Why Spring Teams Don’t Need a Second Runtime for AI Agents
Table of Contents What agents actually need in productionWhat Spring already gives youBUILD: Create agent teamsGOVERN: Budget, approvals, permissions, checkpointsOPERATE: Observe, recover and run safelyRetry that understands costOperational sovereigntyOne stack, one runtimeGetting started A JVM-native runtime for building, governing and ...
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Context Is Code: A Tour of APM and AgentRC
Table of Contents 1. The problem: agent context drifts2. The idea: what if agent context had a package.json?3. The 3 strong guaranteesPortable by manifestSecure by defaultGoverned by policy4. What an APM package can contain5. The five commands you’ll actually use6. …
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Tiberius: A Security Testing Framework for LLM Applications in Java
Table of Contents 1. The Problem2. What Tiberius Does2.1 Fixture-Based Regression Testing2.2 Guardrail Validation Against Real Attack Data2.3. Probabilistic Security Contracts2.4. Bias Testing2.5. Model Fingerprinting3. Attack Coverage3.1 Buff Mutations4. Integration5. The Case for Shared Attack Datasets6. Security Testing as a …
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BoxLang AI 3.2.0 — Image Generation, Web Search, Fluent Audio, Agent Registry & MCP Observability
BoxLang AI 3.2.0 is here, and it’s a landmark release. We’re shipping five major features: image generation, web search, a fluent audio builder API, a centralized agent registry, and deep MCP observability along with a suite of analytics improvements and …
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Free Webinar: Making AI useful for Java developers in Real Applications with BoxLang!
Table of Contents Making AI Useful in Real ApplicationsWhat This Webinar Is AboutWhat You’ll LearnJoin the Ortus Community AI is everywhere right now, but for many development teams, the biggest question is no longer “What is AI?” it’s “How do …
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Introducing skills.boxlang.io — The Open Agent Skills Ecosystem for BoxLang & the Ortus World
Table of Contents 🤔 The Problem: AI Knowledge Doesn’t Scale by Copy-Paste🎓 What Is a Skill?📥 Install in Seconds: Two Paths, One Standard⚡ Option 1 — npx skills (works everywhere)🥊 Option 2 — ColdBox CLI (deep BoxLang/ColdBox integration)🔷 Core Repositories …
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BoxLang AI Series: Complete Guide to Building AI Agents
Table of Contents Start Here: A Practical OverviewThe Full SeriesWhat You’ll LearnKey ResourcesWhy BoxLang AIReady to Start Building? The world of AI development is moving fast, but building real, production-ready AI agents doesn’t have to be complex. This series walks …
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How to Develop AI Agents Using BoxLang AI: A Practical Guide
Table of Contents What we’ll CoverPrerequisitesStep 1 — Install BoxLangStep 2 — Install the bx-ai ModuleStep 3 — Set Up Your .env FileStep 4 — Configure config/boxlang.jsonStep 5 — Run Your First ScriptWhat Are AI Agents?What Is BoxLang AI?Core Concept …
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BoxLang AI Deep Dive — Part 7 of 7: MCP — The Protocol That Connects Everything
Table of Contents 🔌 Consuming MCP Servers — The Client SideSeeding Agents with MCP ServersHow MCPTool Works🖥️ Building MCP Servers — The Server SideSimple ServerHTTP Transport for WebWeb Application Integration🔒 Enterprise Security FeaturesCORSRequest Body Size LimitsAPI Key ValidationAutomatic Security HeadersSecurity …
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BoxLang AI Deep Dive — Part 6 of 7: Memory Systems & RAG — Building AI That Remembers
Table of Contents 🧠 Two Categories of Memory📋 Standard Memory TypesSummary Memory — How It Actually Works🔍 Vector Memory TypesHybrid Memory — The Best of Both🏢 Per-Call Multi-Tenant Identity Routing📚 Document Loaders🔗 Building a Complete RAG PipelineStep 1: IngestStep 2: …
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BoxLang AI Deep Dive — Part 5 of 7: One API, 17 Providers — The Provider Architecture Deep Dive
Table of Contents 🗺️ The Full Provider Matrix🏗️ The Provider Hierarchy🎯 IAiService — The Trimmed Interface🛡️ The Capability SystemRuntime Capability DetectionQuerying CapabilitiesEnforced at the BIF Level🔧 BaseService — The Transport Layer⚙️ Provider Configuration🔀 Custom Base URLs🏠 Ollama — Local AI, …