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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" class="active"><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"><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 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<h1 id="picture-of-success"><a class="header" href="#picture-of-success">Picture of Success</a></h1>
<!-- copied_from_home_page -->
<p>Imagine a world where your operations team writes <a href="./best-practices.html#organization-best-practices">work instructions</a> and both your system and people magically execute those work instructions with near perfection. Imagine a world where IT no longer builds tools but instead helps people build logic themselves while ensuring everyone is bound by their roles. You do not need to imagine much longer.</p>
<!-- /copied_from_home_page -->
<h2 id="toc"><a class="header" href="#toc">TOC</a></h2>
<ul>
<li><a href="#how-is-this-possible">How is This Possible</a></li>
<li><a href="#problem---too-many-windows-and-fields">Problem - Too Many Windows and Fields</a></li>
<li><a href="#chatgpt-showed-us-a-better-way">ChatGPT Showed Us a Better Way</a></li>
<li><a href="#simple-example">Simple Example</a></li>
<li><a href="#better-example">Better Example</a></li>
<li><a href="#get-a-little-crazy">Get a Little Crazy</a></li>
<li><a href="#not-that-crazy">Not that Crazy</a></li>
<li><a href="#all-you-need-are-work-instructions">All You Need are Work Instructions</a></li>
</ul>
<h2 id="how-is-this-possible"><a class="header" href="#how-is-this-possible">How is This Possible</a></h2>
<p>Modern AI has a magical ability to understand and use our language to offer valuable opinions and execute tasks. More specifically, it understands work instructions (role, task, and tool definitions), and it can help us automate tasks, increase velocity and improve efficiency.</p>
<video controls>
<source src="./video/chuck-stack-01-order-summary.mp4" type="video/mp4">
</video>
<h2 id="problem---too-many-windows-and-fields"><a class="header" href="#problem---too-many-windows-and-fields">Problem - Too Many Windows and Fields</a></h2>
<p>There is a big problem with enterprise applications (like ERP) built over the last 20 years. They are too slow in almost every way. The development tooling is too complicated. They bombard the user with hundreds of fields which often go unused. They are incredibly difficult to test. And, they create tension between organization users and leaders.</p>
<h2 id="chatgpt-showed-us-a-better-way"><a class="header" href="#chatgpt-showed-us-a-better-way">ChatGPT Showed Us a Better Way</a></h2>
<p>ChatGPT re-introduced an amazingly simple yet effective user interface that offered one field: the command line. In the command line, you can type whatever you wish. ChatGPT is often smart enough to understand what you want and finds a way to help you - all from one field.</p>
<h2 id="simple-example"><a class="header" href="#simple-example">Simple Example</a></h2>
<p>If you were to type the following into an AI chatbot:</p>
<blockquote>
<p>show me the weather in Berlin and London</p>
</blockquote>
<ul>
<li>The system is smart enough to look for existing tools that can offer real-time weather.</li>
<li>It is smart enough to know that you want to call the get-weather-tool for all the listed cities.</li>
<li>And, it is smart enough to format the output is a human readable way.</li>
</ul>
<p>These concepts are true for most foundational large language models (LLMs) like Claude and ChatGPT.</p>
<h2 id="better-example"><a class="header" href="#better-example">Better Example</a></h2>
<p>Let's apply this concept to a customer service representative (CSR). The following exchange naturally follows the above example:</p>
<ul>
<li>CSR: please create a new sales order for Fred Flintstone, and accept all defaults. Products include 5x 1x4x12, 20x 2x6x8, 50lb penny nails.</li>
<li>System: Done. Your order number is 100775. It is currently drafted, and it can ship as early as tomorrow.</li>
<li>System: Would you like to complete the order?</li>
<li>CSR: Yes, and please text Fred confirmation.</li>
<li>System: Done and done.</li>
</ul>
<p><a href="#how-is-this-possible">See above video for a demo</a></p>
<h2 id="get-a-little-crazy"><a class="header" href="#get-a-little-crazy">Get a Little Crazy</a></h2>
<p>The reality is that a CSR that performs this task 50+ times a day will not be this conversational. They will develop codes to eliminate keystrokes. They will use a microphone when possible. The outsider looking in might not even understand the interaction because of all the abbreviated codes. That is OK. What matters is that the CSR and the system 1. share access to the right data, 2. makes his/her job as easy as possible, and 3. prevent mistakes.</p>
<p>This is just the beginning. There is no limit to the number of examples in an organization where someone wants to take a reasonably complicated process like order entry and distill it down to 5 or less bullets/interactions.</p>
<h2 id="not-that-crazy"><a class="header" href="#not-that-crazy">Not that Crazy</a></h2>
<p>People and systems are getting smarter and more capable. What used to take a team of clerks thousands of hours can now be accomplished by one superclerk in tens of hours. Here is an example of what a <a href="./terminology.html#superclerk">superclerk</a> can do:</p>
<blockquote>
<p>psql -AXqtc -f query-invalid-customer-address.sql | get entries | aichat -r address-fix-role</p>
</blockquote>
<p>The above command shows what can happen when you develop superclerks and you give them the right tools to fix 300k+ addresses:</p>
<ul>
<li>psql is a tool that will query the database.</li>
<li>-AXqtc are the psql arguments that shape the data so that it can be parsed.</li>
<li>query-invalid-customer-address.sql contains the query to get 300k addresses to validate.</li>
<li>get entries is a nushell command that extracts the entries.</li>
<li>aichat is a command that communicates with ChatGPT or Claude to perform AI work.</li>
<li>-r is the aichat argument that allows the clerk to pass in the pre-existing work instructions that defines a valid address.</li>
</ul>
<p>You do not need to understand the details of the above scenario; however, you <strong>DO</strong> need to understand that a single person (superclerk) can write the above one-line string to perform the work of hundreds or even thousands or people hours. This is the power of a purposeful organization using the chuck-stack to find and promote <a href="./terminology.html#superclerk">superclerks</a>!</p>
<p>More importantly, you need to understand that an AI LLM will be there to guide users until they can use the tools independently (<a href="#how-is-this-possible">see above video</a>).</p>
<h2 id="all-you-need-are-work-instructions"><a class="header" href="#all-you-need-are-work-instructions">All You Need are Work Instructions</a></h2>
<p>ChatGPT (and LLMs in general) are very good at understanding languages. This ability goes far beyond English and Spanish. SQL (databases) is a language. If you write it down, a LLM can understand what you want. This is true for both English work instructions and code like SQL, python and rust.</p>
<p>This brings us full circle back to the picture of success:</p>
<blockquote>
<p>Imagine a world where your operations team wrote work instructions and your system and people magically executed those work instructions for you. Image a world where IT no longer builds tools but instead helps your people build it themselves while ensuring everyone is bound by their documented roles.</p>
</blockquote>
<p>If you want to supercharge your organization by filling it with superclerks, do the following:</p>
<ul>
<li>Write down your work instructions.</li>
<li>Mobilize your technology team to install self-help tools like the chuck-stack.</li>
<li>Hire smart people to do smart work.</li>
</ul>
<p>If you want to learn more, join the <a href="./stack-academy.html">stack-academy</a>.</p>
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