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Spring AI 2.1.0-RC1: mark a tool with requiresConfirmation = true and the tool loop pauses until your app approves or denies the call. That's the guardrail you want before an agent touches real data. https://spring.io/blog/2026/10/23/spring-ai-2-1-0-RC1-available-now/