Physical AI for Humanoids
The Invisible Architecture Behind the Robotics Boom

A guest post by Till Möller* | Translated by AI 5 min Reading Time

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Today, humanoid robots work just as fast as humans. The real revolution is happening behind the scenes—in virtual worlds where machines learn before they perform their first task.

Humanoid robots can match human performance in certain tasks.(Image: Gemini / AI-generated)
Humanoid robots can match human performance in certain tasks.
(Image: Gemini / AI-generated)

Since late 2025, humanoid robots have rapidly moved from the research environment into productive applications. According to Statista, approximately $2.65 billion was invested in humanoid robot startups in 2025. In addition, demonstrations of advanced systems were held at CES 2026 and the Hannover Messe.