𝗪𝗵𝘆 𝘁𝗵𝗲 𝗡𝗲𝘅𝘁 𝗕𝗿𝗲𝗮𝗸𝘁𝗵𝗿𝗼𝘂𝗴𝗵 𝗶𝗻 𝗥𝗼𝗯𝗼𝘁𝗶𝗰𝘀 𝗦𝘁𝗮𝗿𝘁𝘀 𝗪𝗶𝘁𝗵 𝗛𝘂𝗺𝗮𝗻-𝗢𝗽𝗲𝗿𝗮𝘁𝗲𝗱 𝗠𝗮𝗰𝗵𝗶𝗻𝗲𝘀

Robotics systems are improving quickly, but most of their shortcomings show up in the same place:

real operations. Not in demos, not in labs, and not in carefully designed pilot programs, but in facilities where work happens every day and conditions are rarely ideal.

Across logistics, manufacturing, healthcare, defense, and commercial environments, robots are being askedto operate in spaces that were designed for people. These spaces are dynamic, inconsistent, and shaped by decades of human behavior. The gap between robotic capability and operational reality is not primarily a hardware problem or a lack of sophisticated algorithms. It is a data problem.

More specifically, it is a problem of not having enough exposure to how work is actually done.