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Azure and Community Guidelines on Choosing Between a Skill or a Sub-Agent

In a recent Azure Architecture blog article, Azure lead engineer Kishorekumar Pattabiraman outlines practical criteria for choosing between skills, sub-agents, and other approaches when building AI systems, emphasizing reusability, simplicity, and long-term maintainability. By Sergio De Simone

Azure and Community Guidelines on Choosing Between a Skill or a Sub-Agent

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In a recent Azure Architecture blog article, Azure lead engineer Kishorekumar Pattabiraman outlines practical criteria for choosing between skills, sub-agents, and other approaches when building AI systems, emphasizing reusability, simplicity, and long-term maintainability. By Sergio De Simone

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Presentation: From Thousands to One: Building LLM-Powered Selection Systems البرمجيات

Presentation: From Thousands to One: Building LLM-Powered Selection Systems

Jendrik Jördening shares practical engineering strategies for integrating LLMs into production pipelines. He discusses overcoming non-determinism, restricting schemas, separating semantic text extraction from deterministic code, and validating choices using discriminator models. Learn how to structure LLMs with an MVC approach to ensure database integrity, observability, and system reliability. By Jendrik Jördening

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Java News Roundup: Simple JSON API, GlassFish, Jakarta EE, JNoSQL, Open Liberty, LangChain4j البرمجيات

Java News Roundup: Simple JSON API, GlassFish, Jakarta EE, JNoSQL, Open Liberty, LangChain4j

This week's Java roundup for August 10th, 2026, features news highlighting: Simple JSON API proposed to target for JDK 28; an update on Jakarta EE 12; the August 2026 edition of Open Liberty; a point release of LangChain4j; maintenance releases of Eclipse JNoSQL and GraalVM Native Build tools; the third milestone release of GlassFish 9.0; and the second beta release of Groovy 6.0. By Michael Redlich

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AWS Open-Sources Dogwood, Extending Cedar to Govern Sequences of Agent Tool Calls البرمجيات

AWS Open-Sources Dogwood, Extending Cedar to Govern Sequences of Agent Tool Calls

AWS has open-sourced Dogwood, a policy language extending Cedar with temporal conditions so rules can reason about an agent's prior tool calls rather than one request in isolation. It covers approvals, rate limits and running totals, ships under Apache 2.0, and is supported in AgentCore Policy, though the reference interpreter is not production-ready. By Steef-Jan Wiggers

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AWS Introduces Native Vector Search for DynamoDB البرمجيات

AWS Introduces Native Vector Search for DynamoDB

Amazon DynamoDB recently introduced native vector search, allowing developers to store embeddings alongside application data and run approximate nearest-neighbor queries directly from DynamoDB without using a separate vector database. The feature supports filtered similarity searches and configurable vector indexes for semantic search workloads. By Renato Losio

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