Software Engineer
Software Engineer
This Spring AI RAG example builds a source-code index with a Spring AI vector store backed by PgVector. It deduplicates files, splits them into embedding-sized chunks, and returns grounded answers with file citations taken from retrieval metadata.
After two months of running AI code review on real pull requests, I found seven recurring limits: unverified fixes, weaker reviews on large PRs, anchoring on detailed specs, softer repeat passes, instruction overload, inconsistent rule enforcement, and missing intent. Research…
Spring AI is an application framework for AI engineering on the JVM. It lets you talk to large language models with the same fluent, dependency-injected style you already use for the web and the database. This is a beginner’s tour.…
Spring Boot best practices are useless if they live only in code reviews. You probably know the story. The team agrees that field injection is bad. Everyone knows that @Transactional on a private method does not work with Spring proxies.…
If you think AI-driven development makes you faster – probably you’re using it in wrong way. Faster development with AI produces more problems than benefits. Quality needs time and your attention. I would like to focus you on problems related…
Two configuration settings improve a slow Hibernate batch insert in Spring Boot Data JPA. Without them, saveAll() sends one INSERT per row – even across 10,000 rows. With them, median insertion time drops from 437 ms to 77 ms on…