AI Security· 15 min read
My Honest Review on C-AgAIPen Exam
I passed C-AgAIPen on the first try. Real difficulty, lab breakdown, comparison with C-AI/MLPen, and whether the cert is worth it in 2026.
CVE disclosures, AI red-teaming, and CTF writeups — published as they clear validation.
AI Security· 3 min read
What Hit My Linux Honeypot in 7 Days? 108K Attack Sessions Analyzed
Over seven days, my Linux honeypot recorded 108,114 sessions, 21,038 commands, and 15 unique payloads. What first looked like routine Mirai-era noise led to a coordinated RedTail/XMRig deployment involving SSH scanning, rival-miner cleanup, and persistence.
AI Security· 8 min read
AI Red Teamer to Mechanist: The Identity Gap Few Talks About
Switching from AI red teaming to mechanistic interpretability. The identity gap, transferable skills, and what the career pivot actually requires.
AI Security· 5 min read
How I mistakenly Crushed My Senior Year Project before Demo Day?
I pentested my own graduation project days before demo day. OTP bypass, prompt injection against Gemini 2.5 Flash, and what broke.
AI Security· 14 min read
Conducting Security Testing on Senior Year Project: AI-Powered Wardrobe Platform
A manual appsec & AI Red Teaming assessment of our AI-powered senior project. OTP bypass, visual prompt injection against Gemini 2.5 Flash, and JSON break-out technique one t-shirt recommended for a wedding.
AI Security· 3 min read
I Asked an AI About Its Security Policies: It Gave Me the API Key
A simple prompt about security policies tricked an AI chatbot into leaking its API key. Real-world case study on AI deployment security failures.
AI Security· 5 min read
Breaking an AI-Powered Shell
Red teaming an AI-powered shell application — prompt injection, command injection, and sandbox escape techniques against LLM-integrated CLI tools.
AI Security· 12 min read
My C-AI/MLPen Exam Journey
Detailed walkthrough of the C-AI/MLPen certification exam — preparation strategy, exam format, key challenges, and practical tips for AI/ML penetration testing.
AI Security· 15 min read
Cross-Detector Inconsistency in AI Text Detection: A Benchmark Study with Hybrid Evasion Techniques
Research analyzing how AI text detection tools disagree when facing hybrid evasion techniques. Cross-detector benchmark with paraphrasing and stylistic manipulation.