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Posts in category: LLM Exploit Development

A LiteLLM 1.83.14 exploit chain leaks the master key through callback metadata, then abuses non-sandboxed Jinja2 GitLab prompts to achieve server-side RCE.

From API Key to Server Takeover: How LiteLLM 1.83.14 Chained Secret Leakage and Jinja2 SSTI into RCE

May 13, 2026
by oxfemale LLMLLM Exploit DevelopmentRCE

A LiteLLM 1.83.14 exploit chain leaks the master key through callback metadata, then abuses non-sandboxed Jinja2 GitLab prompts to achieve server-side RCE.

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Jenny was a Friend of Mine - MCPs and Friends

Jenny was a Friend of Mine – MCPs and Friends

April 24, 2026
by oxfemale Claude AIExploit DevelopmentGhidraLLMLLM Exploit DevelopmentRedTeamReverse EngineeringWinDBG

The article shows how Claude Code plus MCP can automate vulnerability hunting with RE, fuzzing, RAG, bounty scoring, and strict validation gates to reduce LLM hallucinations and confirm real bugs.

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MAD Bugs: Feeding Claude Phrack Articles for Fun and Profit

MAD Bugs: Feeding Claude Phrack Articles for Fun and Profit

April 22, 2026
by oxfemale Claude AIExploit DevelopmentLLM Exploit Development

The article shows Claude turning a Phrack rsync exploit write-up into a faster working ARM64 RCE, rebuilding missing pieces, debugging without GDB, and even helping audit patched code for variants.

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MAD Bugs: Claude Wrote a Full FreeBSD Remote Kernel RCE with Root Shell (CVE-2026-4747)

MAD Bugs: Claude Wrote a Full FreeBSD Remote Kernel RCE with Root Shell (CVE-2026-4747)

April 1, 2026
by oxfemale AI Security ResearchExploit DevelopmentexploitationFreeBSDkernel-modeLLM Exploit DevelopmentRCEROPStack Overflow

Researchers showed that the Claude AI model could generate a working exploit for a FreeBSD kernel vulnerability (CVE-2026-4747), producing a remote root shell by building a stack overflow and ROP chain with minimal human guidance.

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Recent Posts

  • Automating MS-RPC vulnerability research
  • NGINX Rift: The 18-Year-Old Rewrite Bug That Turned a Single HTTP Request into Potential RCE
  • HWMonitor Trojanized to Deliver Multi-Stage STX RAT via DLL Sideloading
  • DLL Sideloading & Proxying for Advance Red Team Engagements
  • From API Key to Server Takeover: How LiteLLM 1.83.14 Chained Secret Leakage and Jinja2 SSTI into RCE

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