IBM Research introduced ScarfBench, an open benchmark for evaluating AI agents on enterprise Java framework migration tasks across Spring, Jakarta EE, and Quarkus. Tests of frontier coding agents show…
The Java ecosystem is formalizing AI in production with stable contracts. LangChain4j provides a Java-native LLM orchestration layer with declarative annotations and seamless integration with Quarkus …
Integration tests for JVM web services should be placed in a separate module to keep fast unit tests fast and ensure honest dependency boundaries. The environment—including databases, message brokers,…
A developer built ArchLens, a boilerplate for production-grade RAG systems over codebases, addressing common pitfalls like embedding dimension mismatches, LLM provider coupling, and multitenancy. The …