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<!DOCTYPE HTML>
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<ol class="chapter"><li class="chapter-item expanded "><a href="introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="picture-success.html"><strong aria-hidden="true">2.</strong> Picture of Success</a></li><li class="chapter-item expanded "><a href="success-factor.html"><strong aria-hidden="true">3.</strong> Success Factors</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="success-hr.html"><strong aria-hidden="true">3.1.</strong> Success with HR</a></li><li class="chapter-item expanded "><a href="success-ai.html"><strong aria-hidden="true">3.2.</strong> Success with AI</a></li><li class="chapter-item expanded "><a href="success-cli.html"><strong aria-hidden="true">3.3.</strong> Success with CLI</a></li><li class="chapter-item expanded "><a href="success-linux.html"><strong aria-hidden="true">3.4.</strong> Success with Linux</a></li><li class="chapter-item expanded "><a href="success-postgresql.html"><strong aria-hidden="true">3.5.</strong> Success with PostgreSQL</a></li><li class="chapter-item expanded "><a href="success-api.html"><strong aria-hidden="true">3.6.</strong> Success with API</a></li></ol></li><li class="chapter-item expanded "><a href="getting-started.html"><strong aria-hidden="true">4.</strong> Getting Started</a></li><li class="chapter-item expanded "><a href="stack-faq.html"><strong aria-hidden="true">5.</strong> Stack FAQ</a></li><li class="chapter-item expanded "><a href="stack-tools.html"><strong aria-hidden="true">6.</strong> Stack Tools</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="tool-incus.html"><strong aria-hidden="true">6.1.</strong> Incus</a></li><li class="chapter-item expanded "><a href="tool-linux.html"><strong aria-hidden="true">6.2.</strong> Linux</a></li><li class="chapter-item expanded "><a href="tool-postgresql.html"><strong aria-hidden="true">6.3.</strong> PostgreSQL</a></li><li class="chapter-item expanded "><a href="tool-postgrest.html"><strong aria-hidden="true">6.4.</strong> PostgREST</a></li><li class="chapter-item expanded "><a href="tool-aichat.html"><strong aria-hidden="true">6.5.</strong> AIChat</a></li><li class="chapter-item expanded "><a href="tool-nushell.html"><strong aria-hidden="true">6.6.</strong> Nushell</a></li><li class="chapter-item expanded "><a href="tool-zellij.html"><strong aria-hidden="true">6.7.</strong> Zellij</a></li><li class="chapter-item expanded "><a href="tool-git.html"><strong aria-hidden="true">6.8.</strong> Git</a></li><li class="chapter-item expanded "><a href="tool-obsidian.html"><strong aria-hidden="true">6.9.</strong> Obsidian</a></li><li class="chapter-item expanded "><a href="tool-netbird.html"><strong aria-hidden="true">6.10.</strong> Netbird</a></li><li class="chapter-item expanded "><a href="tool-idempiere.html"><strong aria-hidden="true">6.11.</strong> iDempiere</a></li><li class="chapter-item expanded "><a href="tool-htmx.html"><strong aria-hidden="true">6.12.</strong> htmx</a></li><li class="chapter-item expanded "><a href="tool-discourse.html"><strong aria-hidden="true">6.13.</strong> Discourse</a></li><li class="chapter-item expanded "><a href="tool-mdbook.html"><strong aria-hidden="true">6.14.</strong> mdBook</a></li><li class="chapter-item expanded "><a href="tool-others.html"><strong aria-hidden="true">6.15.</strong> Others</a></li></ol></li><li class="chapter-item expanded "><a href="stack-architecture.html"><strong aria-hidden="true">7.</strong> Stack Architecture</a></li><li class="chapter-item expanded "><a href="stack-application.html"><strong aria-hidden="true">8.</strong> Stack Application</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="application-deploy.html"><strong aria-hidden="true">8.1.</strong> Deployment</a></li><li class="chapter-item expanded "><a href="application-workflow.html"><strong aria-hidden="true">8.2.</strong> Workflow</a></li><li class="chapter-item expanded "><a href="application-attribute.html"><strong aria-hidden="true">8.3.</strong> Attribute Tagging</a></li></ol></li><li class="chapter-item expanded "><a href="best-practices.html"><strong aria-hidden="true">9.</strong> Stack Best Practices</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="best-practices-operation.html"><strong aria-hidden="true">9.1.</strong> Operation Best Practices</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="best-practices-operation-say.html"><strong aria-hidden="true">9.1.1.</strong> Say What We Do</a></li><li class="chapter-item expanded "><a href="best-practices-operation-do.html"><strong aria-hidden="true">9.1.2.</strong> Do What We Said</a></li><li class="chapter-item expanded "><a href="best-practices-operation-prove.html"><strong aria-hidden="true">9.1.3.</strong> Prove We Did It</a></li><li class="chapter-item expanded "><a href="best-practices-operation-feedback.html"><strong aria-hidden="true">9.1.4.</strong> Welcome Feedback</a></li><li class="chapter-item expanded "><a href="best-practices-operation-improve.html"><strong aria-hidden="true">9.1.5.</strong> Continuously Improve</a></li></ol></li><li class="chapter-item expanded "><a href="data-management-philosophy.html"><strong aria-hidden="true">9.2.</strong> Data Management Philosophy</a></li><li class="chapter-item expanded "><a href="postgres-conventions.html"><strong aria-hidden="true">9.3.</strong> Postgres Conventions</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="postgres-convention/schema.html"><strong aria-hidden="true">9.3.1.</strong> Private and API Schema</a></li><li class="chapter-item expanded "><a href="postgres-convention/abbreviation.html"><strong aria-hidden="true">9.3.2.</strong> Abbreviation</a></li><li class="chapter-item expanded "><a href="postgres-convention/table-convention.html"><strong aria-hidden="true">9.3.3.</strong> Table Convention</a></li><li class="chapter-item expanded "><a href="postgres-convention/column-convention.html"><strong aria-hidden="true">9.3.4.</strong> Column Convention</a></li><li class="chapter-item expanded "><a href="postgres-convention/table-record-convention.html"><strong aria-hidden="true">9.3.5.</strong> Table and Record</a></li><li class="chapter-item expanded "><a href="postgres-convention/uuid.html"><strong aria-hidden="true">9.3.6.</strong> UUID</a></li><li class="chapter-item expanded "><a href="postgres-convention/json-array-table-column.html"><strong aria-hidden="true">9.3.7.</strong> JSON vs Array vs Table</a></li><li class="chapter-item expanded "><a href="postgres-convention/enum-type-convention.html"><strong aria-hidden="true">9.3.8.</strong> enum and Type</a></li><li class="chapter-item expanded "><a href="postgres-convention/partition-convention.html"><strong aria-hidden="true">9.3.9.</strong> Partition</a></li><li class="chapter-item expanded "><a href="postgres-convention/function-convention.html"><strong aria-hidden="true">9.3.10.</strong> Function</a></li><li class="chapter-item expanded "><a href="postgres-convention/trigger-convention.html"><strong aria-hidden="true">9.3.11.</strong> Trigger</a></li><li class="chapter-item expanded "><a href="postgres-convention/comment.html"><strong aria-hidden="true">9.3.12.</strong> Comments</a></li><li class="chapter-item expanded "><a href="postgres-convention/sample-table-convention.html"><strong aria-hidden="true">9.3.13.</strong> Sample Table</a></li><li class="chapter-item expanded "><a href="postgres-convention/scalability-convention.html"><strong aria-hidden="true">9.3.14.</strong> Scalability</a></li><li class="chapter-item expanded "><a href="postgres-convention/nushell.html"><strong aria-hidden="true">9.3.15.</strong> Nushell psql</a></li><li class="chapter-item expanded "><a href="postgres-convention/to-be-resolved-convention.html"><strong aria-hidden="true">9.3.16.</strong> To Be Resolved</a></li></ol></li><li class="chapter-item expanded "><a href="postgres-services.html"><strong aria-hidden="true">9.4.</strong> Postgres Services</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="postgres-convention/async.html"><strong aria-hidden="true">9.4.1.</strong> Async</a></li><li class="chapter-item expanded "><a href="postgres-convention/attribute-tag.html"><strong aria-hidden="true">9.4.2.</strong> Attribute Tagging</a></li><li class="chapter-item expanded "><a href="postgres-convention/change-log.html"><strong aria-hidden="true">9.4.3.</strong> Change Log</a></li><li class="chapter-item expanded "><a href="postgres-convention/event.html"><strong aria-hidden="true">9.4.4.</strong> Event</a></li><li class="chapter-item expanded "><a href="postgres-convention/notify.html"><strong aria-hidden="true">9.4.5.</strong> Notify</a></li><li class="chapter-item expanded "><a href="postgres-convention/request.html"><strong aria-hidden="true">9.4.6.</strong> Request Workflow</a></li><li class="chapter-item expanded "><a href="postgres-convention/statistics-convention.html"><strong aria-hidden="true">9.4.7.</strong> Statistics</a></li><li class="chapter-item expanded "><a href="postgres-convention/system-configuration-convention.html"><strong aria-hidden="true">9.4.8.</strong> System Configuration</a></li></ol></li></ol></li><li class="chapter-item expanded "><a href="cli-tutor.html"><strong aria-hidden="true">10.</strong> Stack Tutor</a></li><li class="chapter-item expanded "><a href="stack-academy.html"><strong aria-hidden="true">11.</strong> Stack Academy</a></li><li class="chapter-item expanded "><a href="stack-local.html"><strong aria-hidden="true">12.</strong> Local Community Support</a></li><li class="chapter-item expanded "><a href="terminology.html"><strong aria-hidden="true">13.</strong> Terminology</a></li><li class="chapter-item expanded "><a href="roadmap.html"><strong aria-hidden="true">14.</strong> Roadmap</a></li><li class="chapter-item expanded "><a href="project-history.html"><strong aria-hidden="true">15.</strong> Project History</a></li><li class="chapter-item expanded "><a href="reference.html"><strong aria-hidden="true">16.</strong> References</a></li><li class="chapter-item expanded affix "><li class="spacer"></li><li class="chapter-item expanded "><a href="code-of-conduct.html"><strong aria-hidden="true">17.</strong> Code of Conduct</a></li><li class="chapter-item expanded "><a href="privacy-policy.html"><strong aria-hidden="true">18.</strong> Privacy Policy</a></li><li class="chapter-item expanded affix "><li class="spacer"></li><li class="chapter-item expanded "><a href="blog.html" class="active"><strong aria-hidden="true">19.</strong> Blog</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="blog-postgresql-json-show-sales-order.html"><strong aria-hidden="true">19.1.</strong> How to Extract JSON from PostgreSQL</a></li><li class="chapter-item expanded "><a href="blog-incus-netbird-phoenixnap-isolated.html"><strong aria-hidden="true">19.2.</strong> Isolated Public-Facing Services in Incus</a></li><li class="chapter-item expanded "><a href="blog-local-co-op-funding-help.html"><strong aria-hidden="true">19.3.</strong> Local AI Funding - Time to Bring Back the Co-op</a></li><li class="chapter-item expanded "><a href="blog-llm-ai-production-deploy.html"><strong aria-hidden="true">19.4.</strong> Production Open Source Chat with Work Instructions</a></li><li class="chapter-item expanded "><a href="blog-chuck-stack-it-job-description-assessment.html"><strong aria-hidden="true">19.5.</strong> chuck-stack IT Job Description</a></li><li class="chapter-item expanded "><a href="blog-rsync-net.html"><strong aria-hidden="true">19.6.</strong> Immutable Off-site Backups are Imperative</a></li><li class="chapter-item expanded "><a href="blog-llm-ai-operations-automation.html"><strong aria-hidden="true">19.7.</strong> Operations AI LLM Automation in 2025</a></li><li class="chapter-item expanded "><a href="blog-incus-netbird-phoenixnap.html"><strong aria-hidden="true">19.8.</strong> Hybrid Cloud Strategy: Incus + Netbird + PhoenixNAP</a></li><li class="chapter-item expanded "><a href="blog-letter-ceo.html"><strong aria-hidden="true">19.9.</strong> Letter to the CEO</a></li><li class="chapter-item expanded "><a href="blog-cli-better.html"><strong aria-hidden="true">19.10.</strong> The CLI is better than...</a></li><li class="chapter-item expanded "><a href="blog-conversational-enterprise-computing.html"><strong aria-hidden="true">19.11.</strong> Why Conversational Enterprise Computing Matters</a></li><li class="chapter-item expanded "><a href="blog-work-instruction-sexy.html"><strong aria-hidden="true">19.12.</strong> Work Instructions Make your Organization Sexy</a></li><li class="chapter-item expanded "><a href="blog-live-markdown-world.html"><strong aria-hidden="true">19.13.</strong> We Live in a Markdown World</a></li></ol></li></ol>
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<h1 id="chuck-stack-blog"><a class="header" href="#chuck-stack-blog">chuck-stack Blog</a></h1>
<p>Here is a list of recent blogs. The sidebar contains the full list.</p>
<h2 id="toc"><a class="header" href="#toc">TOC</a></h2>
<ul>
<li><a href="#create-isolated-public-facing-services-in-incus--netbird--phoenixnap">Create Isolated Public Facing Services in Incus + Netbird + PhoenixNAP</a></li>
<li><a href="#local-ai-funding---time-to-bring-back-the-co-op">Local AI Funding - Time to Bring Back the Co-op</a></li>
<li><a href="#production-open-source-chat-with-work-instructions">Production Open Source Chat with Work Instructions</a></li>
<li><a href="#chuck-stack-it-job-description-and-assessment">chuck-stack IT Job Description and Assessment</a></li>
<li><a href="#immutable-off-site-backups-are-imperative">Immutable Off-site Backups are Imperative</a></li>
<li><a href="#operations-ai-llm-technology-in-2025">Operations AI LLM Technology in 2025</a></li>
<li><a href="#hybrid-cloud-strategy-incus--netbird--phoenixnap">Hybrid Cloud Strategy: Incus + Netbird + PhoenixNAP</a></li>
<li><a href="#letter-to-the-ceo">Letter to the CEO</a></li>
<li><a href="#the-cli-is-better">The CLI is Better</a></li>
<li><a href="#why-conversational-enterprise-computing-matters">Why Conversational Enterprise Computing Matters</a></li>
<li><a href="#work-instructions-make-your-organization-sexy">Work Instructions Make your Organization Sexy</a></li>
<li><a href="#we-live-in-a-markdown-world">We Live in a Markdown World</a></li>
</ul>
<h2 id="create-isolated-public-facing-services-in-incus--netbird--phoenixnap"><a class="header" href="#create-isolated-public-facing-services-in-incus--netbird--phoenixnap">Create Isolated Public Facing Services in Incus + Netbird + PhoenixNAP</a></h2>
<p>The purpose of this post is to extend the <a href="./blog-incus-netbird-phoenixnap.html">Incus + Netbird + PhoenixNAP</a> article to create a safe and isolated place to host public-facing applications and services.</p>
<p>Here is the benefit short story:</p>
<ul>
<li>Use your existing Incus infrastructure</li>
<li>Create one or more isolated networks</li>
<li>Host a public facing service in an isolated network</li>
</ul>
<p><a href="./blog-incus-netbird-phoenixnap-isolated.html">Read more...</a></p>
<h2 id="local-ai-funding---time-to-bring-back-the-co-op"><a class="header" href="#local-ai-funding---time-to-bring-back-the-co-op">Local AI Funding - Time to Bring Back the Co-op</a></h2>
<p>The purpose of this post is to help fund the improvement of your community through cooperative (co-op) AI understanding and deployment.</p>
<p>We've worked hard to make AI easy to understand, easy to deploy, and easy to scale inside your organization and community. We want to use our abilities to help you raise funds to extend these abilities to your organization and community.</p>
<p><a href="./blog-local-co-op-funding-help.html">Read more...</a></p>
<h2 id="production-open-source-chat-with-work-instructions"><a class="header" href="#production-open-source-chat-with-work-instructions">Production Open Source Chat with Work Instructions</a></h2>
<p>The purpose of this post is to help you get your first work instructions published with chat capabilities.</p>
<p>Here is the benefit story:</p>
<ul>
<li>You will thrust your AI capabilities ahead of 90% of all organizations in a single step.</li>
<li>You will create a platform for building future automation around your work instructions.</li>
</ul>
<p><a href="./blog-llm-ai-production-deploy.html">Read more...</a></p>
<h2 id="chuck-stack-it-job-description-and-assessment"><a class="header" href="#chuck-stack-it-job-description-and-assessment">chuck-stack IT Job Description and Assessment</a></h2>
<p>The purpose of this post is to help you hire the right IT (Information Technology) talent to support your small or medium organization. We will cover the desired attributes to help your organization create efficient, simple, self-help, automated systems.</p>
<p>We need to make it easier for users to automate their tasks - this is the way!</p>
<p><a href="./blog-chuck-stack-it-job-description-assessment.html">Read more...</a></p>
<h2 id="immutable-off-site-backups-are-imperative"><a class="header" href="#immutable-off-site-backups-are-imperative">Immutable Off-site Backups are Imperative</a></h2>
<p>The purpose of this post is to offer a simple and safe way to store your information off-site even in the extreme event of a cyber/ransom-ware attack.</p>
<p>Here is why we love rsync.net:</p>
<ul>
<li>The solution uses industry standard and best-in-class tools (authentication and file transfer efficiency).</li>
<li>The only client-side tools you need is probably already installed (rsync, ssh).</li>
<li>The default behavior includes periodic, immutable snapshots.</li>
<li><a href="./blog-rsync-net.html">click to learn more...</a></li>
</ul>
<p><a href="./blog-rsync-net.html">Read more...</a></p>
<h2 id="operations-ai-llm-technology-in-2025"><a class="header" href="#operations-ai-llm-technology-in-2025">Operations AI LLM Technology in 2025</a></h2>
<p>How do you remain operationally efficient and competitive in 2025 and beyond?</p>
<p>This post provides a blueprint for using AI LLMs and off-the-shelf tools to help you minimize effort and maximize your strategic operational advantage. Help your people create self-help augmentation and automation tools. Help your IT department create a platform of innovation instead of one-off tools.</p>
<p><a href="./blog-llm-ai-operations-automation.html">Read more...</a></p>
<h2 id="hybrid-cloud-strategy-incus--netbird--phoenixnap"><a class="header" href="#hybrid-cloud-strategy-incus--netbird--phoenixnap">Hybrid Cloud Strategy: Incus + Netbird + PhoenixNAP</a></h2>
<p>Reduce costs... Reduce complexity... Use existing talent (skills and knowledge) to provide services to a global workforce.</p>
<p>This post helps you create a simple and effective hybrid cloud infrastructure to support your organization. I cannot put into words how excited I am to prescribe such a solution. I hope this helps...</p>
<p><a href="./blog-incus-netbird-phoenixnap.html">Read more...</a></p>
<h2 id="letter-to-the-ceo"><a class="header" href="#letter-to-the-ceo">Letter to the CEO</a></h2>
<p>We find and cultivate <a href="./terminology.html#superclerk">Superclerks</a>. These superclerks effectively reduce headcount. The expectation is that the incremental increase in AI costs is less than the reduction in labor; therefore, you get a net savings.</p>
<p>Note that cost savings is not the biggest benefit. The biggest benefit is automation and accuracy. You get to surround yourself with smart people who know how to do/automate their jobs.</p>
<p>Let's find high-impact and low-effort tasks to document and automate...</p>
<p><a href="./blog-letter-ceo.html">Read more...</a></p>
<h2 id="the-cli-is-better"><a class="header" href="#the-cli-is-better">The CLI is Better</a></h2>
<p>The CLI creates more value for managing data and processes in small and medium sized organizations than just about any alternative. The purpose of this post is to explain what it is better than and why.</p>
<p><a href="./blog-cli-better.html">Read more...</a></p>
<h2 id="why-conversational-enterprise-computing-matters"><a class="header" href="#why-conversational-enterprise-computing-matters">Why Conversational Enterprise Computing Matters</a></h2>
<p>This article discusses why <a href="./terminology.html#conversational-enterprise-computing">Conversational Enterprise Computing</a> matters. It helps explain how the chuck-stack gives small and medium sized organizations a competitive advantage against both its peers as well as larger organizations.</p>
<p><a href="./blog-conversational-enterprise-computing.html">Read more...</a></p>
<h2 id="work-instructions-make-your-organization-sexy"><a class="header" href="#work-instructions-make-your-organization-sexy">Work Instructions Make your Organization Sexy</a></h2>
<p>Said no one ever... until now! This article describes how AI is changing how work instructions are created and increasing the value of your organization more than ever.</p>
<p><a href="./blog-work-instruction-sexy.html">Read more...</a></p>
<h2 id="we-live-in-a-markdown-world"><a class="header" href="#we-live-in-a-markdown-world">We Live in a Markdown World</a></h2>
<p>This article describes why markdown has become a better tool for documentation than both Microsoft Word and Google Docs. We believe that the use of markdown represents a point of inflection and a significant change in how documentation and training should be maintained and published.</p>
<p><a href="./blog-live-markdown-world.html">Read more...</a></p>
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