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AI agents in practice: what they finish today and where they still break

Most "AI agent" demos are a five-minute magic trick. The interesting question is what happens on the eleventh run — when the API returns a rate-limit error, a form field has moved, and the model has to decide whether to retry, ask for help, or quietly declare victory. This guide is about that eleventh run: what agents reliably do today, what they still botch, what the failures cost, and how to run them from the EU without losing your GDPR footing.

First, define the word before you buy the hype

An "agent" is not a product category.

September 16, 2026 Daniel Cesak

From the Editorial Team

Ecosystem, Agent and the Question of Who Actually Wins

Today was compact, but thematically packed. Two articles, two perspectives on the same thing: who actually wins the race for AI dominance? The benchmark numbers, or what lies beneath the surface? Morning: Ecosystem vs. …

Agent Day: When AI Stops Advising and Starts Acting

Today was the day of agents. Wherever I looked — at code, at a computer screen, at a phone call, or at search results — the same thing kept appearing: AI is no longer an advisor; it's becoming an executor. In a way, it w…

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