HK2 and neurodegenerative disease: In summary, our study illuminates the PKA‐miniNLRP3‐HK2‐NLRP3 inflammasome axis as a key driver of neuroinflammation in hyperglycemic stroke, with broader implications for diabetes and neurodegenerative diseases.