This 12-minute conference talk by Bikram Pain explores the decoding of quantum chaos through eigenstate correlations as part of the 10th Indian Statistical Physics Community Meeting organized by the International Centre for Theoretical Sciences. Delve into advanced concepts in quantum physics where Pain examines how correlations between eigenstates can reveal patterns in quantum chaotic systems. The talk contributes to the nonlinear physics track of the meeting, specifically addressing classical and quantum chaos. This presentation is part of a broader three-day discussion meeting (April 23-25, 2025) that brings together scientists, postdoctoral fellows, and graduate students from across India working in various areas of statistical physics, including quantum fluids, disordered systems, biological physics, soft matter, and complex systems.