The Internet Has Become Too Complicated for Simple Conversation | Why We Need a Better Talk Layer

A category-style article about why the internet needs a simpler conversation layer: public talk, less profile friction, less algorithmic mediation, and more user control.

Aug 16, 2026 · 7 min · Akhat T. Kuangaliyev

The Missing Layer Between Humans and AI | Why AI Needs Expert Knowledge

AI needs more than documents and tools. It needs an Expert AI Layer: structured human judgment, methods, rules, and exceptions that help models act like experienced professionals.

Aug 7, 2026 · 10 min · Akhat T. Kuangaliyev