A cultural essay examining how publishing gatekeepers shape what is printed, what is silenced, and how curated narratives define public reality. Explores historical patterns, modern media power, and the democratic stakes of epistemic control.

A robust news article classification system combines a two-stage linear analysis of SEO-driven editorial style features with an independent embedding-based semantic analysis using transformer ensemble methods, under noisy, real-world data conditions.