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. Here, NLRP3 is linked to diabetes mellitus.