Explainable AI Agents: Capture LLM Tool Call Reasoning with Spring AI
When building AI agents with tool calling capabilities, developers often need insights into why an LLM chose a particular tool—not just which tool it selected. Understanding the model's reasoning process is important for debugging, observability, and building trustworthy AI systems.
Spring AI now (2.0.0-SNAPSHOT/1.1.3-SNAPSHOT) includes the Tool Argument Augmenter feature that enables dynamic augmentation of tool input schemas with additional arguments before sending tool definitions to the LLM. This allows AI applications to capture extra information from the model—such as reasoning, inner…
Spring Tools 5.0.1 released
On behalf of the team, it is my pleasure to announce the release of the Spring Tools 5.0.1.
This release includes fixes for:
- log messages from language server appear in Error Log view in Eclipse #1747
- ai-related code lenses around Copilot do not show up in VSCode #1746
- TM Terminal superseded by Terminal Feature in Eclipse 2025-12 #1748
Detailed changes can be found in the release notes: https://github.com/spring-projects/spring-tools/releases/tag/5.0.1.RELEASE
To download the distribution for Eclipse and find links to the marketplace entries for Visual Studio Code, Cursor, and Theia, please…
Spring Modulith 2.0.1, 1.4.6, and 1.3.12 released
Spring Modulith Christmas came early this year and I am happy to announce the release of Spring Modulith 2.0.1, 1.4.6, and 1.3.12. The releases contain the usual platform upgrades around Spring Boot and Framework. On top of that, we ship the following improvements and bug fixes:
- Allow resetting the shift in
TimeMachine(2.0.1 – #1491) @ApplicationModuleTestdoes not bootstrap beans from test configuration (2.0.1 – #1495, 1.4.6 – #1494),- CGLib proxy created for
JdbcEventPublicationRepositoryV2causing issues in native image (2.0.1 – #1493) ClassNotFoundExceptionforpackage-infofromJavaPackageduring runtime bootstrap (2.0.1 – #1487) …
Spring Shell 4.0.0-RC1 available now
On behalf of the team and all contributors, I am pleased to announce that Spring Shell 4.0.0-RC1 is now available from Maven Central!
What's new?
This first release candidate comes with feature alignment with the previous generation as well as several improvements and bug fixes.
Major changes include:
- Support for debug mode
- Support for command completion and custom completion providers
- Support for hidden commands
- Support for command option validation with the Bean Validation API
- Support for exception mapping
For the complete list of changes, please check the release notes.
What's next?
Our plan for now is to make this release candidate as stable as possible in preparation for Spring Shell 4.0…
A Bootiful Podcast: Spring cofounder Juergen Hoeller on the amazing Spring Framework 7 release
Hi, Spring fans! In this installment, we talk to the legendary cofounder of Spring itself, Juergen Hoeller, about the awesome new Spring Framework 7 release.
Happy holidays, one and all!
Next level Kotlin support in Spring Boot 4
Following the announcement of the strategic partnership between JetBrains and Spring in May, I would like to share a global update on various Kotlin-related features and documentation enhancements we have made recently, with the goal of making Spring Boot 4 the best framework to develop backend applications with Kotlin.
Kotlin 2 baseline
Kotlin 2.0 introduced a new stable K2 compiler that compiles projects faster, performs smarter code analysis and allows the Kotlin team to evolve the language faster than with the K1 compiler. We recommend IntelliJ IDEA users to upgrade to 2025.3 to benefit…
Spring Boot 3.4.13 available now
On behalf of the team and everyone who has contributed, I'm happy to announce that Spring Boot 3.4.13 has been released and is now available from Maven Central.
This release includes 37 bug fixes, documentation improvements, and dependency upgrades. Thanks to all those who have contributed with issue reports and pull requests.
End of open source support for Spring Boot 3.4.x
Spring Boot 3.4.13 marks the end of open source support for Spring Boot 3.4.x. Please upgrade to Spring Boot 3.5.x or 4.0.x as soon as possible. If you are not yet ready to upgrade, commercial support for Spring Boot 3.4.x is available…
Spring Boot 4.0.1 available now
On behalf of the team and everyone who has contributed, I'm happy to announce that Spring Boot 4.0.1 has been released and is now available from Maven Central.
This release includes 88 bug fixes, documentation improvements, and dependency upgrades. Thanks to all those who have contributed with issue reports and pull requests.
How can you help?
If you're interested in helping out, check out the "ideal for contribution" tag in the issue repository. If you have general questions, please ask on stackoverflow.com using the spring-boot tag.
Project Page | GitHub | Issues | Documentation | Stack…
Spring Boot 3.5.9 available now
On behalf of the team and everyone who has contributed, I'm happy to announce that Spring Boot 3.5.9 has been released and is now available from Maven Central.
This release includes 43 bug fixes, documentation improvements, and dependency upgrades. Thanks to all those who have contributed with issue reports and pull requests.
How can you help?
If you're interested in helping out, check out the "ideal for contribution" tag in the issue repository. If you have general questions, please ask on stackoverflow.com using the spring-boot tag.
Project Page | GitHub | Issues | Documentation | Stack…