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The technical issues of large financial institutions often stem from disorderly expansion. Rapidly scaling through mergers and acquisitions without truly unifying the underlying system architecture has resulted in a reliance on third-party IT outsourcing to maintain operations. These legacy problems have hindered efficiency and innovation speed. However, the emergence of AI has changed this situation—companies now have the motivation and tools to completely resolve these technical debts instead of continuing to outsource to contractors. This wave of AI may be precisely what drives traditional institutions to accelerate modernization and rebuild core system competitiveness.