Periodic Labs says an end-to-end physical-world research loop requires physical agency, lab-building, effective experimental campaigns, AI systems designed for the work, and effective use of computational tools.

“so in order to do the end-to-end loop with the physical world,”

“it really requires your ability to have agency over the physical world to build these labs,”

“to run the campaigns effectively,”

“to create AI systems against that,”

“to make them good users of the computational tools.”