AI Infrastructure Security • Low-Level Memory Forensics • Offensive Tool Engineering • Red Teaming Automation
foo@ubuntu:~$ Youssef.info()
> Operating at the critical intersection of Low-Level Systems Engineering,
AI Privacy, and Offensive Cyber Security.
> Primary Mission: Breaking and securing next-generation AI serving
infrastructure through rigorous forensic measurement.
> Specialization: Dynamic heap analysis, runtime VRAM profiling,
protocol-layer hijacking, and high-performance reconnaissance engines.
> Core Languages: Go (Golang), Python, C/C++, Bash Scripting.Status: Under Review at Expert Systems with Applications (ESWA, Impact Factor: 9.4)
Focus: Architected a multi-tier benchmarking orchestration framework to rigorously evaluate large language models on their capabilities to detect, parse, and identify complex cryptographic ciphers under varied metadata and prompt constraints.
┌─────────────────────────────────────────────────────────────────────┐
│ REPO: Local-LLM-Forensics │
│ ───────────────────────────────────────────────────────────────── │
│ Official codebase accompanying the local LLM forensic paper. │
│ ✦ Memory-dumping harnesses │
│ ✦ Automated network fuzzing batteries │
│ ✦ Raw /proc/mem heap parsers │
│ ✦ Custom low-level patches for strict runtime memory │
│ zeroisation in llama.cpp and Ollama runtimes │
└─────────────────────────────────────────────────────────────────────┘
┌─────────────────────────────────────────────────────────────────────┐
│ REPO: ACTS-Benchmark │
│ ───────────────────────────────────────────────────────────────── │
│ Data orchestration engine and evaluation harnesses for │
│ multi-tier cipher identification accuracy across leading LLMs. │
│ ✦ Automated generation pipelines │
│ ✦ Multi-tier evaluation harnesses │
│ ✦ Cross-architecture benchmarking support │
└─────────────────────────────────────────────────────────────────────┘
┌─────────────────────────────────────────────────────────────────────┐
│ TOOL: Fastrails [Go / Golang] │
│ ───────────────────────────────────────────────────────────────── │
│ Blazing fast, concurrent subdomain extraction from SecurityTrails. │
│ ✦ Bypasses traditional API rate limitations via session cookie │
│ management and dynamic low-level authentication structures │
│ ✦ Harvests up to 10,000 subdomains per target seamlessly │
│ ✦ Native concurrency for maximum throughput │
└─────────────────────────────────────────────────────────────────────┘
┌─────────────────────────────────────────────────────────────────────┐
│ TOOL: SigmaRecon [Python] │
│ ───────────────────────────────────────────────────────────────── │
│ Advanced enterprise-grade subdomain enumeration orchestrator. │
│ ✦ Integrates 23+ industry-standard passive/active recon tools │
│ ✦ Automated multi-threaded validation pipelines │
│ ✦ Wildcard elimination & structured intelligence data output │
│ ✦ Immediate target mapping and intelligence structuring │
└─────────────────────────────────────────────────────────────────────┘
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║ CATEGORY ║ WEAPONRY & TOOLS ║
╠══════════════════════════╬══════════════════════════════════════════════════════════════╣
║ Languages ║ Go (Golang) · Python · C/C++ · Bash Scripting ║
╠══════════════════════════╬══════════════════════════════════════════════════════════════╣
║ Forensics & Reversing ║ GDB · cuda-gdb (Direct VRAM Probing) · AddressSanitizer ║
║ ║ (ASan) · Memory Mapping (/proc/[pid]/maps) · Valgrind ║
╠══════════════════════════╬══════════════════════════════════════════════════════════════╣
║ Offensive Operations ║ Custom Fuzzing Battery Development · Protocol-Layer ║
║ ║ Exploitation · Automated Recon Pipelines ║
║ ║ Traffic Analysis (Wireshark / tcpdump) ║
╠══════════════════════════╬══════════════════════════════════════════════════════════════╣
║ AI Infrastructures ║ llama.cpp & llama-server builds · CUDA & OpenBLAS runtimes ║
║ ║ Ollama Core · LM Studio Daemons · GGUF Specs ║
╠══════════════════════════╬══════════════════════════════════════════════════════════════╣
║ Systems & DevOps ║ Advanced Linux Kernel Tuning · Isolated Network Namespaces ║
║ ║ (netns) · Docker Containerization · WSL2 HW Passthrough ║
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[ MISSION LOG ] ─────────────────────────────────────────────────────
"Automating the offensive lifecycle and securing the AI frontier.
One deterministic vulnerability at a time."
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