At AsiaFIC 2026, a recurring theme emerged across discussions on agentic AI, interoperability, governance, and cloud infrastructure: AI readiness is increasingly becoming an architecture challenge. As financial institutions move from AI experimentation to production deployment, fragmented market data, inconsistent operational contexts, and disconnected enterprise systems are creating new barriers to scale. The firms best positioned for AI success may not be those with access