Aishwarya discusses the evolution of AI in engineering, highlighting the limitations of current tools that mimic junior engineers rather than enhancing domain knowledge. She emphasizes the need for systems that understand architectural contexts, moving beyond basic code generation to truly support engineers in their work. The conversation explores the shift from initial excitement around AI tools to a deeper understanding of their role in software development.