
The Million-Hour Illusion: Why the Real Profits in Robotics AI Are Moving Beyond Raw Video
As robotics video data hits one million hours, margins concentrate in automated conversion, rights clearance, and proprietary operational workflow access.
DeepSeek V4-Pro 0813 suffers reasoning degradation from post-training overfitting, requiring Harness scaffolding; deployment teams should choose V4-Flash or Qwen instead.


As robotics video data hits one million hours, margins concentrate in automated conversion, rights clearance, and proprietary operational workflow access.

Chinese state capital is fragmenting by mandate: market stabilization funds trim legacy holdings, leaving insurance and industrial vehicles buying elsewhere.

Trump's August 13 Section 232 drone tariffs mandate domestic component provenance, penalizing dependent importers while subsidizing American subsystem manufacturing capacity.






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