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Beyond “Prompt and Pray”

O'Reilly on Data

TL;DR: Enterprise AI teams are discovering that purely agentic approaches (dynamically chaining LLM calls) dont deliver the reliability needed for production systems. A shift toward structured automation, which separates conversational ability from business logic execution, is needed for enterprise-grade reliability.

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CIOs face mounting pressure as AI costs and complexities threaten enterprise value

CIO Business Intelligence

CIOs are under increasing pressure to deliver meaningful returns from generative AI initiatives, yet spiraling costs and complex governance challenges are undermining their efforts, according to Gartner. hours per week by integrating generative AI into their workflows, these benefits are not felt equally across the workforce.

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From project to product: Architecting the future of enterprise technology

CIO Business Intelligence

For CIOs leading enterprise transformations, portfolio health isnt just an operational indicator its a real-time pulse on time-to-market and resilience in a digital-first economy. In todays digital-first economy, enterprise architecture must also evolve from a control function to an enablement platform.

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Generative AI in the Enterprise

O'Reilly on Data

In enterprises, we’ve seen everything from wholesale adoption to policies that severely restrict or even forbid the use of generative AI. Unexpected outcomes, security, safety, fairness and bias, and privacy are the biggest risks for which adopters are testing. 54% of AI users expect AI’s biggest benefit will be greater productivity.

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Agentic AI design: An architectural case study

CIO Business Intelligence

The analyst firm Forrester named AI agents as one of its top 10 emerging technologies this year and that it will deliver benefits in the next two to five years. Development teams starting small and building up, learning, testing and figuring out the realities from the hype will be the ones to succeed.

Testing 135
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The Race For Data Quality in a Medallion Architecture

DataKitchen

Next, data is processed in the Silver layer , which undergoes “just enough” cleaning and transformation to provide a unified, enterprise-wide view of core business entities. The Medallion architecture offers several benefits, making it an attractive choice for data engineering teams. Bronze layers can also be the raw database tables.

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How IT leaders use agentic AI for business workflows

CIO Business Intelligence

Agentic AI is the new frontier in AI evolution, taking center stage in todays enterprise discussion. The study found better oversight of business workflows to be the top perceived benefit of it. She sees potential in using agents to schedule client work and match client requirements with the best-skilled and cost-effective resources.

IT 132