cybersecurityai & llmszero-trust

Hello, I'm
Arun Kumar S.

Computer Science student at University of Wollongong in Dubai specializing in AI-driven cybersecurity, zero-trust architectures, and autonomous threat detection pipelines.

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I'm a Computer Science student at the University of Wollongong in Dubai. My work focuses on autonomous threat intelligence, zero-trust detection pipelines, and high-performance local AI inference. I've engineered high-stakes AI solutions to win the Innovation Hackathon 2025, and presented research at the 17th SRC Conference at Zayed University.

3.5 / 4Academic GPA
80%Academic WAM
5+Featured Projects
Education

Bachelor of Computer Science

University of Wollongong in Dubai

September 2024 - Present

WAM: 80-85%
Certifications

Certified in Cybersecurity (CC)

ISC2

Issued: September 2026 · Cert ID: 3705974

Verified CredentialActive (2026 – 2029)
✨ Projects & Research

AI Security & Zero-Trust Pipelines.

Here are my featured threat detection pipelines, hackathon winners, and AI security initiatives I've engineered.

Zero-NoiseAMD AI Developer Cloud Hackathon

Autonomous SOC-in-a-Box pipeline engineered to eliminate alert fatigue by transforming raw log anomalies into high-fidelity threat intelligence via dual-agent LLM chain (Ollama & Qwen2-7B) on AMD MI300X GPU clusters.

AMD ROCmOllamaQwen2-7BStreamlitLocal LLM InferenceLightning Studio
Beyond the BlacklistICCTRDA 2026 (Vietnam) • Springer LNNS

Peer-reviewed paper accepted for presentation (Springer LNNS) w/ K. Poonacha, M. Kumar, and M. Alattar. Hybrid Zero-Trust framework combining RoBERTa NLP and network forensics via Digital Trust Score.

Zero-TrustRoBERTaFastAPINetwork ForensicsDigital Trust Score
Jarvis
JarvisWon Innovation Hackathon 2025

AI-powered Enterprise OS unifying security, HR, and productivity with real-time digital twins to map infrastructure and automated intelligence pipelines for threat response.

Digital TwinsEnterprise Infrastructure MappingAutomated Threat Response
NoteMateXAI Study Platform

All-in-one AI study platform with smart Study Archive, automated flashcard generation, Humanizer translation pipeline, OCR note extraction, and secure Server Mode audio learning.

OCRPrompt EngineeringPersistent StorageTTT Pipeline
The Illusion of Compliance
The Illusion of ComplianceISDIA 2027 (Dubai) • Springer LNNS

Peer-reviewed paper accepted for presentation (Springer LNNS) w/ K. Poonacha and M. Kumar. Demonstrates how federated unlearning audit receipts leak sensitive data, mapping GDPR trade-offs.

Federated UnlearningCryptographic ProofsGDPR CompliancePrivacy Trade-Offs
AI Model Extraction Detection
AI Model Extraction DetectionSchool of Cyber Defense (TechFirm)

Secure victim inference API built via FastAPI, deploying heuristic traffic analysis to autonomously neutralize adversarial model inversion and data extraction attacks against production models.

FastAPIAdversarial MLHeuristic Traffic AnalysisAPI SecurityModel Inversion
Autonomous Library Robot
Autonomous Library RobotEmirates Robotics Competition 2026

ROS 2 Humble software in Gazebo simulation for a TIAGo Pro mobile manipulator to autonomously locate, grasp, and place physical objects using real-time computer vision.

ROS 2 (Humble)GazeboUbuntu LinuxComputer VisionTIAGo Pro
Self-Hosted Zero-Trust HomelabEnterprise Homelab Infrastructure

Private cloud Windows server secured with Cloudflare Zero Trust tunnels and Cloudflare One split-tunnel VPN, protecting local network resources without exposing public IP addresses.

Cloudflare Zero TrustSplit-Tunnel VPNWindows ServerNetwork Security
SecurityGuard NIDS
SecurityGuard NIDSNetwork Intrusion Detection System

Modular Python-based network intrusion detection system with live packet capture, sliding-window traffic analysis, YAML rule validation, SQLite persistence, and multi-vector threat detection.

PythonScapySQLiteYAMLNetwork ForensicsPacket Capture
NetGuard Lite
NetGuard LiteLightweight Network Threat Detector

Targeted network monitoring tool engineered for real-time ARP-spoofing and port-scan detection, concurrent packet processing, JSON Lines logging, and SIEM integration via Splunk.

PythonScapyKali LinuxSplunk SIEMARP SpoofingPort Scanning
Don't Get Played
Don't Get PlayedUniversity AI Cyber Series • dontgetplayed.ae

Four-part narrative AI-generated video series submitted to the dontgetplayed.ae competition, combining generative storytelling with phishing education and threat awareness.

Generative AICyber AwarenessPhishing PreventionPrompt Engineering
Project EchoAI Digital Identity • Hackathon Prototype

Generative AI persona prototype exploring digital identity representation, integrating Tavus avatar streaming and Gemini API for context-aware conversational simulation.

TavusGemini APIGenerative AIBoltDigital Persona
Evil Twin Wireless AnalysisWireless Security & Packet Analysis

Wireless security analysis pipeline replicating rogue access point attacks and performing deep packet inspection to extract forensic network metadata from captured traffic.

Wireless SecurityScapyPacket InspectionNetwork AnalysisForensics
1 / 13 projects

Core Capabilities
& Expertise.

Specialized engineering across autonomous SOC pipelines, zero-trust network defense, adversarial ML auditing, and applied robotics.

Autonomous SOC & Threat IntelligenceDual-agent LLM triage pipelines, log anomaly filtering on AMD GPU clusters, edge threat classification, and real-time SIEM integration.
Zero-Trust & Network DefenseModular NIDS pipelines with sliding-window packet analysis, Cloudflare Zero Trust tunnels, split-tunnel VPNs, and wireless attack inspection.
Adversarial ML & Privacy AuditingHeuristic model extraction detection, victim API defense, federated unlearning cryptographic receipts, and GDPR privacy trade-off analysis.
Predictive Analytics & Intent ForensicsMeta RoBERTa semantic intent modeling, structural metadata forensics, and dynamic Digital Trust Score (DTS) algorithms for fraud detection.
Applied AI & Autonomous SystemsROS 2 and Gazebo robotics simulation, real-time digital twins for enterprise systems, RAG knowledge platforms, and generative persona streaming.

Let's work together.

Feel free to reach out for research collaborations, cybersecurity projects, or AI opportunities.

📞 +971 58 919 6581 • Dubai, UAE