AI73 articles

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 …

Table of Contents Prerequisites1. Data model2. Project setup3. Building the content-based recommendation engineUserProfileControllerGameRepositoryRecommendationService core logicRecommendationControllerManual test4. User ratings and affinity adjustmentRatings endpointAffinity adjustment logicMongoDB updateBefore and after demo5. Adding Spring AI embeddings and MongoDB Atlas Vector SearchSpring AI setupGenerating embeddingsDataSeeder …

Table of Contents 🏗️ The Middleware Architecture🎯 AiMiddlewareResult — Typed Flow Control📝 LoggingMiddleware — Instant Observability🔁 RetryMiddleware — Resilience Without Boilerplate🛡️ GuardrailMiddleware — Defense in Depth🙋 HumanInTheLoopMiddleware — Keeping Humans in Control🎙️ FlightRecorderMiddleware — AI Testing Solved🔢 MaxToolCallsMiddleware — Runaway …

Table of Contents 🌲 The Agent TreeCycle Detection Built-In🤖 Sub-Agents as Tools🏢 AiAgent is Now Fully Stateless🧠 Per-Call Identity Routing on Memory🏗️ The Agent Run Lifecycle🌊 Streaming with Multi-Agent Teams🔄 Suspend and Resume🔍 Introspection🚀 A Complete Multi-Agent ExampleWhat’s Next BoxLang …

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 …

Table of Contents 🏗️ The Tool Hierarchy🧱 BaseTool — The Abstract FoundationFluent Schema Description⚡ ClosureTool — Zero-Boilerplate Tool CreationTools Get the Full Chat Request🗄️ The Global AI Tool RegistryModule Namespacing@AITool Annotation ScanningTwo-Step Resolution🔧 Built-In Core Tools — now@bxai🔌 MCPTool — …

Table of Contents 🧠 What Is a Skill?📄 The SKILL.md File Format🔧 Creating Skills⚡ Two Injection ModesAlways-On SkillsLazy / Available SkillsThe loadSkill Tool — Auto-Registered, Not MagicPromoting Lazy Skills Mid-Session🌍 Global Skills Pool🎨 How Skills Render🔍 Introspection📋 Full Skills API …

Table of Contents 🎯 The Headline: AI Skills System📚 Brand New Docs🔌 MCP Server Seeding🗄️ Global AI Tool Registry🔧 Tool System Overhaul🛡️ Provider Capability System🌲 Parent-Child Agent Hierarchy🧵 Middleware Support🏢 Stateless Agents + Per-Call Identity RoutingWhat Else Is NewNo Breaking …

Table of Contents §0 📖 Where This Fits in the Series§1 🏗️ The Naive Architecture — and Why It Breaks§2 ✅ The Better Architecture — Multi-Agent with MCP§3 📉 Before You Build: The Productivity Reality Check§3b 📐 Requirements First — …

Table of Contents The Bottleneck Has MovedAI Produces Code Faster Than Teams Can Review ItWhy Verbose Languages Are Making a ComebackBoilerplate Is Now SignalThe research backs this upWhat this means in practiceThe Other Half: Runtime PerformanceThe benchmarks tell the storyWhere …