{"id":3970,"date":"2026-04-21T10:00:00","date_gmt":"2026-04-21T14:00:00","guid":{"rendered":"https:\/\/www.mymiller.name\/wordpress\/?p=3970"},"modified":"2026-04-19T20:26:25","modified_gmt":"2026-04-20T00:26:25","slug":"vibe-coding-the-next-generation-how-we-built-aimud-using-an-ai-ensemble","status":"publish","type":"post","link":"https:\/\/www.mymiller.name\/wordpress\/architecture\/vibe-coding-the-next-generation-how-we-built-aimud-using-an-ai-ensemble\/","title":{"rendered":"Vibe Coding the Next Generation: How We Built AIMUD Using an AI Ensemble"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">In the traditional world of software engineering, building a Multi-User Dungeon (MUD) is a rite of passage. It requires handling complex state, real-time networking, concurrency, and deep game logic. Usually, this takes months of meticulous, line-by-line keyboard grinding.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But for <strong>AIMUD<\/strong>, we didn&#8217;t just code; we <strong>vibe coded<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">By leveraging an ensemble of cutting-edge tools\u2014<strong>IntelliJ Junie<\/strong>, <strong>IntelliJ Gemini<\/strong>, <strong>IntelliJ Co-Pilot<\/strong>, and <strong>Google Anti-Gravity<\/strong>\u2014we shifted our focus from &#8220;how to write the syntax&#8221; to &#8220;what the soul of the game should be.&#8221;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What is Vibe Coding?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Vibe coding is the evolution of &#8220;Human-in-the-Loop.&#8221; It\u2019s a workflow where the architect provides the &#8220;vibe&#8221;\u2014the high-level intent, the architectural patterns, and the creative direction\u2014while a suite of AI agents handles the implementation, refactoring, and boilerplate.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Crucially, Vibe Coding is not here to replace the Software Architect or Developer; it is here to assist and augment them.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">While these tools can significantly increase the speed of development, Vibe Coding is not an independent process. To develop software that is maintainable, scalable, and able to be expanded, a professional must always be available to monitor the changes. An architect must review the generated code, enforce consistency, and tell the system when it has made a mistake or deviated from the intended design. In this model, the human moves from &#8220;bricklayer&#8221; to &#8220;conductor,&#8221; ensuring the AI&#8217;s speed is directed toward a robust and lasting structure.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the case of AIMUD, the &#8220;vibe&#8221; was a modern, Spring Boot and Angular-based engine where every NPC (Mobile) is backed by an LLM, making the world truly alive.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Ensemble at Work<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. The Architect: IntelliJ Gemini<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">We used <strong>IntelliJ Gemini<\/strong> as our primary architectural partner. When designing the complex spell and prayer systems (see <code>SpellService.java<\/code> and the vast <code>prayers<\/code> package), Gemini helped us structure the inheritance model. We didn&#8217;t manually create 50+ individual spell classes; we defined the &#8220;vibe&#8221; of a damage-over-time (DOT) spell and a direct-damage spell, and Gemini proliferated the implementations across the <code>spells<\/code> and <code>prayers<\/code> directories.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. The Implementation Engine: IntelliJ Junie &amp; Co-Pilot<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">While Gemini handled the big picture, <strong>Junie<\/strong> and <strong>Co-Pilot<\/strong> were our &#8220;hands on the keyboard.&#8221;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Junie<\/strong> excelled at deep-context refactoring. When we needed to update the <code>Mobile<\/code> model to support AI instructions (<code>061-mobile-ai-instructions.sql<\/code>), Junie coordinated the changes across the Java models, the Liquidbase changelogs, and the Angular frontend components.<\/li>\n\n\n\n<li><strong>Co-Pilot<\/strong> acted as the ultimate autocomplete, predicting the repetitive logic in our command patterns (<code>AttackCommand.java<\/code>, <code>CastCommand.java<\/code>), allowing us to fly through the implementation of the game&#8217;s interaction layer.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. The Secret Sauce: Google Anti-Gravity<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Building a MUD in 2024 means integrating LLMs. We used <strong>Google Anti-Gravity<\/strong> to manage the heavy lifting of our AI integrations. Specifically, it helped us optimize the <code>OllamaChatModel.java<\/code> and <code>McpToolService.java<\/code>, ensuring that the &#8220;vibe&#8221; of our AI agents\u2014their personalities and non-combat behaviors\u2014remained consistent and low-latency.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Architectural Highlights of the Vibe-Coded MUD<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The result of this AI-augmented process is a remarkably robust and clean codebase:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>The Model-Driven World:<\/strong> A highly relational schema managed via Liquibase that handles everything from <code>Faction<\/code> relationships to <code>MobileMacro<\/code> automation.<\/li>\n\n\n\n<li><strong>Reactive Communication:<\/strong> A WebSocket-based core (<code>GameWebSocketHandler.java<\/code>) that provides the real-time feedback loop essential for MUDs.<\/li>\n\n\n\n<li><strong>Pluggable AI Agents:<\/strong> A dedicated <code>AiService<\/code> and <code>Agent<\/code> model that allows NPCs to utilize the Model Context Protocol (MCP) to interact with the game world just like players do.<\/li>\n\n\n\n<li><strong>Modern Frontend:<\/strong> A Material Design-inspired Angular application that brings a 1980s concept into the modern web era.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">The Roadmap: Coming Soon to AIMUD<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">While the foundation is solid, a mature MUD requires depth. Our ensemble is currently working on the following features to bring AIMUD to parity with legendary engines like Diku or CircleMUD:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Core Gameplay Mechanics<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Stealth Expansion:<\/strong> Moving beyond basic <code>hide<\/code>, we are implementing <code>Sneak<\/code>, <code>Trap Detection<\/code>, and <code>Disarming<\/code> for a full rogue utility kit.<\/li>\n\n\n\n<li><strong>Natural Recovery:<\/strong> Adding <code>rest<\/code>, <code>sit<\/code>, and <code>sleep<\/code> states to modulate HP\/Mana recovery outside of combat.<\/li>\n\n\n\n<li><strong>Consumable Systems:<\/strong> A full Potion system for immediate magical &#8220;quaffing&#8221; (e.g., <em>Potion of Giant Strength<\/em>) and specialized consumable variety.<\/li>\n\n\n\n<li><strong>Deep Crafting:<\/strong> Expanding trade skills like Blacksmithing, Tailoring, and Alchemy to complement the existing merchant system.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. Magic &amp; Bardic Versatility<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Utility &amp; Teleportation:<\/strong> Staple spells like <code>identify<\/code>, <code>detect magic<\/code>, <code>locate object<\/code>, and <code>word of recall<\/code>.<\/li>\n\n\n\n<li><strong>Summoning:<\/strong> The ability to summon other players or pets\/familiars.<\/li>\n\n\n\n<li><strong>Bardic Crowd Control:<\/strong> Songs to <code>lullaby<\/code> entire rooms or <code>charm<\/code> NPCs into service.<\/li>\n\n\n\n<li><strong>Hybrid Prayers:<\/strong> More &#8220;holy warrior&#8221; utility like <code>Lay on Hands<\/code> and <code>Detect Evil<\/code> for Paladin\/Cleric hybrids.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. Equipment &amp; Inventory<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Container Management:<\/strong> <code>put &lt;item> in &lt;bag><\/code>, <code>get &lt;item> from &lt;bag><\/code>, and nested inventory for bags, chests, and backpacks.<\/li>\n\n\n\n<li><strong>Durability &amp; Decay:<\/strong> Item wear-and-tear mechanics paired with a <code>repair<\/code> system.<\/li>\n\n\n\n<li><strong>Expanded Slots:<\/strong> Secondary equipment locations for Cloaks (Back), About-Body items, and Held utilities (non-weapon\/shield).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. Social &amp; World Complexity<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Custom Roleplay:<\/strong> Moving beyond fixed emotes to allow custom <code>pose<\/code> and freeform <code>emote<\/code> strings (e.g., <em>emote leans against the cold stone wall.<\/em>).<\/li>\n\n\n\n<li><strong>Global Communication:<\/strong> &#8220;OOC&#8221; (Out of Character) and &#8220;Gossip&#8221; channels for server-wide community interaction.<\/li>\n\n\n\n<li><strong>Extra Descriptions:<\/strong> Enhancing <code>look<\/code> to interact with atmospheric details described in room text that aren&#8217;t physical items.<\/li>\n\n\n\n<li><strong>Quest Engine:<\/strong> A formal system for tracking objectives, rewards, and branching AI dialogue trees.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Administrative &amp; &#8220;Immortal&#8221; Functionality<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">To manage a living world, we are implementing a suite of &#8220;Immortal&#8221; commands. The architectural foundation is already in the <code>User<\/code> role field, and the reflective <code>CommandService<\/code> makes these additions seamless.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">World Manipulation<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>goto &lt;roomID\/player>:<\/strong> Instantly teleport to a specific location or player.<\/li>\n\n\n\n<li><strong>transfer &lt;player> &lt;roomID>:<\/strong> Forcefully move a player to a new location.<\/li>\n\n\n\n<li><strong>purge:<\/strong> Remove all NPCs or items from a room to reset its state.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Player &amp; Connection Management<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>mset &lt;player> &lt;stat> &lt;value>:<\/strong> Manually edit attributes like Strength or Intelligence.<\/li>\n\n\n\n<li><strong>freeze\/unfreeze &lt;player>:<\/strong> Prevent or restore a player&#8217;s ability to enter commands.<\/li>\n\n\n\n<li><strong>disconnect\/kick\/ban:<\/strong> Forcefully drop connections or permanently restrict access at the IP\/Username level.<\/li>\n\n\n\n<li><strong>sockets:<\/strong> Real-time visibility into all active WebSocket connections.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">AI-Specific Utilities<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Agent Control:<\/strong> Tools to reset or re-prime the <code>OllamaChatModel<\/code> for specific NPCs.<\/li>\n\n\n\n<li><strong>Instruction Injection:<\/strong> Manually update an agent&#8217;s <code>systemInstruction<\/code> during live gameplay without using the web dashboard.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Getting Started with AIMUD<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ready to see the vibe in action? Follow these steps to get the engine running on your machine.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Prerequisites<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Java 21+<\/strong> (Spring Boot 3 compatibility)<\/li>\n\n\n\n<li><strong>Node.js 18+<\/strong> &amp; <strong>npm<\/strong><\/li>\n\n\n\n<li><strong>Docker<\/strong> (for the database and Ollama instance)<\/li>\n\n\n\n<li><strong>Ollama<\/strong> (installed and running for LLM-backed NPCs)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1. Clone and Prepare the Backend<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>git clone &#91;https:\/\/github.com\/ghost-programmer\/aimud](https:\/\/github.com\/ghost-programmer\/aimud)\ncd aimud\n.\/gradlew build\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. Spin up the Environment<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Use the provided <code>docker-compose.yml<\/code> to set up your PostgreSQL database and any required middleware:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>docker-compose up -d\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3. Run the Backend<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Start the Spring Boot application. Liquibase will automatically run the changelogs to set up your schema.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>.\/gradlew bootRun\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4. Launch the Frontend<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Navigate to the frontend directory to start the Angular development server:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cd frontend\nnpm install\nnpm start\n\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">The game will be available at <code>http:\/\/localhost:4200<\/code>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Lessons Learned<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Vibe coding isn&#8217;t about being lazy; it&#8217;s about being <strong>leveraged<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">By using four different AI tools, we were able to cross-reference their outputs. If Co-Pilot suggested a logic flow that Gemini flagged as architecturally inconsistent, we could pivot instantly. This &#8220;ensemble&#8221; approach minimized the hallucinations that often plague single-AI development.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIMUD stands as a testament to what a single architect can achieve when they stop worrying about semicolons and start focusing on the experience. The code was written by AI, but the <strong>vibe<\/strong> is entirely human.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Explore the Code:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AIMUD is built on Spring Boot, Spring AI, and Angular Material. You can explore the full source code and see the future of AI-driven gaming on GitHub:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.google.com\/search?q=https:\/\/github.com\/ghost-programmer\/aimud\"><strong>github.com\/ghost-programmer\/aimud<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the traditional world of software engineering, building a Multi-User Dungeon (MUD) is a rite of passage. It requires handling complex state, real-time networking, concurrency, and deep game logic. Usually, this takes months of meticulous, line-by-line keyboard grinding. But for AIMUD, we didn&#8217;t just code; we vibe coded. By leveraging an ensemble of cutting-edge tools\u2014IntelliJ [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3971,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[495,363],"tags":[429,69,319,493],"series":[],"class_list":["post-3970","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-architecture","tag-ai","tag-java-2","tag-spring","tag-vibe"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/04\/Gemini_Generated_Image_6veptk6veptk6vep-scaled.avif","jetpack-related-posts":[{"id":3965,"url":"https:\/\/www.mymiller.name\/wordpress\/angular\/bringing-worlds-to-life-integrating-ai-personas-in-multi-user-dungeons-muds\/","url_meta":{"origin":3970,"position":0},"title":"Bringing Worlds to Life: Integrating AI Personas in Multi-User Dungeons (MUDs)","author":"Jeffery Miller","date":"April 20, 2026","format":false,"excerpt":"A few weeks ago, I found myself pondering the ultimate objective for an artificial intelligence system. The answer kept returning to a single concept: the ability to truly mimic a human. This spark of an idea gave rise to a challenge\u2014I needed a sandbox where I could work with AI\u2026","rel":"","context":"In &quot;Angular&quot;","block_context":{"text":"Angular","link":"https:\/\/www.mymiller.name\/wordpress\/category\/angular\/"},"img":{"alt_text":"","src":"https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/04\/Gemini_Generated_Image_hsr3ethsr3ethsr3-scaled.avif","width":350,"height":200,"srcset":"https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/04\/Gemini_Generated_Image_hsr3ethsr3ethsr3-scaled.avif 1x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/04\/Gemini_Generated_Image_hsr3ethsr3ethsr3-scaled.avif 1.5x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/04\/Gemini_Generated_Image_hsr3ethsr3ethsr3-scaled.avif 2x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/04\/Gemini_Generated_Image_hsr3ethsr3ethsr3-scaled.avif 3x"},"classes":[]},{"id":4021,"url":"https:\/\/www.mymiller.name\/wordpress\/spring_ai\/spec-driven-ai-architecture-designing-applications-with-app_spec-md-design-md-agents-md-and-adrs\/","url_meta":{"origin":3970,"position":1},"title":"Spec-Driven AI Architecture: Designing Applications with APP_SPEC.md, DESIGN.md, AGENTS.md, and ADRs","author":"Jeffery Miller","date":"August 19, 2026","format":false,"excerpt":"In the era of AI-assisted software engineering, traditional high-level architecture diagrams and scattered wiki pages are no longer sufficient. When human developers and AI coding agents (such as Claude Code, Cursor, Windsurf, or Aider) collaborate on a codebase, the architecture must be explicit, machine-readable, version-controlled, and deterministic. This document outlines\u2026","rel":"","context":"In &quot;AI&quot;","block_context":{"text":"AI","link":"https:\/\/www.mymiller.name\/wordpress\/category\/ai\/"},"img":{"alt_text":"","src":"https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/08\/1786883436935.avif","width":350,"height":200,"srcset":"https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/08\/1786883436935.avif 1x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/08\/1786883436935.avif 1.5x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/08\/1786883436935.avif 2x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/08\/1786883436935.avif 3x"},"classes":[]},{"id":3480,"url":"https:\/\/www.mymiller.name\/wordpress\/architecture\/coding-standard-zero-tolerance\/","url_meta":{"origin":3970,"position":2},"title":"Coding Standard: Zero Tolerance","author":"Jeffery Miller","date":"September 5, 2024","format":false,"excerpt":"Coding standards are the unsung heroes of software development, quietly shaping the backbone of every successful project. Like the grammar rules of a language, they provide a common set of guidelines that developers adhere to when writing code. From indentation styles to variable naming conventions, coding standards ensure consistency, readability,\u2026","rel":"","context":"In &quot;Architecture&quot;","block_context":{"text":"Architecture","link":"https:\/\/www.mymiller.name\/wordpress\/category\/architecture\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2024\/04\/computer-6560745_640.jpg?fit=640%2C298&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2024\/04\/computer-6560745_640.jpg?fit=640%2C298&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2024\/04\/computer-6560745_640.jpg?fit=640%2C298&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":1846,"url":"https:\/\/www.mymiller.name\/wordpress\/challenge\/dividing-game\/","url_meta":{"origin":3970,"position":3},"title":"Dividing Game Interview Coding Sample","author":"Jeffery Miller","date":"August 29, 2016","format":false,"excerpt":"I was recently given the challenge to write an solution for the Dividing Game. \u00a0The objective Player 1 and Player 2 each choose a number. \u00a0The solution should output the number of common divisor's they share in common between the selected numbers. This logic is rather simple, create a list\u2026","rel":"","context":"In &quot;Challenge&quot;","block_context":{"text":"Challenge","link":"https:\/\/www.mymiller.name\/wordpress\/category\/challenge\/"},"img":{"alt_text":"dividing game","src":"https:\/\/i0.wp.com\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2016\/08\/calculator-1330104_640.jpg?fit=640%2C426&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2016\/08\/calculator-1330104_640.jpg?fit=640%2C426&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2016\/08\/calculator-1330104_640.jpg?fit=640%2C426&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":4000,"url":"https:\/\/www.mymiller.name\/wordpress\/ai\/bridging-knowledge-and-action-how-rag-and-mcp-power-the-next-era-of-ai-agents\/","url_meta":{"origin":3970,"position":4},"title":"Bridging Knowledge and Action: How RAG and MCP Power the Next Era of AI Agents","author":"Jeffery Miller","date":"July 28, 2026","format":false,"excerpt":"As Large Language Models (LLMs) continue to evolve, two fundamental limitations persist: knowledge cutoffs and isolation from execution environments. An AI model may possess impressive reasoning capabilities, but without direct access to your private documentation or live production APIs, its ability to solve real-world problems remains severely constrained. To solve\u2026","rel":"","context":"In &quot;AI&quot;","block_context":{"text":"AI","link":"https:\/\/www.mymiller.name\/wordpress\/category\/ai\/"},"img":{"alt_text":"","src":"https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_gavzhugavzhugavz-scaled.avif","width":350,"height":200,"srcset":"https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_gavzhugavzhugavz-scaled.avif 1x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_gavzhugavzhugavz-scaled.avif 1.5x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_gavzhugavzhugavz-scaled.avif 2x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_gavzhugavzhugavz-scaled.avif 3x"},"classes":[]},{"id":4004,"url":"https:\/\/www.mymiller.name\/wordpress\/ai\/the-complete-guide-to-modern-ai-terminology-from-neural-networks-to-rag-mcp-and-agentic-systems\/","url_meta":{"origin":3970,"position":5},"title":"The Complete Guide to Modern AI Terminology: From Neural Networks to RAG, MCP, and Agentic Systems","author":"Jeffery Miller","date":"July 29, 2026","format":false,"excerpt":"Artificial Intelligence is evolving rapidly, bringing with it a wave of new concepts, acronyms, and technical jargon. Whether you are building AI applications, reading tech news, or evaluating tools for work, understanding this vocabulary is essential. This guide breaks down modern AI terminology into logical categories\u2014from foundational computer science principles\u2026","rel":"","context":"In &quot;AI&quot;","block_context":{"text":"AI","link":"https:\/\/www.mymiller.name\/wordpress\/category\/ai\/"},"img":{"alt_text":"","src":"https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_t8nujmt8nujmt8nu-scaled.avif","width":350,"height":200,"srcset":"https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_t8nujmt8nujmt8nu-scaled.avif 1x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_t8nujmt8nujmt8nu-scaled.avif 1.5x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_t8nujmt8nujmt8nu-scaled.avif 2x, https:\/\/www.mymiller.name\/wordpress\/wp-content\/uploads\/2026\/07\/Gemini_Generated_Image_t8nujmt8nujmt8nu-scaled.avif 3x"},"classes":[]}],"jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/posts\/3970","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/comments?post=3970"}],"version-history":[{"count":1,"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/posts\/3970\/revisions"}],"predecessor-version":[{"id":3972,"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/posts\/3970\/revisions\/3972"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/media\/3971"}],"wp:attachment":[{"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/media?parent=3970"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/categories?post=3970"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/tags?post=3970"},{"taxonomy":"series","embeddable":true,"href":"https:\/\/www.mymiller.name\/wordpress\/wp-json\/wp\/v2\/series?post=3970"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}