AI SECURITY · NETWORK SECURITY ENGINEER · APPLIED AI
|
I write about AI concepts, cybersecurity, network defense, and the projects I build while learning how intelligent systems can be used, secured, and understood.
A college-level breakdown of how DeepSeek-R1 used reinforcement learning and GRPO to incentivize reasoning, why the approach mattered, and how later work on hierarchical reasoning helps explain what may be happening inside RL-trained reasoning models.
How I added LSTM-based traffic-rate anomaly detection, decision fusion, and a dashboard to SentinelMesh.
How I trained a 1D convolutional neural network to classify IoT network traffic as benign or malicious.
How I designed a three-layer IoT intrusion detection system combining CNN classification and LSTM anomaly detection.
Why I'm building a security monitoring mesh for AI agents — and what problem it solves.
Five concepts from five years of enterprise security that show up in every serious AI incident.