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imraneggy/README.md
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Profile Views   CISM   Experience   Open to Work


About Me

AI Security Engineer and Cloud Security Architect with 8+ years in enterprise cybersecurity — spanning XDR deployment, Zero Trust architecture, CNAPP governance, and AI platform engineering.

I design and build production AI-powered cybersecurity platforms at $0 cloud cost using local LLMs, edge computing, and agentic AI orchestration. Four production AI security platforms shipped, plus a public Android fintech project. Zero vendor lock-in.

Role AI Security Engineer · Cloud Security Architect
Certifications CISM · OCI Multicloud Architect · OCI Gen AI Professional · OCI AI Foundations · AZ-900 · Cisco Ethical Hacker · Cisco Cybersecurity Analyst · Cisco Network Defense · Cisco Endpoint Security · CWHH · C-WAST
Education M.Sc. Cyber Forensics & Information Security
Specialisation XDR · CNAPP · Zero Trust · CTEM · AI Red Teaming · DevSecOps · GRC Automation
Frameworks NIST CSF 2.0 · ISO 27001:2022 · MITRE ATT&CK · CIS v8 · OWASP · GDPR · NIS2 · DORA · SAMA

Key Achievements

Capability Impact Details
AI Security Platforms $200K+/yr saved Built autonomous pentest platform replacing commercial VAPT — Dockerized, hardened, governance-ready
XDR Deployment 45% faster MTTD Unified endpoint, network, email, and cloud telemetry with automated correlation
SOAR Automation 50% less triage Playbook-driven response with MITRE ATT&CK mapping
Cloud Security (CNAPP) 30% fewer CVEs Multi-cloud posture management with custom compliance queries mapped to CIS v8
Zero Trust Architecture 50% fewer breaches Conditional Access + PAM + ZTNA across hybrid infrastructure
DevSecOps 70% less drift Shift-Left security embedded in CI/CD pipelines
Attack Surface Management 60% more visibility Discovered 320+ shadow IT assets across enterprise environments
ISO 27001 Certification Zero non-conformities Led full certification cycle — policy authoring through external audit
Best Performer FY 2022-2023 Recognised for exceptional contributions to cybersecurity excellence and innovation
Phishing Response 40% faster SLA AI-powered email security analytics and automated SOAR incident response
Alert Noise Reduction 35% less noise Intelligent XDR detection rule tuning improving SOC analyst productivity
Attack Surface Reduction 20% reduced Comprehensive VAPT identifying and remediating OWASP Top 10 vulnerabilities

Core Expertise

Security Operations & Architecture

  • XDR/EDR — Unified telemetry across endpoint, network, email, cloud (Trend Micro Vision One)
  • CNAPP — Cloud-native posture management with custom compliance policies (Palo Alto Prisma Cloud)
  • Zero Trust — Conditional Access, PAM governance, ZTNA, micro-segmentation
  • SOAR — Automated playbooks with MITRE ATT&CK correlation
  • SIEM — Cross-layer detection engineering, alert tuning, false positive reduction
  • NAC — Network access control and micro-segmentation at enterprise scale (FortiNAC)
  • ASM — Attack surface discovery, shadow IT identification, exposure management
  • VAPT — Vulnerability assessment and penetration testing (Burp Suite, Nmap, Nuclei, SQLMap)

AI Engineering & Platform Development

  • Local LLMs — llama.cpp, Ollama, GGUF model deployment on edge hardware
  • Agentic AI — Multi-agent orchestration with LangChain, LangGraph, ReAct patterns
  • RAG Pipelines — ChromaDB vector search for policy/compliance knowledge retrieval
  • Edge AI — NVIDIA Jetson deployment for air-gapped, offline-capable inference
  • Full-Stack — Python (FastAPI, Flask), React 18, PostgreSQL, Redis, SQLite
  • Docker & DevSecOps — Container hardening, CI/CD security, Shift-Left practices
  • Multi-Cloud — AWS, Azure, OCI, GCP — architecture, security, and governance
  • GRC Automation — ISO 27001, NIST CSF, CIS v8, OWASP, GDPR, NIS2, DORA, SAMA
  • AI-Assisted Dev — Claude Code, OpenAI Codex, Google AI Studio, NotebookLM
  • Testing & Automation — Playwright E2E, Selenium CDP, pytest, CI/CD pipelines

Now

  • 🚀 Shipping Exchangia v0.13.6 — Android 14+ AED→INR aggregator · 11 verified sources · gold-rate module · self-hosted runner pipeline · $0 ops cost. Releases · Technical report
  • 🛠 Maintaining 4 production AI security platforms in private repos (SOC-PC1 · AI-Pentest · ARIA · AI-Cyber-Dash) — code walkthroughs available on request
  • 🎯 Open to: AI Security Engineer / Cloud Security Architect roles in UAE (relocation considered for SG / AU / DE)

Languages

  • English — Professional working proficiency
  • Tamil — Native
  • Hindi — Conversational
  • Arabic — Basic (UAE workplace)

Flagship AI Security Projects

1. SOC-PC1 — Production On-Prem AI Security Platform

Single-host enterprise SOC platform — 4-VM micro-isolated, AI-orchestrated, $0 cloud cost

┌──────────────────────────────────────────────────────────────────────────┐
│  MISSION   On-prem SOC operations + autonomous pentest at enterprise    │
│            scale, fully air-gapped scan plane, zero vendor licensing     │
├──────────────────────────────────────────────────────────────────────────┤
│  Hardware  HP DL380p Gen8 — 48 vCPU / 251 GB RAM / single-host KVM      │
│  Topology  4 VMs on libvirt mgmt-net + dedicated air-gap subnet         │
│            vm-pentest · vm-ops · vm-edge · vm-cyberdash                  │
│  Edge      Caddy reverse proxy → 5 vhosts · Authelia 2FA TOTP +          │
│            group-based ACL · WireGuard remote access                     │
│  Compute   30+ services across 11 docker-compose stacks ·                │
│            healthchecks · restart policies · 50 iptables FORWARD/INPUT  │
│  AI Stack  LangGraph multi-agent observability with T0–T3 policy gates  │
│            qwen2.5:3b triage + qwen3-30b-a3b reason · age-encrypted env │
│  Pentest   Nmap · Nikto · Nuclei · Sqlmap · Katana + MobSF · APKiD ·    │
│            JADX · APKLeaks · trufflehog · lief — orchestrated dispatch  │
│  Data      692 production scans · pentest.db (SQLite WAL) · 346K CVE    │
│            records (NVD + CISA KEV + EPSS) · Qdrant RAG (OWASP corpus)  │
│  Observ.   Prometheus · Alertmanager · Grafana · Loki · cAdvisor ·       │
│            Telegram alerts · daily LLM-rendered digest                   │
│  Reliable  10 systemd watchdogs (5-min sweep, idempotent) ·             │
│            38-section as-built v1.4 · 11-scenario operator runbook ·    │
│            cockpit auto-recover · libvirt snapshot before risky ops     │
│  Security  15-min sliding session · MASVS rollup mobile compliance ·     │
│            air-gapped scan-plane (iptables FORWARD/INPUT drops) ·       │
│            role-based RBAC (admin / viewer / bot)                       │
│  Backup    Off-host backup → private GitHub (configs + 7.5 MB DB.gz)    │
├──────────────────────────────────────────────────────────────────────────┤
│  IMPACT    Replaces commercial VAPT + SIEM stack · $0 cloud cost ·       │
│            33-component health-check green · documented runbook +        │
│            as-built v1.4 · DR-restorable from off-host backup (DB+cfg)  │
└──────────────────────────────────────────────────────────────────────────┘

Linux Mint KVM libvirt Caddy Authelia WireGuard Prometheus Grafana Loki Ollama LangGraph Qdrant MobSF


2. Autonomous Penetration Testing Platform

Edge-deployed AI pentest platform — network + mobile APK security, production Docker deployment with full security hardening

┌──────────────────────────────────────────────────────────────────────────┐
│  MISSION   AI-orchestrated autonomous pentesting + governance reporting │
├──────────────────────────────────────────────────────────────────────────┤
│  AI Core   Local llama.cpp (Qwen2.5-3B GGUF) + OpenAI analysis        │
│  Hardware  NVIDIA Jetson Orin Nano 8GB — fully air-gapped, edge-native │
│  Deploy    Docker Compose — non-root container, hardened, single cmd   │
│  Network   Katana · Nikto · Nuclei · SQLMap · Nmap — AI-orchestrated   │
│  Mobile    androguard · apktool · APKLeaks · JADX — APK static analysis│
│  Backend   Python FastAPI · Uvicorn · SQLite · CPU/RAM-aware dispatch  │
│  Frontend  Vanilla HTML/CSS/JS · admin controls · bulk CSV/TXT import  │
│  Reports   Executive · Technical · Compliance · Mobile Assessment      │
│            ISO 27001 · SOC 2 · NIST CSF · OWASP · CIS · regional cybersecurity standards  │
│  Mobile    OWASP MASVS L1 compliance · Mobile Top 10 (2024) mapping    │
│  Report    Sectoral compliance · ISO 27001 framework cross-reference │
│            Severity-coded finding cards · remediation roadmap · PDF     │
│  Security  Login rate limiting · nmap script whitelist · XSS hardened  │
│            Step-up auth (all users) · CSP · CORS · audit trail export  │
│            Non-root container · cap_drop ALL · read-only filesystem    │
│            Auto-generated admin password · no hardcoded credentials    │
├──────────────────────────────────────────────────────────────────────────┤
│  IMPACT    53 FastAPI endpoints · ~25K LOC across 17 modules ·         │
│            5,059-LOC reporting engine · 22 governance templates ·      │
│            5 network + 4 mobile tools · 100% offline-capable ·         │
│            air-gap fonts (IBM Plex, JetBrains Mono) · zero vendor cost │
└──────────────────────────────────────────────────────────────────────────┘

Python FastAPI Docker SQLite OpenAI llama.cpp NVIDIA Playwright OWASP


3. AI Cybersecurity Intelligence Dashboard

Local-first C-Suite intelligence platform — $0 cloud LLM cost

┌──────────────────────────────────────────────────────────────────────────┐
│  MISSION   AI-powered executive cyber intelligence + SOC operations     │
├──────────────────────────────────────────────────────────────────────────┤
│  AI Core   Ollama local LLM (llama3.2:1b) + grounded prompt pipeline   │
│  Agents    Hybrid agentic orchestration — context/draft/finalize/       │
│            policy/verification with optional LangChain composition      │
│  Frontend  React 18 + GeoPulse Atlas (Leaflet) + KPI snapshots +       │
│            30-day AI intel chat + Spline 3D splash UX                   │
│  Backend   Python Flask (2,804-LOC routes.py · 34 endpoints) ·          │
│            27 modules · 420 KB backend · SQLAlchemy · PostgreSQL · Redis│
│  Bot       Telegram (95 KB) — interactive editorial workflow            │
│  Workflow  Admin curation → AI draft → Telegram edit → publish          │
│  Live Map  Leaflet + Check Point ThreatMap stream · 64-point bezier   │
│            arcs · antimeridian handling · 8s refresh · live-only       │
│  Sources   20+ RSS feeds · SHA-256 dedup · EV/automotive scoring boost │
│  Workflow  05:45 Asia/Dubai cron → Telegram preview → CISO approval → │
│            top 5 surface on dashboard · 30-day retention · MCP server  │
│  Integr.   n8n automation · Docker Compose · Nginx                     │
├──────────────────────────────────────────────────────────────────────────┤
│  IMPACT    $0 cloud cost · privacy-preserving · daily C-suite briefings│
└──────────────────────────────────────────────────────────────────────────┘

React Flask PostgreSQL Redis Ollama Docker Nginx


4. ARIA — AI IT Policy Manager

Multi-agent GRC automation platform — RAG-powered compliance governance

┌──────────────────────────────────────────────────────────────────────────┐
│  MISSION   Automated IT policy generation, review, and compliance      │
│            governance for enterprise organisations                      │
├──────────────────────────────────────────────────────────────────────────┤
│  AI Core   Ollama local LLM + ChromaDB RAG (vector similarity search)  │
│  Agents    4 specialised agents · 6 streaming SSE workflows             │
│            (chat · generate · finalize · revise · review · renew)       │
│            Autonomous Monitor — APScheduler 6-hour cycle ·              │
│            8 regulatory domains via DuckDuckGo                          │
│  Backend   Python FastAPI · Uvicorn · ChromaDB · LangChain             │
│  Frontend  Next.js 16 + React 19 + TypeScript 5 + Tailwind CSS 4       │
│            SSE streaming · token-by-token generation · inline editor    │
│  Coverage  UAE NESA · ISO 27001:2022 · UAE PDPL · NIST CSF 2.0 ·       │
│            CIS Controls v8 · ADDA · UAE Cybersecurity Law              │
│  Output    Policy drafts · compliance scorecards · gap analysis         │
├──────────────────────────────────────────────────────────────────────────┤
│  IMPACT    Automated GRC governance · audit-ready output · $0 cost     │
└──────────────────────────────────────────────────────────────────────────┘

FastAPI React ChromaDB LangChain Ollama


Tech Stack

Cybersecurity Platforms

Vision One XDR Prisma Cloud FortiNAC Arcon PAM Burp Suite Nmap Nuclei SQLMap

AI / LLM / Agentic AI

Claude AI OpenAI Ollama LangChain LangGraph ChromaDB spaCy NVIDIA Anthropic scikit-learn

Cloud Security

AWS Azure OCI GCP

Development & Infrastructure

Python React Flask FastAPI Docker Kubernetes PostgreSQL Redis Terraform n8n Nginx Playwright Selenium Vite Streamlit

Compliance & Governance

ISO 27001 NIST MITRE CIS OWASP Regional Compliance GDPR NIS2 DORA


Certifications

Certification Issuer Year
CISM — Certified Information Security Manager ISACA 2026
☁️ OCI Generative AI Professional Oracle 2025
☁️ OCI Multicloud Architect Professional Oracle 2025
🤖 OCI AI Foundations Associate Oracle 2025
☁️ OCI Foundations Associate Oracle 2025
🪟 AZ-900 — Azure Fundamentals Microsoft 2024
🔓 CWHH — Certified White Hat Hacker (L1 & L2) 2023
🔓 C-WAST — Certified Web Application Security Tester 2023
📋 ISMS Trained Auditor — ISO/IEC 27001:2022 2022
🌐 CCNA — Cisco Certified Network Associate Cisco 2021

GitHub Statistics

GitHub Streak
Contribution Activity

Philosophy

"The best security system is one that is invisible, intelligent, and costs nothing to run. AI is the key that makes all three possible — simultaneously."


Connect

GitHub   LinkedIn   Email


CISM · M.Sc. Cyber Forensics & Information Security


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