The release includes an embedded MCP server that exposes Spring project analytics to AI coding assistants, along with first-class support for Spring AI and automated property refactoring.

Most enterprise software delivery models were designed for a world in which code production was expensive and human effort was the scarce resource.

The model learns that hedging is a signal of lower-quality output. This creates a systematic bias toward sounding certain.