What changed. The combined pipeline, layout model plus language model, solidified as what most contributors describe using. Visual-language models transitioned from experimental to operational use. Self-hosted options matured sufficiently that individual developers describe building competitive pipelines on consumer hardware. The automated label transformed from something contributors were enthusiastic about to something they describe with specific, earned doubt.
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