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Home/Threats/Hackers Exploit AI Models Claude, Qwen, DeepSeek for Cyberattacks
Threats

Hackers Exploit AI Models Claude, Qwen, DeepSeek for Cyberattacks

Key Takeaways A sophisticated cyberattack campaign leveraged commercial AI models like Claude, Qwen, and DeepSeek to automate and accelerate various stages of intrusion, from reconnaissance to data...

Emy Elsamnoudy
Emy Elsamnoudy
September 4, 2026 6 Min Read
3 0

Key Takeaways

  • A sophisticated cyberattack campaign leveraged commercial AI models like Claude, Qwen, and DeepSeek to automate and accelerate various stages of intrusion, from reconnaissance to data exfiltration.
  • Targets included government entities and educational institutions in Taiwan, Indonesia, and mainland China, with a confirmed breach at a Fengtai District government environment exposing sensitive administrative and health records.
  • The attackers utilized a custom framework named SecFlow to orchestrate AI agents, integrating them with conventional hacking tools such as webshells, stolen credentials, and bespoke remote-access malware like SecBox.
  • The campaign highlights a significant evolution in attack methodology, demonstrating how AI can enhance the speed and coordination of cyber operations, underscoring the urgent need for robust patching, credential protection, and advanced behavioral detection.

Hackers Turn Claude, Qwen, and DeepSeek Into AI Agents for Cyberattacks

In a notable shift in cyberattack methodology, threat actors have integrated commercial artificial intelligence models, including Claude, Qwen, and DeepSeek, into their operational infrastructure to conduct targeted cyberattacks. This innovative campaign combined AI-driven tasking with established hacking techniques, such as exploiting vulnerable public-facing servers, deploying webshells, using stolen credentials, and custom remote-access malware.

Table Of Content

  • Key Takeaways
  • Hackers Turn Claude, Qwen, and DeepSeek Into AI Agents for Cyberattacks
  • AI-Powered Orchestration with SecFlow
  • From Exposed Servers to Data Theft
  • What You Should Do

The scope of this operation extended to high-value targets across Asia, impacting Taiwan’s Kuomintang Party History Archives, Indonesia’s Ministry of Foreign Affairs, and various government and educational networks within mainland China. A specific breach within a Fengtai District government environment led to the exposure of administrative and health records, the collection of Windows credentials, and the deployment of malicious implants.

Analysts at Hunt.io said in a report that their investigation uncovered this activity by analyzing exposed attacker directories and tracking a shared SOCKS proxy across five interconnected workspaces. The researchers further identified linked infrastructure, reusable accounts, SecFlow files, and GLUTTON payload material, pointing to a coordinated and sophisticated operation.

These findings illustrate a practical evolution in how cyber intrusions can be managed. While AI did not introduce the underlying security vulnerabilities, its application significantly aided in task division, maintaining operational context, and accelerating coordinated actions. This development reinforces the critical importance of timely patching, comprehensive exposure management, robust credential protection, and diligent monitoring of unusual web server activity.

AI-Powered Orchestration with SecFlow

The attackers employed a framework dubbed SecFlow to break down overarching objectives into smaller, manageable tasks for specialized AI workers. This system allowed for the selection of Claude, Qwen, and DeepSeek profiles without altering the task interface, enabling the AI to handle various functions such as reconnaissance, exploit testing, data collection, and reporting across a unified workspace.

SecFlow facilitated the connection of these AI workers to target specifics, storage solutions, proxy routes, and tool permissions. The setup incorporated private model relays hosted under the niestools.com domain, alongside official provider routes. This architecture allowed subsequent AI agents to leverage the results of earlier tasks, rapidly escalating initial target engagement into coordinated malicious activity. Despite the advanced AI integration, the campaign largely relied on conventional intrusion tradecraft.

The AI agents utilized publicly available proof-of-concept code, performed credential testing, exploited vulnerable applications, deployed webshells, and installed a custom implant known as SecBox. This operational model bears similarities to previously reported China-linked campaigns that embedded commercial AI models within their intrusion frameworks. Interestingly, a claimed successful Apache Shiro exploitation was not substantiated by recovered evidence, yet it informed subsequent instructions, leading to over 27 unsuccessful GLUTTON follow-up tests. This highlights that while AI can amplify operational speed, it can also propagate initial errors throughout the entire workflow.

From Exposed Servers to Data Theft

The intrusion into the Fengtai District government commenced through an Office Automation application vulnerable to ASPX file uploads. Attackers exploited this weakness by deploying server-side command pages to execute Windows commands, map internal systems, attempt privilege escalation, extract LSASS memory and registry hives, query databases, and exfiltrate data via standard HTTP requests.

During this phase, the attackers also established a privileged application account and staged SecBox, a Go-based tool designed for remote access and network pivoting. SecBox provided capabilities for command execution, file transfer, port scanning, traffic proxying, and the use of alternative command-and-control routes. This combination of webshell access and endpoint tools underscores the necessity of monitoring web server attacks beyond initial exploit alerts.

In another incident, an exposed education AI management service inadvertently disclosed sensitive agent settings, secrets, conversations, and student profile data. Researchers confirmed that leaked credentials were used against a production API and an unauthenticated request was made to create an agent configuration. However, a full server takeover was not confirmed, a distinction crucial for accurate impact assessment.

The threat group also employed a deceptive MySQL service to target unsafe Java object processing, initiating an outbound database connection to deliver a Linux second-stage payload. Furthermore, they tested various vulnerabilities, including Shellshock, Spring4Shell, Ghostcat, Log4Shell, Grafana, Nexus, Nacos, and Shiro paths. This broad scanning activity is consistent with other AI-accelerated reconnaissance and credential attack campaigns.

What You Should Do

  • Patch Promptly: Ensure all internet-facing software is patched immediately upon release of security updates.
  • Manage Exposure: Regularly audit and remove exposed directories and restrict access to administrative interfaces.
  • Protect Credentials: Implement strong credential protection measures, including multi-factor authentication, and rotate exposed credentials without delay.
  • Monitor Web Servers: Scrutinize web servers for unusual activity, including the presence of unexpected ASPX, JSP, PHP, or image-based loaders.
  • Behavioral Detection: Deploy behavior-based detection systems rather than relying solely on static signatures to identify evolving threats, especially those leveraging AI.
  • Network Segmentation and Least Privilege: Implement network segmentation and enforce least-privilege access to limit potential damage in the event of a public application compromise.
  • Incident Response Drills: Conduct regular incident response exercises to reduce containment times during actual breaches.
  • Review Logs: Continuously review authentication and application logs for suspicious patterns.
  • Validate Findings: Always validate automated security findings before taking action to avoid propagating errors.
Type Indicator Description
IP address 81.70.240[.]170 Exposed SecFlow workspace, AI execution host, SSH jump host, and egress point
IP address 43.99.61[.]170 Java/CAS exploitation workspace containing GLUTTON tooling and JNDI listener
IP address 152.42.200[.]25 Shellshock and credential-testing workspace with callback listener
IP address 129.211.184[.]149 Payload-distribution, command-and-control, and post-exploitation store
IP address 159.223.64[.]67 Fake MySQL deserialization server, scanner, and callback tooling host
Network endpoint 129.211.184[.]149:64288 Primary SecBox command-and-control endpoint embedded in Windows builds
Network endpoint 129.211.184[.]149:8443 SecBox controller backend and payload-distribution service
Network endpoint 158.247.234[.]124:18000 SecBox dead-drop-resolver TCP and WebSocket redirector
Network endpoint 207.148.109[.]245:18000 Earlier plaintext SecBox dead-drop-resolver redirector
Network endpoint 103.45.65[.]93:35888 Shared authenticated SOCKS5 route
Network endpoint 43.162.217[.]10:35888 Primary authenticated SOCKS5h route configured in SecFlow
IP address 211.159.155[.]240 SecFlow gateway
URL hxxp://129.211.184[.]149:8443/999b4e8c/public/dnc/a6d28ebe?os=<os>&arch=<arch> Linux second-stage payload download endpoint
URL hxxp://158.247.234[.]124:18000/c22.exe Windows payload download endpoint used to stage fw.exe
URL tcp://imported-concerns-listening-typing[.]trycloudflare[.]com:443 Short-lived SecBox dead-drop-resolver TCP route
URL tcp://marriage-step-wave-heavy[.]trycloudflare[.]com:443 Short-lived SecBox dead-drop-resolver TCP route
URL wss://wins-say-charm-social[.]trycloudflare[.]com/c2 Short-lived SecBox secure WebSocket route
URL ws://158.247.234[.]124:18000/ SecBox WebSocket redirector route
Domain .niestools[.]com Operator-controlled domain family used for model relays, AI gateways, proxy management, documentation, and GLUTTON authorization
Domain claude.niestools[.]com Private Claude API relay configured in SecFlow
Domain deepseek.niestools[.]com Private DeepSeek-compatible API relay configured in SecFlow
Domain glutton.niestools[.]com Hardcoded GLUTTON MCP authorization domain
Domain proxy.niestools[.]com Proxy-pool management console
Domain chatgpt.niestools[.]com Sub2API AI gateway host
Domain wiki.niestools[.]com Observed subdomain in the operator-controlled domain family
Filename agent_new.out Windows SecBox-compatible multiprotocol implant
SHA-256 20a8ed7d235cf6419e2d4b1e439595ef96961adaecf3c990c5cd507eb4a74ca4 Hash for agent_new.out
Filename e6475722.exe / v11.exe Windows SecBox payload staged as C:WindowsTempv11.exe
SHA-256 0b3d76cf1ac6648d4cfbe39c8fea67c6b28a361ea6de86a92cc7d54a0181cc9e Hash for e6475722.exe / v11.exe
Filename av2_chk_cn-44.exe and aliases Windows implant with deceptive syscfg.exe internal-name metadata
SHA-256 3c9b2ec423f91642d2d09031d47e50d7ebe77a8b12ec5e393405f85da11a0f6a Hash for av2_chk_cn-44.exe
Filename bf57c009.bin Linux SecBox-compatible implant variant
SHA-256 4ecbdaedf9040dbbb33ce7a96ad961dce0f3ffb2c41285606a27a7c5ab3d2273 Hash for bf57c009.bin
Filename c22.exe / fw.exe / fw_c049574c.exe Windows implant associated with the c22.exe to fw.exe deployment chain
SHA-256 eef30bb6834bf349d1b1f4401aa0b8e73631ea632a884c6498a5b3a9e069d412 Hash for c22.exe / fw.exe / fw_c049574c.exe
Filename cmd.aspx Victim-side HTTP command shell that executes commands through cmd.exe /c
Filename down.aspx Arbitrary-file range reader supporting resumable binary exfiltration
SHA-256 dcd59349bd6cc29e59da5105f2f08f606ece8dfac4e369e052eca1786450f541 Hash for down.aspx
Filename downx.aspx Arbitrary-file reader applying XOR with key 0xAA
SHA-256 135b33b289d481d60fa2527aeae5882d33adcb6756df89ea7684f4af3567b141 Hash for downx.aspx
Filename extract.aspx LSASS-dump scanner for username and NT-hash material
SHA-256 9ef85857ed2b53a23eb41ce5769b4fb5b8b2225404b227a776520771df86706e Hash for extract.aspx
Filename sqldump.aspx Office Automation database reconnaissance and extraction payload
SHA-256 797676d3becc124bb6705ebd76189e8decedae3abf978434d730459133351064 Hash for sqldump.aspx
Filename sql6.aspx Base64-encoded arbitrary SQL interface
SHA-256 af6404a125d1e4eb67425ec17f2abeec7242fb6f7377de739e47cb7f5d147eee Hash for sql6.aspx
Filename doc_helper.aspx / doc_view_666b2dde.aspx Duplicate file-management webshells enabling arbitrary file operations
SHA-256 053c8dfb147262aaedf0d9cdce631ad73cfd5b1a808114c12bbe5adfe4796302 Hash for doc_helper.aspx and doc_view_666b2dde.aspx
Filename dl_e6.aspx Loader that copies e6475722.exe to C:WindowsTempv11.exe and attempts execution
SHA-256 80d778c9d9e44896f08b1a196254527e39da4e8ce5edebf8d296b7dec6b7b3e0 Hash for dl_e6.aspx
Filename dl_v11.aspx Downloader that copies e6475722.exe to C:WindowsTempv11.exe
SHA-256 f7c233df3423912296a4e78dd1fa7a1f6412606177336be0762961c93e8fae3c Hash for dl_v11.aspx
Filename dl_icn.aspx Downloader that retrieves c22.exe and writes it as C:WindowsTempfw.exe
SHA-256 548df87041ea2cbe99fc519fd89c5b7cdfe935d87a803a80a5f747aa9f076091 Hash for dl_icn.aspx
Filename launchfw.aspx Loader that downloads c22.exe as fw.exe and executes it through Process.Start and WMI
SHA-256 79cc5855375b5c840bae8263dc3dc5a9fd9cbd7920ab4ed65d407fd830d3eda1 Hash for launchfw.aspx
Filename potato4.aspx EFSRPC named-pipe token-impersonation and privilege-escalation payload
SHA-256 a407f540f4eb0c8fae5cd83fa6e210df6c4ed7fca6aedb6ebc5efbf031989ac4 Hash for potato4.aspx
Filename cb1_glutton.bin Primary Tomcat or Undertow GLUTTON injector
SHA-256 00759d29178baabcbe9682a953c64e179fd24d86dac0d6abdc8e5070216923f2 Hash for cb1_glutton.bin
Filename cb1_glutton_wl.bin WebLogic or CAS ticket-interception GLUTTON variant
SHA-256 f51ab15a89155ce4d3bcd0a65cf6a3ccf62115f502e0863c19baf93d11c57acc Hash for cb1_glutton_wl.bin
Filename cb1_redis_glutton.bin Redis-assisted GLUTTON payload writer
SHA-256 853222ffdcc74dd606f6ff79ff353ce3626d50e54e9aa1a87fb03e2121e82aaf Hash for cb1_redis_glutton.bin
Filename MethodInvoker.class Tomcat or Undertow in-memory filter component
SHA-256 218d8508c2035c78b49d33e087e33643f4f906af5694be68cf939f17fa4b5ffd Hash for MethodInvoker.class
Filename confusion_d0c41072a0dc784c.jsp Obfuscated JSP loader for PNG-carried in-memory payloads
SHA-256 2deac4ab60f6cb1bb65fa4df5dbd9dcf7b7bc27e16bea55c3ddbe47154720277 Hash for confusion_d0c41072a0dc784c.jsp
Filename confusion_d0c41072a0dc784c_nodejs.html Obfuscated Node.js loader for PNG-carried in-memory payloads
SHA-256 e6ee24c6775867714d1e4b586d75c0168e61ba49b36e0a29b73cbc925df6ae47 Hash for confusion_d0c41072a0dc784c_nodejs.html
Filename CommonsBeanutils1.bin Java deserialization payload used to download a second-stage implant
SHA-256 1c00ce5354c91a9db878e2b4db750c2a74140e0d15aeac9b8cecf4599598b736 Hash for CommonsBeanutils1.bin
Filename CommonsCollections6.bin Java deserialization callback and second-stage downloader payload
SHA-256 27fae1b7be68b0c27c5dad33aaed9de5b38406fb20b971757b6be386e3ffc7a6 Hash for CommonsCollections6.bin
Filename Spring1.bin Spring gadget-chain downloader delivered through the fake MySQL workflow
SHA-256 77f5b5321e2f5c18b3c610e50084b98201fb6214e13665cc49da5afbf3f49611 Hash for Spring1.bin
Filename fakeserver_new.py Fake MySQL-compatible service used for deserialization-based initial access
Filename xor_bd.py XOR-encoded webshell client used against an Indonesian Foreign Ministry URI
Filename deploy_all.sh Script used to deploy PHP webshells masquerading as WordPress files
File path wp-content/plugins/class-wp-settings.php PHP webshell masquerading as a WordPress plugin file
File path wp-content/cache/cache-main.php PHP webshell masquerading as a WordPress cache file
File path wp-content/uploads/maintenance-check.php PHP webshell masquerading as a WordPress maintenance file
File path wp-includes/class-wp-l10n.php PHP webshell masquerading as a WordPress core file
XOR key d0c41072a0dc784c Recovered repeating key used by GLUTTON PNG-carried webshell loaders
Byte sequence FF 88 00 Payload-end marker searched by GLUTTON PNG-carried loaders

Disclaimer: HackersRadar reports on cybersecurity threats and incidents for informational and awareness purposes only. We do not engage in hacking activities, data exfiltration, or the hosting or distribution of stolen or leaked information. All content is based on publicly available sources.

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Emy Elsamnoudy

Emy Elsamnoudy

Emy is a cybersecurity analyst and reporter specializing in threat hunting, defense strategies, and industry trends. With expertise in proactive security measures, Emily covers the tools and techniques organizations use to detect and prevent cyber attacks. She is a regular speaker at security conferences and has contributed to industry reports on threat intelligence and security operations. Emily's reporting focuses on helping organizations improve their security posture through practical, actionable insights.

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