AI-Powered Code Review Assistant: Automated Code Analysis with Spring AI and MongoDB
Table of Contents Prerequisites1. Project setup2. Storing and managing review patternsDefining the pattern modelCreating the repositoryBuilding the service layerExposing the REST endpoints3. Embedding patterns with Spring AI and MongoDB Atlas Vector SearchAdding Spring AI dependenciesGenerating embeddingsSeeding the pattern libraryCreating the ...
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Explore Spring AI SDK – Amazon Bedrock AgentCore – Part 3
Table of Contents 1. Adding Built-in Tools: AgentCore Browser2. Add the below class.3. Create a Controller4. Create a Thymeleaf UI page5. VerifyReferences In Part 1 and Part 2, we explored the Spring AI SDK and Amazon Bedrock AgentCore features, including …
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Building an AI-Powered Operations Assistant with Spring AI and MongoDB Atlas — Part 1: RAG Foundation
Table of Contents The problemWhat we are buildingWhy RAG and why MongoDB AtlasHow the Pieces Fit TogetherGetting the Project RunningThe Ingestion PipelineThe Retrieval PipelineThe Atlas Vector Search IndexTrying It OutConclusion and What’s Next This is the first article in a …
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Explore Spring AI SDK – Amazon Bedrock AgentCore – Part 2
Table of Contents Step 1: Add the Ai model and AgentCore memory dependenciesStep 2: Create Short/Long Term in AWS Management ConsoleStep 3: Add the following memory-related properties.Step 4: Add the below MemoryConfig class.Step 5: Create the ChatRequest and ChatResponse classes …
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Explore Spring AI SDK – Amazon Bedrock AgentCore – Part 1
Table of Contents IntroductionRole of Agentic AI FrameworksWhat is Spring AI and Spring AI SDK?What is Amazon Bedrock AgentCore and Why?Amazon Bedrock AgentCore Capabilties1. AgentCore Runtime2. AgentCore Memory3. AgentCore Gateway4. AgentCore Identity5. AgentCore Policy6. Build-inTool: Code Interpreter7. Build-inTool: Browser8. Gen …
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Crossing the River Styx: Spring Boot 3.5 and the Zombie Dependency Problem
Table of Contents The CVE Blind SpotThe River StyxThe Rules Changed. The Habits Didn’t.What This Looks Like in PracticeWhen Dependencies Become ZombiesSpring Boot 3.5: The Next CrossingWe’ve Seen This Film BeforeThe Window Is Open. For Now.The Map, Not Just the …
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Spring I/O 2026: Field Notes from Barcelona
Table of Contents Agents everywhereRod Johnson on the roadThe sessions that didn’t get the main stageA few things from the HeroDevs cornerThe documentaryWhat I’m taking home Spring I/O 2026 wrapped in Barcelona on Wednesday. Three days at the Palau de …
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Building a Kotlin App with Spring Boot and MongoDB Search
Table of Contents DemonstrationPre-requisitesWhat is MongoDB Search?Load sample datasetCreating the MongoDB Search indexTesting our index in MongoDB CompassBuilding a Kotlin applicationCreating the projectAdding MongoDB driver dependencyEstablishing a connectionCreating the repositoryCreating a serviceCreating a controllerFinal application structureApplication structureRunning the applicationConclusion One …
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Building Distributed HTTP Sessions with Spring Session MongoDB
Table of Contents PrerequisitesProject DependenciesSpring WebSpring Data MongoDBMongoDB Spring SessionApplication ConfigurationBootstrapping the ApplicationEnabling MongoDB HTTP SessionsBuilding the Theme APIRunning the ApplicationTesting Session Behavior with curlReusing the SessionInspecting the Session in MongoDBWhy This MattersConclusion Spring Session MongoDB is a library that …
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Spring Boot Actuator Health for MicroProfile Developers
Table of Contents The Conceptual BridgeThe Conceptual BridgeEndpoint MappingWriting Health ChecksWriting Health ChecksAuto-Configured Health IndicatorsResponse Format and Status CodesSecurity ConsiderationsActuator’s Extended CapabilitiesPractical Migration TipsConclusions If you worked with MicroProfile Health, you already understand the value of exposing application health information …
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Grails Isn’t Done Yet (Part 1): Inside the ASF Reboot
Table of Contents The technology we stop seeingWhy the Apache move mattersTwenty years of changing handsEighteen months of migrationOne hundred repositories become nineBeyond the code: licensing and complianceThe modernisation you might have missedWhat Grails 7 actually shipsGrails 8 and the …