🧠 Computing Science | AI | Security | Education
🔬 Research-driven systems builder.

I design and build secure, explainable learning systems, connecting theory → models → working software with a strong focus on real-world impact.

• AI-driven learning systems (Grade 3–6).
• Secure & ethical educational AI.
• Explainable AI in low-resource environments.
• Cross-subject knowledge reinforcement.
• Systems-level understanding of algorithms and data structures.

• AI Learning Systems – Experimental models for reinforcing concepts across subjects.
• Security & Web Vulnerabilities – Documented vulnerabilities with practical mitigation insights.
• Systems Programming (C) – Low-level implementations to study performance, memory, and learning behavior.
• Algorithms & Data Structures – Theory translated into executable models.

• 📝 Medium – Research reflections, technical breakdowns, and learning notes
  👉 https://medium.com/@mngugi7
• 🔐 Sentry Information (WordPress) – Security analysis, vulnerability write-ups, and awareness content
  👉 https://sentryinformation.wordpress.com/

• Artificial Intelligence in Education.
• Secure Learning Systems (K–12).
• Privacy-Preserving ML.
• Web & Mobile Vulnerability Research.

• Secure AI tutoring system for primary education.
• Web vulnerability documentation (100-part series).
• C & Linux systems tooling.

• Building a secure AI education platform for primary learners
• Bridging academic research and practical systems
• Preparing research-grade projects for MSc-level work