AI Automation Engineer · Cybersecurity · MCP & Agentic AI · Infrastructure
📍 Bengaluru, India · Open to relocate: EU / UK / Sweden
✉️ info.aravindkumars@gmail.com
🌐 Portfolio · LinkedIn
I build at the intersection of AI automation, cybersecurity, and infrastructure. My focus right now:
- Agentic AI & MCP servers — connecting models to real workflows via Model Context Protocol
- AI-powered security tooling — threat detection, log analysis, vulnerability automation
- ML pipelines — supervised classification, phishing detection, cybersecurity threat modelling
- Workflow automation — ServiceNow, Shell scripting, REST API integration
| Project | What it is | Stack |
|---|---|---|
| 🛡️ RAG Guardrails & API | Secure Retrieval-Augmented Generation pipeline featuring input/output safety guardrails, hallucination checks, and a clean API wrapper | Python, FastAPI, RAG, LLM Security |
| 📊 Telemetry Agent | System telemetry and monitoring agent for tracking device performance, resource utilization, and operational health metrics | Rust, tokio (asyn runtime), axum (web framework), rusqlite |
| 🔌 SecOps MCP Server | Model Context Protocol server for security operations — exposing threat intelligence and log analysis tools directly to AI clients | Python, TpeScript/Node.js, @modelcontextprotocol/sdk, Docker |
| 🛡️ Real-Time Phishing Detection | End-to-end ML pipeline detecting phishing URLs — Random Forest / Decision Tree classifier trained on labeled URL datasets | Python, scikit-learn, Pandas, NumPy |
| ⚙️ ServiceNow Workflow Automation | Full employee self-service catalog — WiFi router request with automated approval routing and fulfillment | ServiceNow, Workflow Engine |
| 🌐 Portfolio | Personal portfolio — PLM projects, cloud infrastructure, AI/ML work | HTML, GitHub Pages |
AI & ML
Python · scikit-learn · Pandas · NumPy · Ollama (local models) · Claude API · Supervised Learning
Automation & Architecture
Shell Scripting · Java · REST APIs · ServiceNow · MCP (Model Context Protocol) · Docker · Git
Infrastructure & Security
Linux / Windows Administration · Proxmox VM · TCP/IP · VLANs · Penetration Testing · Vulnerability Assessment
Languages
Python · Java · C++ · JavaScript · SQL · XML
Databases
MySQL · Oracle · MSSQL
Completed an internship at NeuralArc Global conducting penetration testing and vulnerability assessments across systems and network infrastructure. Applied ethical hacking methodologies to identify, exploit, and document vulnerabilities with structured remediation reports.
- Aerospace & Defence client — Led end-to-end Teamcenter PLM implementation covering Requirements Management, Document Management (ECR/ECO workflows), Change Management, and ESOP process controls across Dev → QA → Production environments
- Cloud infrastructure — Managing Proxmox-based VM environment for enterprise PLM and licence server infrastructure (Windows + Linux)
- AI training delivery — Delivering structured AI/LLM training sessions at Tara Infotech
I'm actively building, learning, and looking for opportunities in AI engineering and automation — particularly in agentic AI, MCP server development, and AI-powered security tooling.
Open to: remote roles · EU/UK/Sweden relocation · internships · collaborations