The latest articles on DEV Community by Manoir Yantai (@manoir_yantai_f22f01340f0). https://dev.to/manoir_yantai_f22f01340f0 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3919013%2F78e8493f-03d4-43ef-8f84-dadb8a6668c0.png https://dev.to/manoir_yantai_f22f01340f0 en Manoir Yantai Sat, 09 May 2026 07:31:22 +0000 https://dev.to/manoir_yantai_f22f01340f0/from-fuzzy-idea-to-production-code-in-7-steps-5fja https://dev.to/manoir_yantai_f22f01340f0/from-fuzzy-idea-to-production-code-in-7-steps-5fja <h1> From Fuzzy Idea to Production Code in 7 Steps </h1> <p>Most developers know the feeling: you have a great idea, but translating it from mental concept to working code involves a messy chain of ambiguous requirements, misunderstood designs, and repeated rewrites.</p> <h2> The Pipeline </h2> <p>Vibe Coding Universal turns this into a structured 7-step pipeline that ends with a Build Spec package ready for any vibe coding tool.</p> <h3> Step 1: Requirements Analysis </h3> <p>Takes your raw idea and outputs a structured PRD document.</p> <h3> Step 2: Design Clarification </h3> <p>7 rounds of structured Q&amp;A covering project type, visual style, color palette, typography, interaction complexity, layout, and special requirements. Each round offers 2-4 options plus "Other."</p> <h3> Step 3: Design Specification </h3> <p>References 71 brand design systems (Stripe, Linear, Vercel, Apple) to auto-match your project type with the right visual design spec.</p> <h3> Step 4: Architecture Design </h3> <p>System architecture document with component hierarchy, data flow, and technology decisions.</p> <h3> Step 5: Task Planning </h3> <p>Bite-sized implementation tasks with clear dependencies.</p> <h3> Step 6: Build Spec Package </h3> <p>All outputs merged into a single spec package in the specs/ directory.</p> <h3> Step 7: Delivery </h3> <p>Package consumed by Claude Code, Codex, or Cursor for immediate coding.</p> <h3> Automatic Brand Matching </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Project Type</th> <th>Design Reference</th> </tr> </thead> <tbody> <tr> <td>SaaS/B2B</td> <td>Stripe, Linear, Vercel</td> </tr> <tr> <td>Consumer/Ecommerce</td> <td>Airbnb, Shopify</td> </tr> <tr> <td>Dashboard/Data</td> <td>PostHog, Stripe</td> </tr> <tr> <td>AI/LLM Tools</td> <td>Claude, Vercel, Cursor</td> </tr> <tr> <td>Mobile Apps</td> <td>Airbnb, Uber, Linear</td> </tr> <tr> <td>Fintech</td> <td>Stripe, Coinbase, Wise</td> </tr> <tr> <td>Luxury</td> <td>Apple, Tesla, BMW</td> </tr> </tbody> </table></div> <h3> Why It Works </h3> <p>The pipeline removes ambiguity before a single line of code is written. Each step produces a documented, reviewable artifact. If something goes wrong during implementation, you trace back to the exact decision point.</p> <h3> Links </h3> <ul> <li>GitHub: <a href="https://github.com/hermes-agent/.github" rel="noopener noreferrer">https://github.com/hermes-agent/.github</a> </li> <li>Design References: 71 brand systems in /root/awesome-design-md/</li> </ul> ai coding devtools opensource Manoir Yantai Sat, 09 May 2026 07:31:12 +0000 https://dev.to/manoir_yantai_f22f01340f0/give-your-ai-agent-permanent-memory-one-click-install-dnk https://dev.to/manoir_yantai_f22f01340f0/give-your-ai-agent-permanent-memory-one-click-install-dnk <h1> Give Your AI Agent Permanent Memory — One-Click Install </h1> <p>Every AI user knows the pain: your assistant remembers today's project details, last month's decisions, and last week's context... until you start a new session. <strong>It's like meeting a stranger every time.</strong></p> <h2> The Problem </h2> <p>LLM-based agents have a fundamental limitation: the context window. Even the largest models can only hold so much information. The moment a session ends, context is lost.</p> <h2> The Solution: Hermes Memory Installer </h2> <p><a href="https://github.com/mage0535/hermes-memory-installer" rel="noopener noreferrer">Hermes Memory Installer</a> is an open-source, zero-invasion memory system for Hermes Agent. It adds persistent, searchable memory in under 30 seconds.</p> <h3> Key Features </h3> <p><strong>Full-Text Search (FTS5)</strong><br> Memory is indexed with SQLite FTS5 full-text search. One query, milliseconds.</p> <p><strong>Structured Archives</strong><br> Organized into categories: People, Projects, Knowledge. Each stored as clean Markdown files you can open in any editor.</p> <p><strong>One-Click Install</strong><br> <code>curl -fsSL https://raw.githubusercontent.com/mage0535/hermes-memory-installer/main/install.sh | bash</code></p> <p><strong>Auto-Archiving</strong><br> Conversations are automatically analyzed and saved. What matters gets stored, what doesn't gets pruned.</p> <p><strong>Backup and Rollback</strong><br> Every archive change is versioned. Roll back to any point in time.</p> <h3> Architecture </h3> <p>Three layers work together seamlessly: the dialogue layer handles conversation, the skills layer manages what to store and when, and the data layer provides fast retrieval via FTS5.</p> <h3> Why This Matters </h3> <p>For developers using AI agents daily, memory isn't a nice-to-have. It's the difference between an agent that grows with you and one that resets every conversation.</p> <p><strong>The Hermes Memory Installer turns your AI agent from a stateless tool into a persistent partner.</strong></p> <h3> Links </h3> <ul> <li>GitHub: <a href="https://github.com/mage0535/hermes-memory-installer" rel="noopener noreferrer">https://github.com/mage0535/hermes-memory-installer</a> </li> <li>Manual Install: <a href="https://github.com/mage0535/hermes-memory-installer/blob/main/MANUAL_INSTALL.md" rel="noopener noreferrer">https://github.com/mage0535/hermes-memory-installer/blob/main/MANUAL_INSTALL.md</a> </li> </ul> ai agents memory opensource Manoir Yantai Sat, 09 May 2026 04:57:03 +0000 https://dev.to/manoir_yantai_f22f01340f0/hermes-partner-test-3hnj https://dev.to/manoir_yantai_f22f01340f0/hermes-partner-test-3hnj <p>Test from pipeline. <a href="https://hermes-agent.nousresearch.com" rel="noopener noreferrer">Hermes</a></p> testing Manoir Yantai Fri, 08 May 2026 18:57:21 +0000 https://dev.to/manoir_yantai_f22f01340f0/hermes-agent-vs-claude-code-vs-codex-2j9l https://dev.to/manoir_yantai_f22f01340f0/hermes-agent-vs-claude-code-vs-codex-2j9l <h1> Hermes Agent vs Claude Code vs Codex </h1> <p>Comparing AI coding assistants.</p> <p>Learn more at <a href="https://hermes-agent.nousresearch.com" rel="noopener noreferrer">https://hermes-agent.nousresearch.com</a></p> comparison ai coding Manoir Yantai Fri, 08 May 2026 18:57:11 +0000 https://dev.to/manoir_yantai_f22f01340f0/100-built-in-tools-in-hermes-agent-2jm0 https://dev.to/manoir_yantai_f22f01340f0/100-built-in-tools-in-hermes-agent-2jm0 <h1> 100+ Built-in Tools in Hermes Agent </h1> <p>Overview of Hermes Agent tool ecosystem.</p> <p>Learn more at <a href="https://hermes-agent.nousresearch.com" rel="noopener noreferrer">https://hermes-agent.nousresearch.com</a></p> tools ecosystem extensibility Manoir Yantai Fri, 08 May 2026 18:51:59 +0000 https://dev.to/manoir_yantai_f22f01340f0/run-ai-agents-on-telegram-fn4 https://dev.to/manoir_yantai_f22f01340f0/run-ai-agents-on-telegram-fn4 <h1> Run AI Agents on Telegram </h1> <p>How to connect Hermes Agent to Telegram.</p> <p>Learn more at <a href="https://hermes-agent.nousresearch.com" rel="noopener noreferrer">https://hermes-agent.nousresearch.com</a></p> telegram messaging chatbot Manoir Yantai Fri, 08 May 2026 18:51:48 +0000 https://dev.to/manoir_yantai_f22f01340f0/why-open-source-matters-for-ai-agents-398n https://dev.to/manoir_yantai_f22f01340f0/why-open-source-matters-for-ai-agents-398n <h1> Why Open Source Matters for AI Agents </h1> <p>Why self-hosted open source AI matters.</p> <p>Learn more at <a href="https://hermes-agent.nousresearch.com" rel="noopener noreferrer">https://hermes-agent.nousresearch.com</a></p> opensource ai transparency Manoir Yantai Fri, 08 May 2026 18:46:36 +0000 https://dev.to/manoir_yantai_f22f01340f0/persistent-memory-in-ai-4jjc https://dev.to/manoir_yantai_f22f01340f0/persistent-memory-in-ai-4jjc <h1> Memory </h1> <p>Three-layer memory system.</p> ai memory Manoir Yantai Fri, 08 May 2026 18:46:25 +0000 https://dev.to/manoir_yantai_f22f01340f0/model-context-protocol-in-hermes-agent-394g https://dev.to/manoir_yantai_f22f01340f0/model-context-protocol-in-hermes-agent-394g <h1> Model Context Protocol in Hermes Agent </h1> <p>How MCP enables Hermes to use external tools.</p> <p>Learn more at <a href="https://hermes-agent.nousresearch.com" rel="noopener noreferrer">https://hermes-agent.nousresearch.com</a></p> mcp protocol integration Manoir Yantai Fri, 08 May 2026 18:41:13 +0000 https://dev.to/manoir_yantai_f22f01340f0/github-integration-in-hermes-agent-1349 https://dev.to/manoir_yantai_f22f01340f0/github-integration-in-hermes-agent-1349 <h1> GitHub Integration in Hermes Agent </h1> <p>How Hermes interacts with GitHub repositories.</p> <p>Learn more at <a href="https://hermes-agent.nousresearch.com" rel="noopener noreferrer">https://hermes-agent.nousresearch.com</a></p> github git devops Manoir Yantai Fri, 08 May 2026 18:41:02 +0000 https://dev.to/manoir_yantai_f22f01340f0/deploy-hermes-agent-in-5-minutes-27k https://dev.to/manoir_yantai_f22f01340f0/deploy-hermes-agent-in-5-minutes-27k <h1> Deploy Hermes Agent in 5 Minutes </h1> <p>Quick deployment guide for Hermes Agent.</p> <p>Learn more at <a href="https://hermes-agent.nousresearch.com" rel="noopener noreferrer">https://hermes-agent.nousresearch.com</a></p> deploy quickstart devops Manoir Yantai Fri, 08 May 2026 18:35:50 +0000 https://dev.to/manoir_yantai_f22f01340f0/scheduling-ai-tasks-with-cron-jobs-3pg0 https://dev.to/manoir_yantai_f22f01340f0/scheduling-ai-tasks-with-cron-jobs-3pg0 <h1> Scheduling AI Tasks with Cron Jobs </h1> <p>How to automate recurring tasks with Hermes Agent.</p> <p>Learn more at <a href="https://hermes-agent.nousresearch.com" rel="noopener noreferrer">https://hermes-agent.nousresearch.com</a></p> cron automation scheduling