02 / The Gap
Data is the bottleneck. Judgment is the missing piece.
DATA / HOURS
~500K
of quality physical-interaction data exists globally, against the tens of millions needed. A reported data gap of roughly 99%.
COST / HOUR
$1K–10K
for a single hour of high-fidelity manipulation data.
SIM FAILURE
CONTACT-RICH
Simulation structurally fails on friction, slip, compliant grasping. The exact unstructured job-site failures that matter.
REAL-WORLD COST
$51M / 1 LIFE
A Tesla Optimus unit pinned a maintenance worker (Fremont, Feb 2025), drawing a reported $51M suit. A reported first robot-caused worker fatality (Nov 2025) traced to sensors misclassifying a human as an object.
REGULATION
0 STANDARDS
Construction is the hardest, least-covered surface. There are still no OSHA humanoid standards. Safety judgment is unowned.
PULL QUOTE
“Simulation can grade whether data was captured. It cannot grade whether a robot made the right safety call.”