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@anonaurauser

AI security and cybersecurity intern at THE ARZENS, building a CICIDS2017 intrusion-detection ML pipeline and automating security workflows.

Pakistan
Message

At THE ARZENS, I built a network intrusion-detection ML pipeline using Random Forest, XGBoost, and MLP models on CICIDS2017 data; MLP performed best. I also delivered a feature-engineering pipeline with statistical drift detection through a versioned GitHub release.

As a Red Team Intern at Cyberster, I performed reconnaissance and enumeration in authorized lab environments and tested web vulnerabilities using security tools and intentionally vulnerable applications. I also practiced privilege escalation, persistence techniques, lateral movement, and network pivoting.

My projects include a NIST SP 800-207-aligned Zero Trust architecture with dynamic trust scoring and automated threat response, using Ollama for local AI threat analysis. I also built a distributed file system with encrypted storage, JWT-based authentication, and AI-assisted monitoring.

At Air University, where I’m studying for a BS in Cybersecurity, I focus on practical work across AI security, red teaming, penetration testing, and security automation. I’ve also built tools for passive security assessment and YARA-based malware analysis.

Experience

Work history, roles, and key accomplishments

II
Current

AI Data Annotation Intern

Infinity Wave Inc

Sep 2026 - Present (1 month)

Annotating and labeling AI training datasets to support model development and quality improvement pipelines. Applying attention to detail and domain knowledge to improve dataset accuracy for AI systems.

CY

Red Team Intern

Cyberster

Jan 2026 - Present (9 months)

Performed reconnaissance and enumeration in authorized lab environments using Subfinder, Assetfinder, Amass, WhatWeb, Httpx and Gowitness. Tested web vulnerabilities including SQL Injection, Command Injection, XSS, LFI, IDOR and Broken Access Control using Burp Suite, SQLMap and intentionally vulnerable applications.

Education

Degrees, certifications, and relevant coursework

Air University logoAU

Air University

Bachelor of Science, Cybersecurity

2024 -

Pursuing a BS in Cybersecurity with relevant coursework in Network Security, Operating Systems, Programming, AI Systems, and Secure System Design.

SK

SkillFront

ISO/IEC 27001:2022 Information Security Associate, Information Security

Earned the ISO/IEC 27001:2022 Information Security Associate certification.

FO

Forage

Cybersecurity Job Simulation, Cybersecurity

Completed a cybersecurity job simulation.

EC-Council logoEC

EC-Council

Introduction to Dark Web, Anonymity and Cryptocurrency, Cybersecurity

Completed the Introduction to Dark Web, Anonymity and Cryptocurrency course.

AR

arcX

Foundation Level Threat Intelligence Analyst, Threat Intelligence

Earned the Foundation Level Threat Intelligence Analyst certification.

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