gcdRadar
closedclosed 15 Jul 2026Breaches & attacks3 Confirmed exploitationAI

LLM-Driven Ransomware Operator JADEPUFFER Targeted Production Database

Langflow, JADEPUFFER

A ransomware operator utilized an LLM-driven agent to pivot from an internet-facing vulnerability into a database extortion operation. The attack left the target victim environment damaged and unrecoverable.

first report
1 Jul 2026
last update
1 Jul 2026

Timeline · 1

  1. 1 Jul 2026LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database

Sources · 1

Research and catalogues

  1. 2026-07-01

Titles and links belong to their publishers. The summary above is written by gcdRadar in its own words; data is CC BY-SA 4.0.

Classification

AI role
AI-enabled attack
categories
AI-assisted intrusion
severity
3 · Confirmed exploitation
targets
Enterprise deployment, Framework / tooling
owasp llm top 10
no entry for these categories
mitre atlas
no technique for these categories
dates
happened 1 Jul 2026 · first reported 1 Jul 2026
origin
AI Incident Database
Derived from the AI Incident Database (CC BY-SA 4.0).
record
confidence 0.95 · created 2026-10-18 06:33Z · updated 2026-10-18 06:59Z

Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned

Copy a brief

This record as a short Markdown brief, for a ticket, a chat or a coding agent.

the brief as text
# LLM-Driven Ransomware Operator JADEPUFFER Targeted Production Database

https://gcdradar.vercel.app/incidents/llm-driven-ransomware-operator-jadepuffer-targeted-productio · AIR-2026-0370 · closed 2026-07-15

- Lane: Breaches & attacks
- Severity: 3 (Confirmed exploitation)
- Fix status: No fix needed
- First reported: 2026-07-01
- AI role: AI-enabled attack
- Products: Langflow, JADEPUFFER

## Summary

A ransomware operator utilized an LLM-driven agent to pivot from an internet-facing vulnerability into a database extortion operation. The attack left the target victim environment damaged and unrecoverable.

## What to do

No action recorded; read the sources below and the vendor's advisory.

## Latest updates

- 2026-07-01: LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database (https://incidentdatabase.ai/cite/1578)

## Sources

- 2026-07-01 AI Incident Database: LLM-Driven Ransomware Operator Dubbed JADEPUFFER Reportedly Targeted Production Database https://incidentdatabase.ai/cite/1578

Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.

Related

  1. closed
    DeepSeek Threat Actor Uses DeepSeek-Powered Hermes Agent for Exploitation

    Breaches & attacks · Exploited · since 7 May 2026

    AI
  2. closed
    Hermes Suspected Hackers Used AI Agents to Compromise Taiwanese Systems

    Breaches & attacks · Real loss · since 1 Jul 2026

    AI
  3. closed
    marimo Threat Actor Used LLM Agent to Exfiltrate Database via marimo Notebook

    Breaches & attacks · Exploited · since 10 May 2026

    AI
  4. closed
    AI
  5. closed
    AI
  6. closed
    AI