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M&As, MCPs and why clean data is essential

The Waters Wrap: Financial firms are racing to adopt AI—but the payoff depends on having the right foundations, particularly clean, normalized data, writes Wei‑Shen.

The Pigeon Tower at Bellevue by Paul Cezanne
Credit: Paul Cezanne

Everybody wants to “do” artificial intelligence. We have banks like JP Morgan that plan to deploy more AI agents that can work more autonomously and for longer than current versions. Then there are investment management firms like Man Group that use agentic AI solutions to create alpha-generating strategies for their funds. 

Vendors, too, are working to improve their solutions with AI and to help their clients use AI tools more efficiently. Symphony, for example, recently introduced an AI agent

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How governance-first architecture stabilizes complex systems

Chetan Patil argues that many transformation projects fail not because of the technology but because of weak data governance. Adopting a governance-first discipline early (and building speed, resiliency, and credibility over time) is best.

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