LangChain4j Brings the Blackboard Pattern to the JVM

The LangChain4j 1.16.0 release notes carry a line that should make anyone running a multi-agent system on the JVM stop scrolling: Introduce Blackboard agentic pattern. Until now, when you wanted agents to coordinate in LangChain4j, you reached for one of the orchestration shapes the library already gave you through AgenticServices: a sequence, a parallel fan-out … Read more

Quarkus optimizations that change the cold-start budget for serverless workloads on Java

Quarkus 3.35 ships three optimizations that, stacked together, change the cold-start budget for serverless workloads on Java: build-time JAR tree-shaking, Profile-Guided Optimization for native builds, and Semeru AOT support. Each one targets a different layer. Tree-shaking cuts the classes you ship. PGO improves native code quality. Semeru AOT reduces JVM startup time for teams that … Read more