What happened? Mammotion, responsible for many of the best robot lawn mowers on the market, showcased a new mapping system at IFA 2025 that should make its products even more accurate. Why is this ...

The system uses a machine learning technique called attention-based map encoding, trained through reinforcement learning.

Even if you have the perfect vacuum, you may wonder how robot vacuums know the floor plan. Premium robot vacuum cleaners offer multiple types of obstacle sensors and mapping technologies for ...