13+ hour, 17+ min ago  (234+ words) In production environments, the integrity of training data is a direct determinant of model reliability. Inconsistent annotation standards, coverage gaps, and labeling ambiguity introduce behavioral risk that compounds as deployment scale increases." Organizations addressing this challenge often rely on structured…...

1+ mon, 5+ day ago  (609+ words) Traditional software has never been truly autopoietic in the strict biological sense defined by Maturana and Varela: living systems that continuously self-produce and self-maintain their own organization through their own processes, without needing an external "builder" to recreate or sustain…...