This study introduces the Instance-Aware Index Advisor (IA2), employing the TD3-TD-SWAR model for efficient index selection in databases. Demonstrated through TPC-H benchmarks, IA2 achieves superior efficiency. Future iterations of this work will aim to expand the discussion on the index choices across IA2 and comparative systems.