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  5. GitLab 19.4 Adds Goal-Driven Agents and Tighter Cost Controls
GitLab 19.4 Adds Goal-Driven Agents and Tighter Cost Controls
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GitLab 19.4 Adds Goal-Driven Agents and Tighter Cost Controls

GitLab has released version 19.4 of its DevSecOps platform, adding a goal-driven mode to GitLab Duo CLI, three hosted open-weight models, a larger set of Model Context Protocol (MCP) tools, and more detailed controls for AI spending. By…

DevelopmentInfoQPublished: October 12, 2026
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DevelopmentInfoQOct 12, 2026

Article: When Should You Use Liquid Clustering? Benchmarking Lakehouse Layout Strategies

Physical data layout is one of the most consequential decisions in lakehouse engineering. The author compares Liquid Clustering, ZOrdering, and partitioning across four workload types on Delta Lake, uncovering two undocumented failure…

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DevelopmentInfoQOct 12, 2026Content in its original language: Portuguese

Podcast: What Does It Really Mean To Program With AI: A Conversation with Joy Ebertz

In this podcast, Michael Stiefel spoke to Joy Ebertz about how the use of artificial intelligence is changing the way architects and developers do their jobs. Focusing on the long term success of the business is one of the most neglected…

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DevelopmentInfoQOct 12, 2026

Java News Roundup: Grails 8, Open Liberty, GlassFish, Infinispan, LangChain4j, Spock

This week's Java roundup for October 5th, 2026, features news highlighting: OpenJDK JEPs Proposed to Target for JDK 28; Lazy Constants elevated to Candidate status; the GA releases of Apache Grails 8.0 and Open Liberty 20.0.0.10; point…

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