From Biological Leap to Logical Projection: A Re-examination of the Essence of Intelligence

 This research report presents a profound ontological examination of the foundations 
of contemporary Artificial Intelligence (AI). By constructing a binary analytical 
framework juxtaposing "Intelligence as Entity" against "Intelligence as Logical 
Simulation," the study systematically deconstructs the biological origins of intelligence 
and the essential nature of computational modeling. Grounded in evolutionary biology 
and complex systems theory, this report posits that intelligence is an adaptive 
capacity emerging within living systems under thermodynamic non-equilibrium to 
maintain homeostasis. Its defining characteristics reside in "Closure to Efficient 
Causation" and embodiment.