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Build and deploy a UI for your generative AI applications with AWS and Python

AWS Machine Learning - AI

The emergence of generative AI has ushered in a new era of possibilities, enabling the creation of human-like text, images, code, and more. Solution overview For this solution, you deploy a demo application that provides a clean and intuitive UI for interacting with a generative AI model, as illustrated in the following screenshot.

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AI will transform the enterprise ‘in a generation,’ say CDOs

CIO

Despite the many concerns around generative AI, businesses are continuing to explore the technology and put it into production, the 2025 AI and Data Leadership Executive Benchmark Survey revealed. Last year, only 5% of respondents said they had put the technology into production at scale; this year 24% have done so.

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Multi-LLM routing strategies for generative AI applications on AWS

AWS Machine Learning - AI

Organizations are increasingly using multiple large language models (LLMs) when building generative AI applications. For example, consider a text summarization AI assistant intended for academic research and literature review. Consider, for instance, a customer service AI assistant handling a diverse range of inquiries.

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Research: Businesses optimistic as they deploy generative AI

CIO

GenAI is a megatrend that rivals the evolution of the internet itself – and it is set to transform global enterprises and entire industries. NTT DATA’s landmark Global GenAI Report underscores how the technology is gaining momentum. More than 90% of CIOs and CTOs are reviewing their network architecture due to the demand for GenAI.

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Research: Businesses optimistic as they deploy generative AI

CIO

GenAI is a megatrend that rivals the evolution of the internet itself and it is set to transform global enterprises and entire industries. NTT DATAs landmark Global GenAI Report underscores how the technology is gaining momentum. More than 90% of CIOs and CTOs are reviewing their network architecture due to the demand for GenAI.

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Four generative AI use cases for businesses

CIO

As business leaders look to harness AI to meet business needs, generative AI has become an invaluable tool to gain a competitive edge. What sets generative AI apart from traditional AI is not just the ability to generate new data from existing patterns. Take healthcare, for instance.

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7 ways gen AI can create more work than it saves

CIO

But a substantial 23% of respondents say the AI has underperformed expectations as models can prove to be unreliable and projects fail to scale. So for all its vaunted benefits to efficiency, gen AI doesn’t always reduce workloads. That means AI output will require additional oversight, review, editing, correction, or re-work.