5 pieces

Do robot vacuums really avoid obstacles? What the claim actually means
Partly. The claim usually covers only detection, the cheapest of four steps: detection, classification, avoidance, and recovery. Most…
4 min read

Do robot vacuums actually clean the whole floor?
Usually not fully, and the apps obscure it. Coverage splits into percent mapped, percent driven, and percent actually…
3 min read

Is any consumer robot fully autonomous in 2026?
No. Despite marketing claims of fully autonomous operation, nothing on the market reaches Level V generalized autonomy. Robot…
4 min read

How safe are consumer robots around kids and pets?
It depends on the category and the failure mode. Safety is probabilistic, not a checkbox. Vacuum cliff sensors…
6 min read

Does ‘AI’ actually make a robot vacuum more autonomous?
Usually not. The Autonomy Ladder classifies what a robot does, not the technology inside it, so most 2026…
2 min read
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