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Adithyan Arun Kumar

Offensive Security Researcher | AI · LLM · Agent Security

Security Engineer (AI) at Salesforce  ·  M.S. Information Security, Carnegie Mellon
OSCP · OSEP · OSWE · CRTP · CREST CRT · CEH (Master)


Coordinated Disclosures CVE-2025-45691 Focus

tensorflow openclaw hermes-agent promptfoo ragas


$whoami

I break AI systems for a living. I'm a product security engineer and offensive researcher focused on the security of LLMs, autonomous agents, and the infrastructure around them: MCP, A2A, gateways, and RAG pipelines.

My open-source work centers on finding and fixing high-impact vulnerabilities in the tools the AI ecosystem is being built on: evaluation frameworks, agent runtimes, and AI assistants used by hundreds of thousands of developers. Below is a record of my public security research, responsible disclosures, and open-source contributions.


Security Research & Responsible Disclosures

Coordinated-disclosure vulnerabilities I discovered and reported in widely-used open-source AI/ML projects, spanning codebases with a combined ~625k GitHub stars. Every entry links to a public, verifiable reference.

Project Reach Vulnerability Severity Reference
openclaw (personal AI assistant) ~381k★ LLM-driven gateway config-injection: bypass exec approvals, disable auth, and inject MCP servers via config.patch Critical GHSA-xmjq-5cvf-v7gj
(coordinated)
hermes-agent (agent runtime) ~208k★ Unauthenticated plugin code execution via dashboard loader High 7.8 Report #46435
GHSA-mcfc-hp25-cjv7
hermes-agent ~208k★ Authorization bypass via spoofed From: header (email gateway) High 7.0 Report #46434
GHSA-rxqh-5572-8m77
promptfoo (LLM eval / red-team toolkit)
used by OpenAI & Anthropic
~23k★ Second-order Nunjucks SSTI → Remote Code Execution in renderPrompt High 8.3 Fix PR #9693
GHSA-7x7g-w3q4-fv98
promptfoo ~23k★ RCE via storeOutputAs register collapse (file:// dynamic import) High 8.3 Fix PR #9693
GHSA-f5hv-jrwp-gh59
RAGAS (LLM evaluation framework) ~15k★ Arbitrary File Read in multimodal prompt handling High 7.5 CVE-2025-45691 · GHSA
openclaw ~381k★ Server-Side Request Forgery on all bot media-fetch paths Medium GHSA-3fv3-6p2v-gxwj

Open-Source Contributions

Pull requests to major open-source projects: security fixes, hardening, and disclosure infrastructure.

Project Reach Contribution
tensorflow/tensorflow ~196k★ Fix out-of-bounds write in MaxPoolGradWithArgmax GPU kernel (CWE-787)
promptfoo/promptfoo ~23k★ Harden eval template rendering to close RCE sinks
vibrantlabsai/ragas ~15k★ Patch CVE-2025-45691 + add security controls
vibrantlabsai/ragas ~15k★ Add responsible-disclosure policy (SECURITY.md)
github/advisory-database n/a Publish RAGAS advisory GHSA-v2xr-wvrv-p969
OWASP/www-chapter-coimbatore n/a OWASP chapter website & content

I also file detailed reliability reports in high-traffic projects, e.g. openclaw #55330 and #55410.


Security Tooling

Open-source offensive-security and AI-security tools I build and maintain.

Tool Stack Description
AgentHound Go Offensive security framework for AI-agent infrastructure: recon, credential looting, model exfiltration, poisoning, and attack-path analysis across MCP, A2A, gateways, and AI services. "BloodHound for the agentic stack."
AgentMask TypeScript Context-level secret isolation for AI coding agents (Claude Code, Copilot). Keeps secrets out of the LLM context window with sub-50ms hook latency.
PixelPoison Python Adversarial image generation for Vision-Language Model (VLM) security testing.
WAVE Python Web Application Vulnerability Exploiter: automated web vulnerability scanner.
BufferSploit Python Semi-automated CLI for stack-based buffer-overflow exploitation.
Slacksploit Python Forensic framework for enumerating Slack artifacts on a host.

More on my repositories · talk decks.


Publications

Full list on ORCID.

  • A Comprehensive Approach for Enhancing OSINT through Leveraging LLMs
  • Diminishing Popularity of Encoder-Only Architectures in Machine Learning Models
  • LSAF: A Novel Comprehensive Application and Network Security Framework for Linux
  • Reverse Engineering and Backdooring Router Firmwares

Certifications

OSEP · OSWE · OSCP · CRTP · CREST CRT · CREST CPSA · GCCEP · CEH (Master) · ICSI CNSS · Fortinet NSE


Let's talk security: LinkedIn · Blog

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