internet-facing application into cloud infrastructure and data stores, reportedly stealing credentials and sensitive information while demonstrating the ability to disrupt services as leverage for extortion. Sygnia did not identify a specific model.

More

Related Entities
Other entities that are related to the same incident. For example, if the developer of an incident is this entity but the deployer is another entity, they are marked as related entities.
 

Entity

Ransomware operators

Incidents involved as Deployer
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

JADEPUFFER

Incidents involved as Deployer
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

Cybercriminals

Incidents involved as Deployer
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Large language model developers

Incidents involved as Developer
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

AI agent system developers

Incidents involved as Developer
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Operators of Langflow deployments

Incidents Harmed By
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

Database operators

Incidents Harmed By
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

Ransomware

Incidents implicated systems
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

Production database servers

Incidents implicated systems
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

Nacos configuration service

Incidents implicated systems
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

MySQL databases

Incidents implicated systems
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

Large language models

Incidents implicated systems
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Langflow

Incidents implicated systems
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

AI agent systems

Incidents implicated systems
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Agentic ransomware

Incidents implicated systems
  • Incident 1578
    4 Reports

    LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

More
Entity

Extortionists

Incidents involved as Deployer
  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Victims of automated cybercrime

Incidents Harmed By
  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Privacy

Incidents Harmed By
  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Enterprise IT systems

Incidents Harmed By
  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Amazon Web Services (AWS) customers

Incidents Harmed By
  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Amazon Web Services (AWS) cloud infrastructure

Incidents implicated systems
  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More
Entity

Amazon Web Services (AWS)

Incidents implicated systems
  • Incident 1586
    1 Report

    Threat Actor Reportedly Used AI-Assisted Workflows to Compromise AWS Environment for Extortion

More

Research

  • Defining an “AI Incident”
  • Defining an “AI Incident Response”
  • Database Roadmap
  • Related Work
  • Download Complete Database

Project and Community

  • About
  • Contact and Follow
  • Apps and Summaries
  • Editor’s Guide

Incidents

  • All Incidents in List Form
  • Flagged Incidents
  • Submission Queue
  • Classifications View
  • Taxonomies

2026 - AI Incident Database

  • Terms of use
  • Privacy Policy
  • 3e68a9f