Anthropic introduced Model Hardware Standard (MHS) — a single interface for AI systems that work with physical devices, including robotic arms and laboratory tools. According to The Decoder, in early tests the hardware connection took hours instead of weeks.

The same tests revealed a limitation: Claude sometimes did not understand physical causal relationships. Therefore, according to the published description, human oversight remains necessary. The source is presented as an independent report, but the evidentiary base is limited to metadata and one publication.