Zain Amir

I've built production Python AI agents at Asrix Prime Berhad, including custom tools, memory systems, FastAPI integrations, and RAG pipelines connected to external services.

I also architected an end-to-end automated SOC homelab using Wazuh, Shuffle, VirusTotal, TheHive, Azure, Docker, and Ubuntu. My detection-to-case workflow runs in under 60 seconds with zero manual steps and is validated with MITRE ATT&CK-mapped simulations.

For CyberSentinel-AI, I built a four-model intrusion detection ensemble trained on 2.83 million CIC-IDS2017 flows, achieving a 0.9997 validation ROC-AUC. I productionised it with FastAPI, Docker, Azure Event Hubs, Azure Functions, Microsoft Sentinel, KQL rules, Grafana, and SHAP explainability.

I'm a self-taught, fast-shipping IT graduate focused on cybersecurity, networking, AI/ML engineering, and security automation. I also bring experience in network design, penetration testing, digital forensics, blockchain development, and technical troubleshooting.