AI + EducationMar 14, 2026 8 min
Building AI Systems for Education That Go Beyond Chatbots
Real educational AI requires assessment loops, content pipelines, adaptive difficulty, and measurable outcomes.
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Notes on AI, education, and systems
Perspectives from the intersection of applied AI and technical product development.
AI EngineeringFeb 19, 2026 6 min
What Makes an AI Prototype Actually Useful
The difference between a demo that impresses and a prototype that ships comes down to architecture decisions in week one.
ReadInfrastructureJan 9, 2026 10 min
Designing Browser-Based Remote Labs
Running real VMs through a browser is harder than it looks. Lessons from building lab infrastructure for cybersecurity education.
ReadResearchDec 4, 2025 7 min
From Voice Security Research to Production AI
How academic research on voice impersonation defense shaped my approach to applied AI systems.
ReadStrategyNov 14, 2025 9 min
Evaluating a Custom AI Solution Before Building It
A practical framework: what questions to ask, how to scope a pilot, and when AI isn't the answer.
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