A warehouse employee asks a robot to bring a parts bin to the packing station. The request sounds simple. The software has to answer several different questions: What does the employee mean? Is the destination allowed? Is the observation current? Did the robot accept the job? Did the bin actually Read more
Build a Spring AI advisor pipeline with clear responsibilities, bounded retries and explicit ordering, verified by 20 tests through the real ChatClient.
Test an AI payment authorization boundary in Java: tenant-scoped Spring AI tools, immutable approvals, fee caps and unsigned xrpl4j transactions.
Research date: September 27, 2026. An architecture guide with an executable Java 21 example. A customer writes: “My payment failed, and now I cannot log in.” Should that ticket go to billing or technical support? A language model can suggest a queue, but your application still has to decide whether Read more
Engineering analysis — September 27, 2026. Based on the Spring AI milestone released September 25. An enterprise search application can accept every vector, return plausible results, and still be wrong. The dangerous case is not necessarily a malformed request. It is a successful import of vectors that belong to a Read more