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Following the COVID-19 pandemic, the clinical patterns of pediatric respiratory infections have undergone significant changes, with increasing attention on the immunological imprint left by Post-Acute Sequelae of SARS-CoV-2 infection (PASC), commonly known as Long COVID. A perplexing clinical phenomenon has been observed: some children with a history of Long COVID exhibit a disproportionately severe inflammatory response and extensive lung injury when encountering common community-acquired pneumonia, such as that caused by Mycoplasma pneumoniae or Streptococcus pneumoniae, inconsistent with their pathogen load. This review aims to dissect this phenomenon and proposes the "Immune Priming and Two-Hit" model as its core pathophysiological framework. This model posits that the Long COVID state constitutes the "first hit," establishing a "primed" or "hyper-reactive" immune baseline through viral persistence, trained immunity-induced monocyte reprogramming, and sustained endothelial dysfunction. Upon the "second hit" of a bacterial infection, this primed immune system triggers a dysregulated, synergistically amplified inflammatory cascade. The mechanisms involve the exponential release of cytokines such as Interleukin-6 (IL-6), IL-1β, and Tumor Necrosis Factor-α (TNF-α), inflammation-mediated immunothrombosis, and excessive activation of Neutrophil Extracellular Trap formation (NETosis), ultimately leading to severe outcomes like Acute Respiratory Distress Syndrome (ARDS) and necrotizing pneumonia. Consequently, identifying and defining this "Hyper-inflammatory endotype" is of critical clinical importance. We define it as an "endotype" to emphasize the distinct, host-determined pathophysiological mechanisms underlying it, rather than merely a collection of clinical manifestations. By monitoring biomarkers such as ferritin, D-dimer, lactate dehydrogenase (LDH), and lymphocyte counts, clinicians may be able to perform early risk stratification of these children. This approach not only facilitates a shift in therapeutic strategy from purely antimicrobial therapy to "host-directed therapy"-emphasizing the necessity of early, adequate corticosteroid use and consideration of anticoagulation-but also provides a new theoretical basis and intervention window for preventing long-term sequelae such as pulmonary fibrosis.