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In an authored article for BankInfoSecurity Asia, Farid Roshan– Global Head, AI-Infused Digital, Altimetrik, explores why scaling engineers alone will not solve the enterprise AI challenge.

The article examines why governance, security, observability and enterprise ownership must be built into this architecture from the start. The opportunity is not simply to adopt the biggest model, but to create an intelligent AI ecosystem that continually chooses the right model for the right decision and optimizes for business outcomes.

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