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AI at university: rules, servers and people

Why a single AI policy isn't enough for a university, which infrastructure makes the rules real, and how a polytechnic differs from a teacher-training school.

The Teacher's AI Toolkit in 2026: What Actually Works and What's Still a Demo

Assistants moved inside Google Classroom, Microsoft 365 and Ukraine's state Mriia platform. A look at the platforms, the Gallup and OECD numbers, and the new legal framework.

AI Tools in Web Development 2026: Agents, Credits, and Frameworks That Talk to Machines

What changed in AI tooling for frontend developers in 2026: market consolidation, Copilot's usage-based billing, MCP in Next.js and Chrome DevTools, GhostApproval, and what to do about it.

Frontend in September 2026: React stabilizes, tooling gets rewritten in Rust, and AI changes the rules

React 19.3, Bun 1.4 and pnpm 12 in Rust, Vitest 5, Tailwind joins Shopify, Safari 27, and what AI is doing to frontend and open source. A practical monthly roundup with a checklist.

Time of Engineers, Time of Fear, Time of Choice

Why IT engineers shouldn't fear AI: managing AI effectively requires genuine technical expertise, deep architectural thinking, and the ability to guide machines. A personal journey from deploying a local AI stack to understanding why code-writing is not engineering.