Use DynamicKey to safely decode JSON with unpredictable keys — it avoids fragile if let chains and makes your decoding logic flexible and maintainable.
Top-down defines the "what"; bottom-up builds the "how." OOP and SOLID enable flexible, reusable design. AI helps, but only with a clear structure and context.
In October 2025, Devoxx Belgium showcased its 22nd edition, emphasizing Java and AI advancements. Sessions covered were AI workflows, architecture decisions, and more.
Guide to configure SSL communication with Elasticsearch via Spring Data Elasticsearch. Additionally, the communication is secured with BASIC authentication.
Learn why toDF() outperforms withColumnRenamed in PySpark. Compare their impact on Spark’s DAG, performance, and readability for large-scale pipelines.
Camunda BPMN and DMN can be combined to build dynamic web forms that adapt fields and flows in real time, which reduces hardcoding and improves flexibility.
Benefit from a cohesive system where individual components, such as LLM, MCP server, and MCP client, integrate seamlessly to deliver meaningful results.
In this article, learn how to set up centralized configuration in Spring Boot using HashiCorp Consul for dynamic, environment-specific settings management.
Spring AI agentic patterns show how to coordinate multiple ChatClient calls to LLMs. We look at how Dapr Workflows can make these interactions durable and resilient.