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Our work bridges , contextual modulation , and junction‑based consolidation —a combination not explored to date. The dual‑junction concept is inspired by the hippocampal index theory (Teyler & DiScenna, 1986) and recent memory‑augmented networks (Santoro et al., 2016), but differs by treating semantic and contextual streams as co‑equal binding partners rather than a hierarchical key‑value pair.

The world's population is projected to reach 9.7 billion by 2050, with 68% of people living in urban areas (UN, 2020). This rapid urbanization poses significant challenges for food systems, as cities must provide nutritious and sustainable food for their growing populations while minimizing environmental impacts. Traditional agriculture is a significant contributor to greenhouse gas emissions (14.5% of global GHG emissions), deforestation, and water pollution (FAO, 2019). Therefore, innovative solutions are needed to ensure food security and sustainability in urban areas. alice 85jj

Alice 85JJ: Exploring the Career and Evolution of a Romanian Adult Model Our work bridges , contextual modulation , and