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Czech tech companies are assigning concrete AI-tool budgets. A Lupa.cz survey reports CZK 3,000 per employee and an internal CZK 20,000 monthly cap per developer at Apify. A limit alone still does not show whether AI completes valuable work.

A useful AI agent is not one clever prompt. It is a repeatable loop that finds work, executes it in a bounded environment, verifies it independently, stores evidence and stops at a human decision.

Security agents no longer just discover vulnerabilities. The OpenAI—Hugging Face incident shows why they need independent isolation, network boundaries, separate identities, monitoring, and a real emergency stop.

Gemini 4 Argon versus Opus 5.5 and GPT-6 Astra across coding, terminal agents and automation benchmarks—and how to compare them in your own workflow.

Seventy clips, a script and an editable timeline. A practical MCP workflow for preparing business video, with version checks and a human handoff.