• Pattern: Energy flows from light capture to chemical energy across photosynthetic and photobiological systems, unified by transfer steps, quantum yield measurements, and overall efficiency metrics [3], [8], [9], [11], [14], [17].

• Pattern: Enzymatic engines as core drivers of bioenergetics, tracing redox and glycolytic enzymes from lipoyl dehydrogenase/diaphorase to glyceraldehyde-3-phosphate dehydrogenase and pyruvate kinase, including ATP-dependent reactions [4], [5], [6], [7], [10], [20].

• Pattern: Pigment biosynthesis and functional roles of carotenoids in light harvesting and photoprotection, linking pigment synthesis with energy capture in bacteria and plants [1], [15], [19].

• Pattern: Luminescent and optical signals as proxies for energy processes, integrating bioluminescence and yield measurements to probe energy transduction in biological systems [11], [12].

• Pattern: Assimilatory power and energy budgeting in photosynthetic contexts, comparing energy capture and conversion across organisms and conditions [2], [17].