Notes.
- Security
- Python
- ML
Building an AI intrusion detection pipeline
From raw packets to anomaly scores: how I wired Scapy, feature extraction and a small neural net into a live dashboard.
- AI
- RAG
- Next.js
RAG for exam prep: lessons from PrepMate AI
Chunking, retrieval and prompt design choices that mattered when generating study material from a student's own notes.
- Security
- TypeScript
Authentication notes: OAuth2, MFA and JWT
A practical checklist from building SecureAuth: short-lived tokens, refresh rotation and where MFA belongs in the flow.