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Beyond “Prompt and Pray”

O'Reilly on Data

The prompt-and-pray modelwhere business logic lives entirely in promptscreates systems that are unreliable, inefficient, and impossible to maintain at scale. A shift toward structured automation, which separates conversational ability from business logic execution, is needed for enterprise-grade reliability.

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Escaping POC Purgatory: Evaluation-Driven Development for AI Systems

O'Reilly on Data

Someone hacks together a quick demo with ChatGPT and LlamaIndex. The system is inconsistent, slow, hallucinatingand that amazing demo starts collecting digital dust. Check out the graph belowsee how excitement for traditional software builds steadily while GenAI starts with a flashy demo and then hits a wall of challenges?

Testing 174
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Simplify data integration with AWS Glue and zero-ETL to Amazon SageMaker Lakehouse

AWS Big Data

To harness the full potential of their data, businesses must enable seamless access and consolidation from these varied sources. This allows data analysts, data engineers, and data scientists to quickly explore ingested data and develop data products that meet the needs of business teams.

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Incremental refresh for Amazon Redshift materialized views on data lake tables

AWS Big Data

Amazon Redshift is a fast, fully managed cloud data warehouse that makes it cost-effective to analyze your data using standard SQL and business intelligence tools. 2 in the same S3 bucket and customer prefix location. 2 in the customer prefix of your S3 bucket. 2 file by altering the customer key from 999999999 to 111111111.

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Generative AI in the Enterprise

O'Reilly on Data

We see plenty of room for growth, particularly as adopters discover new use cases and reimagine how they do business. The most common reason, by a significant margin, was difficulty finding appropriate business use cases (31% for nonusers, 22% for users). Only 4% pointed to lower head counts. for nonusers, 6.7% for users).

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Accelerate SQL code migration from Google BigQuery to Amazon Redshift using BladeBridge

AWS Big Data

Businesses often struggle to efficiently translate their existing BigQuery code to Amazon Redshift, which can delay critical data modernization initiatives. Tens of thousands of customers use Amazon Redshift every day to run analytics, processing exabytes of data for business insights.

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Accomplish Agile Business Intelligence & Analytics For Your Business

datapine

When encouraging these BI best practices what we are really doing is advocating for agile business intelligence and analytics. Therefore, we will walk you through this beginner’s guide on agile business intelligence and analytics to help you understand how they work and the methodology behind them. What Is Agile Analytics And BI?