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ExternalAI
AWS Machine Learning Blog

Optimize blueprint extraction accuracy in Amazon Bedrock Data Automation

Blueprint instruction optimization is a BDA feature that automatically refines your extraction instructions to address this challenge directly. You provide three to ten example documents with expected values, and BDA refines your blueprint instructions to improve accuracy in minutes, not weeks. No separate model fine-tuning is required. By the end of this post, you can optimize your blueprints to improve accuracy, run the optimization workflow through the Amazon Bedrock console or the API, and a

Advanced (300)Amazon BedrockAmazon Bedrock Data Automation
AWS Machine Learning BlogRead original
ExternalMobile Development
Apple Developer News

Deprecation of the ImageCreator class

As we continue to refine our approach to image generation, the ImageCreator class is being discontinued and will no longer work in iOS 27, iPadOS 27, macOS 27, and visionOS 27 or later. When we introduced the Image Playground framework, we included the ImageCreator class as a way for apps to generate images programmatically using the on-device image generation model. If your app uses the ImageCreator class, here's what to expect: Beta OS releases: Your code will continue to compile, but you’ll

Apple Developer NewsRead original
ExternalSoftware Engineering
DZone

Rust-Native Alternatives to Spark SQL and DataFrame Workloads

Apache Spark is one of the most powerful tools in the data and AI engineering world. It helps process massive datasets and is widely used across industries, irrespective of cloud platforms. But when you move from learning Spark to running it in production, you start seeing real challenges.

DZoneRead original
ExternalBackend Development
Laravel News

Laracon US 2026 Reveals Its Full Speaker Lineup

Laracon US 2026 has announced its complete speaker lineup for July 28-29 in Boston, headlined by Taylor Otwell, Aaron Francis, Nuno Maduro, and Kent C. Dodds. The post Laracon US 2026 Reveals Its Full Speaker Lineup appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like this directly in your inbox.

News
Laravel NewsRead original
ExternalSoftware Engineering
DZone

The AI Autonomy Spectrum: 7 Architecture Patterns for Intelligent Applications

For decades, the software industry has integrated databases, APIs, messaging systems, and distributed services into enterprise applications. Now, large language models (LLMs) have become a new architectural component. Despite widespread interest in AI and numerous tutorials, many engineering teams are still asking a fundamental question: How should AI be integrated into software systems? AI integration does not follow a single architectural style. For example, a retrieval-augmented generation (R

DZoneRead original

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