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Agents Don’t Need Better Models. They Need Payroll.

Agents Don’t Need Better Models. They Need Payroll.

Or: why the most important AI product of 2026 is an HR system. Every conversation about enterprise AI starts in the wrong place. Someone asks which model is smartest. Someone benchmarks reasoning. Someone waits for the next release, convinced that this will...
We Handed an Agent a Picture. It Read the Caption Instead.

We Handed an Agent a Picture. It Read the Caption Instead.

Editorial note: this is a side finding from a broader test of AI image-reading limits, published in full on webflux.pl — six hypotheses, six test images, one model reading blind. That piece was about what the model sees. This one is about what it does when it sees two...