Insights

Six building blocks, one system: LinkedIn posts in under 5 minutes, articles in 30 minutes of review, first response within hours — how AlpiType built its own AI content and sales pipeline.

Qt5 to Qt6 migration in practice: hidden effort, a four-phase plan, real cost and time ranges from real projects.

Qt's four architecture layers, QML vs. Widgets, typical mistakes and trade-offs — why the first two weeks decide the next five years.

State machine, observer, command, ring buffer, strategy, factory, RAII, facade, watchdog — with C++ code and a field example.

Why AI projects in regulated environments fail: architecture patterns for safety-critical systems in medical, aerospace, and industrial contexts.

Physical AI in manufacturing: Why most industrial AI projects fail at the data layer — and what edge inference actually requires to work reliably.