<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[The Content Wrangler: Glossary]]></title><description><![CDATA[The place for terms and definitions.]]></description><link>https://www.thecontentwrangler.com/s/glossary</link><image><url>https://substackcdn.com/image/fetch/$s_!7Y1e!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1ff3a0e8-b99d-4e0d-a32a-5c6739205086_110x110.png</url><title>The Content Wrangler: Glossary</title><link>https://www.thecontentwrangler.com/s/glossary</link></image><generator>Substack</generator><lastBuildDate>Mon, 12 Oct 2026 16:03:10 GMT</lastBuildDate><atom:link href="https://www.thecontentwrangler.com/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Scott Abel]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[thecontentwrangler@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[thecontentwrangler@substack.com]]></itunes:email><itunes:name><![CDATA[Scott Abel]]></itunes:name></itunes:owner><itunes:author><![CDATA[Scott Abel]]></itunes:author><googleplay:owner><![CDATA[thecontentwrangler@substack.com]]></googleplay:owner><googleplay:email><![CDATA[thecontentwrangler@substack.com]]></googleplay:email><googleplay:author><![CDATA[Scott Abel]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[What Is Composability?]]></title><description><![CDATA[What separates documentation you can reuse from documentation you must rewrite]]></description><link>https://www.thecontentwrangler.com/p/what-is-composability</link><guid isPermaLink="false">https://www.thecontentwrangler.com/p/what-is-composability</guid><dc:creator><![CDATA[Scott Abel]]></dc:creator><pubDate>Mon, 05 Oct 2026 15:31:14 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!78MK!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff35d5fa-de96-4f93-b703-9b204eb0dfad_1465x728.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p><strong>Composability (noun)</strong></p><p>The ability to combine independent parts, unchanged, into new arrangements for different purposes.</p></blockquote><h2>About Composability</h2><p>Suppose our organization publishes product documentation to an online documentation portal and to help panels inside some of our products, and plans to add an AI assistant as a third channel. </p><p>The account-creation procedure belongs in the portal&#8217;s getting-started section, in the help panel on the sign-up screen, and in any answer the AI assistant gives about getting started. If we write each piece as a self-contained topic, our publishing system can arrange the topics one way for the portal and another for the help panels, and the AI assistant can retrieve the topics relevant to a question.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!tmrH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!tmrH!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png 424w, https://substackcdn.com/image/fetch/$s_!tmrH!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png 848w, https://substackcdn.com/image/fetch/$s_!tmrH!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!tmrH!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!tmrH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png" width="1456" height="971" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:971,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1295117,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.thecontentwrangler.com/i/215409629?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!tmrH!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png 424w, https://substackcdn.com/image/fetch/$s_!tmrH!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png 848w, https://substackcdn.com/image/fetch/$s_!tmrH!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!tmrH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f03110d-636f-46e8-b135-22c7a8bfc154_1536x1024.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image buttonBase-GK1x3M"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>That arrangement works only when each topic makes sense on its own. A procedure that begins &#8220;Now that you&#8217;ve completed the steps above&#8221; depends on the page it was written for. Publish it in another channel, and the steps it refers to aren&#8217;t there, so someone has to edit it first.</p><h2>Why Tech Writers Need To Understand Composability</h2><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.thecontentwrangler.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>
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   ]]></content:encoded></item><item><title><![CDATA[What Is An Enabling Capability?]]></title><description><![CDATA[Why some documentation abilities matter beyond our documentation team]]></description><link>https://www.thecontentwrangler.com/p/what-is-an-enabling-capability</link><guid isPermaLink="false">https://www.thecontentwrangler.com/p/what-is-an-enabling-capability</guid><dc:creator><![CDATA[Scott Abel]]></dc:creator><pubDate>Mon, 28 Sep 2026 12:31:18 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!4HgX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p><strong>Enabling capability (noun)</strong></p><p>An ability that makes another capability or a desired outcome possible, or supports its effective delivery.</p></blockquote><h2>About Enabling Capabilities</h2><p>Suppose our organization plans to introduce an AI assistant to help customers complete routine tasks using our product documentation as the source content. The assistant needs a retrieval system that finds and returns instructions that match each customer&#8217;s situation. This <em>capability</em> helps the assistant give trustworthy and useful answers.</p><p>Finding the right procedure is an important part of delivering effective self-service user assistance. The procedures we deliver to our users must be correct, and the assistant must be <em>capable</em> of explaining it clearly and providing an answer that addresses their individual needs. If our customer doesn&#8217;t have permission to complete the task they seek to perform, our AI may need help from an administrator.</p><p>A capability is an ability an organization or system has. TM Forum&#8217;s <strong><a href="https://www.tmforum.org/resources/introductory-guide/gb1029c-business-capability-map-v1-1-0/">business capability guidance</a></strong> explains how people, processes, information, and systems contribute to that ability. When one capability helps make another possible, it serves an <em>enabling</em> role.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!4HgX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!4HgX!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png 424w, https://substackcdn.com/image/fetch/$s_!4HgX!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png 848w, https://substackcdn.com/image/fetch/$s_!4HgX!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png 1272w, https://substackcdn.com/image/fetch/$s_!4HgX!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!4HgX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png" width="1456" height="1066" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1066,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1100647,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.thecontentwrangler.com/i/215512013?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!4HgX!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png 424w, https://substackcdn.com/image/fetch/$s_!4HgX!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png 848w, https://substackcdn.com/image/fetch/$s_!4HgX!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png 1272w, https://substackcdn.com/image/fetch/$s_!4HgX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68698000-dd23-4bce-816b-af9fa1063fa7_1466x1073.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image buttonBase-GK1x3M"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h2>Why Tech Writers Need To Understand Enabling Capabilities</h2><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.thecontentwrangler.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>
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   ]]></content:encoded></item><item><title><![CDATA[What Is Verifiability?]]></title><description><![CDATA[Why tech writers need to know whether the claims they publish can be checked]]></description><link>https://www.thecontentwrangler.com/p/what-is-verifiability</link><guid isPermaLink="false">https://www.thecontentwrangler.com/p/what-is-verifiability</guid><dc:creator><![CDATA[Scott Abel]]></dc:creator><pubDate>Thu, 24 Sep 2026 12:31:17 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!mKuo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p><strong>Verifiability (noun)</strong></p><p>The extent to which a claim can be checked against evidence to determine whether it is correct under the stated conditions.</p></blockquote><h2>About Verifiability</h2><p>Suppose our product guide says: <strong>&#8220;Administrators can restore deleted projects within 30 days.&#8221;</strong> </p><p>Our customer asks whether the policy applies to projects deleted from their trial account. Our writer finds the same restoration info in several places, but none of them tells them which account types our policy covers; nor does it tell them why the limit is 30 days.</p><p>Before confirming the information, our writer needs evidence specifically about restoring projects from trial accounts. That evidence might come from our product specifications, test results, or the product subject matter expert responsible for the feature.</p><p>Verifiability means checking whether a claim is true. A statement can be correct, and at the same time, hard to verify (if no supporting evidence is available).</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!mKuo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!mKuo!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png 424w, https://substackcdn.com/image/fetch/$s_!mKuo!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png 848w, https://substackcdn.com/image/fetch/$s_!mKuo!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png 1272w, https://substackcdn.com/image/fetch/$s_!mKuo!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!mKuo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png" width="1456" height="1066" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1066,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1136821,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.thecontentwrangler.com/i/215409689?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!mKuo!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png 424w, https://substackcdn.com/image/fetch/$s_!mKuo!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png 848w, https://substackcdn.com/image/fetch/$s_!mKuo!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png 1272w, https://substackcdn.com/image/fetch/$s_!mKuo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec609e4a-ff4d-4b56-9a33-bb0c803b63b1_1466x1073.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image buttonBase-GK1x3M"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h2>Why Tech Writers Need to Understand Verifiability</h2><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.thecontentwrangler.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>
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   ]]></content:encoded></item><item><title><![CDATA[What Is Retrievability?]]></title><description><![CDATA[Understanding retrievability helps tech writers recognize that an answer can exist in the docs without being returned by AI answer engines when needed]]></description><link>https://www.thecontentwrangler.com/p/what-is-retrievability</link><guid isPermaLink="false">https://www.thecontentwrangler.com/p/what-is-retrievability</guid><dc:creator><![CDATA[Scott Abel]]></dc:creator><pubDate>Wed, 23 Sep 2026 13:30:53 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!UrW9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p><strong>Retrievability (noun)</strong></p><p>An enabling capability that determines whether a retrieval system can locate and return the right content for a given query.</p></blockquote><div class="callout-block" data-callout="true"><p><strong>Consider this question:</strong> &#8220;How do administrators export audit logs from the cloud version?&#8221;</p></div><p>Suppose our docs include the correct procedure, but the way we present the additional information needed obscures the right answer. </p><p>Perhaps the heading we chose reads <strong>&#8220;Exporting data&#8221; </strong>and the name of the product sits near the top of a long page of procedural info. And, the cloud-only restriction lives in a note. </p><p>If an AI retrieval system searches thru short passages from our docs, it may retrieve the procedure without the detail that says it applies to the <em>cloud version</em>. Or, perhaps it accesses the step-by-step instructions without finding the <em>note</em> that qualifies it. As a result, a similarly worded procedure for on-premises users may be referenced to generate an answer instead.</p><p>Even when the correct answer appears in our docs, unclear wording or poor content organization choices can make it harder for a retrieval system to differentiate it from other similar procedures.</p><p>Writers shape how documentation reads and how it&#8217;s organized, including the <strong><a href="https://open.substack.com/pub/thecontentwrangler/p/why-metadata-is-everybodys-problem?r=8sej&amp;utm_campaign=post-expanded-share&amp;utm_medium=web">metadata</a></strong> attached to it. The retrieval system determines what gets indexed and how a query is matched against it. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UrW9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UrW9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png 424w, https://substackcdn.com/image/fetch/$s_!UrW9!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png 848w, https://substackcdn.com/image/fetch/$s_!UrW9!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png 1272w, https://substackcdn.com/image/fetch/$s_!UrW9!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UrW9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:54249,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.thecontentwrangler.com/i/215409281?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!UrW9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png 424w, https://substackcdn.com/image/fetch/$s_!UrW9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png 848w, https://substackcdn.com/image/fetch/$s_!UrW9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png 1272w, https://substackcdn.com/image/fetch/$s_!UrW9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c8ca23e-39ea-45a2-81e4-1f90819c8d49_1672x941.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image buttonBase-GK1x3M"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h2>Why Tech Writers Must Understand Retrievability</h2><p>Clear writing alone can&#8217;t resolve the kind of gap the audit-log example shows. If retrieval never surfaces the right passage, no amount of good writing fixes what the model never saw.</p><p>We tech writers make all sort of choices a retrieval system can find. In the audit-log example, using the heading <strong>&#8220;Exporting data&#8221;</strong> is one of those choices. A specific task name gives the system more context when it looks at that passage by itself.</p><p>The same is true of <strong><a href="https://www.textunited.com/en/blog/why-consistent-terminology-is-critical-for-technical-documentation">consistent terminology</a></strong> that distinguishes similar features and applicability statements that clearly identify a <em>cloud-only</em> restriction, rather than relegating it to a separate note elsewhere in the docs.</p><p>Understanding retrievability helps us see that the answer can be in our docs but still fail to appear when someone needs it. Finding out why it fails may require us to work with customer support teams or the others who manage search and AI systems. </p><p>We bring our knowledge of the documentation: which procedure answers the question and the conditions under which it applies. When we can see real user questions and the system&#8217;s results, we can use that knowledge to investigate specific failures.</p><h2>What Retrievability Looks Like In Documentation</h2><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.thecontentwrangler.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>
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   ]]></content:encoded></item><item><title><![CDATA[What Are Query Constraints?]]></title><description><![CDATA[How conditions in a user's question narrow which documentation can qualify as the right answer]]></description><link>https://www.thecontentwrangler.com/p/what-are-query-constraints</link><guid isPermaLink="false">https://www.thecontentwrangler.com/p/what-are-query-constraints</guid><dc:creator><![CDATA[Scott Abel]]></dc:creator><pubDate>Fri, 11 Sep 2026 22:32:53 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!F9Pe!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p><strong>Query constraint</strong> <em>(noun)</em></p><p>A condition that limits which information can qualify as a valid result for a query.</p></blockquote><h2>About Query Constraints</h2><p>When someone asks a question of our documentation, the subject is only part of what a retrieval system needs to understand.</p><div class="callout-block" data-callout="true"><p><strong>Consider: </strong>&#8220;How do administrators export audit logs from the cloud version?&#8221;</p></div><p>The subject is exporting audit logs. But the question also contains two conditions: the answer has to <em>apply to administrators</em>, and it has to <em>apply to the cloud product</em>. </p><p>A procedure written for on-premises customers (not using the cloud version) can use nearly identical language and still be the wrong answer for those folks. So can a procedure written for end users instead of administrators. Both can look highly relevant to a search system while failing to satisfy what the question askers actually require.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!F9Pe!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!F9Pe!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png 424w, https://substackcdn.com/image/fetch/$s_!F9Pe!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png 848w, https://substackcdn.com/image/fetch/$s_!F9Pe!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png 1272w, https://substackcdn.com/image/fetch/$s_!F9Pe!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!F9Pe!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1017539,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.thecontentwrangler.com/i/215286801?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!F9Pe!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png 424w, https://substackcdn.com/image/fetch/$s_!F9Pe!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png 848w, https://substackcdn.com/image/fetch/$s_!F9Pe!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png 1272w, https://substackcdn.com/image/fetch/$s_!F9Pe!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a7420e6-6b49-4b87-8dd0-0e1099ca6be4_1672x941.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image buttonBase-GK1x3M"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><p>Those conditions &#8212; role, deployment, and dozens of others like them &#8212; are <em>query constraints</em>. <strong><a href="https://docs.oracle.com/cd/E23095_01/Search.93/ATGSearchQueryRef/html/s0402constrainingqueries01.html">Oracle describes</a></strong> search constraints as a way to limit the search space within an index. <strong><a href="https://firebase.google.com/docs/reference/js/firestore.queryfieldfilterconstraint">Firebase defines</a></strong> a constraint as something used to narrow the set of documents a query returns. </p><p>The concept isn&#8217;t new. What&#8217;s changed is what happens when the wrong constraint slips through undetected.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.thecontentwrangler.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>
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   ]]></content:encoded></item><item><title><![CDATA[What Is A Deterministic System?]]></title><description><![CDATA[How to document the rules, inputs, and conditions that cause software to produce a predictable result]]></description><link>https://www.thecontentwrangler.com/p/what-is-a-deterministic-system</link><guid isPermaLink="false">https://www.thecontentwrangler.com/p/what-is-a-deterministic-system</guid><dc:creator><![CDATA[Scott Abel]]></dc:creator><pubDate>Thu, 10 Sep 2026 12:32:24 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!_L5Y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p><strong>Deterministic system</strong> <em>(noun)</em></p><p>A system whose rules produce the same output whenever it receives the same inputs under the same operating conditions.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!_L5Y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!_L5Y!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png 424w, https://substackcdn.com/image/fetch/$s_!_L5Y!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png 848w, https://substackcdn.com/image/fetch/$s_!_L5Y!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!_L5Y!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!_L5Y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png" width="1400" height="1000" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1000,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:65545,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.thecontentwrangler.com/i/213292579?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!_L5Y!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png 424w, https://substackcdn.com/image/fetch/$s_!_L5Y!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png 848w, https://substackcdn.com/image/fetch/$s_!_L5Y!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!_L5Y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbe4761f-90e4-4855-8d6d-238346d2818a_1400x1000.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image buttonBase-GK1x3M"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h2>About Deterministic Systems</h2><p><strong><a href="https://www.confessionsofadataguy.com/deterministic-agentic-systems-the-part-nobody-talks-about/">Deterministic systems</a></strong> follow rules that determine what happens. Start with the same state, feed in the <em>same inputs</em>, and the system applies the same rules, resulting in the same result every time.</p><p><strong>A calculator is the simplest example.</strong> </p><blockquote><p>Enter 10 &#215; 5 and you get 50, every time.</p></blockquote><p>Software permissions work the same way. If access depends on a user's role, subscription level, and security settings, the system reaches the same decision whenever those values match.</p><p><em>Same inputs</em> covers more than what our users type in. It includes things like account settings, stored data, software version, current time, feature flags, and information pulled from connected services. Change any one of those inputs, and our result can change too.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!nnR3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F209742b2-0547-453b-b1b8-b0f716272b5f_1672x941.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!nnR3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F209742b2-0547-453b-b1b8-b0f716272b5f_1672x941.png 424w, https://substackcdn.com/image/fetch/$s_!nnR3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F209742b2-0547-453b-b1b8-b0f716272b5f_1672x941.png 848w, 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srcset="https://substackcdn.com/image/fetch/$s_!nnR3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F209742b2-0547-453b-b1b8-b0f716272b5f_1672x941.png 424w, https://substackcdn.com/image/fetch/$s_!nnR3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F209742b2-0547-453b-b1b8-b0f716272b5f_1672x941.png 848w, https://substackcdn.com/image/fetch/$s_!nnR3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F209742b2-0547-453b-b1b8-b0f716272b5f_1672x941.png 1272w, https://substackcdn.com/image/fetch/$s_!nnR3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F209742b2-0547-453b-b1b8-b0f716272b5f_1672x941.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image buttonBase-GK1x3M"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h2>What Makes A System Deterministic?</h2><p></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.thecontentwrangler.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.thecontentwrangler.com/subscribe?"><span>Subscribe now</span></a></p>
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   ]]></content:encoded></item><item><title><![CDATA[What Is An Inference Gap?]]></title><description><![CDATA[How to find the missing facts and relationships in technical documentation that force readers and AI systems to guess]]></description><link>https://www.thecontentwrangler.com/p/what-is-an-inference-gap</link><guid isPermaLink="false">https://www.thecontentwrangler.com/p/what-is-an-inference-gap</guid><pubDate>Wed, 02 Sep 2026 12:31:40 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!whno!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7961e5c-93b7-49b5-a811-5548e958a445_1400x1000.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p><strong>Inference gap</strong> <em>(noun)</em><br><br>A fact, condition, relationship, exception, or consequence that an audience needs but the content doesn&#8217;t explicitly state.</p></blockquote><h3>What Creates Inference Gaps?</h3><p>Tech docs can be 100% accurate and still leave readers (and machines that access our content) completely in the dark. Sometimes an important fact is missing. More often, however, the writer understands exactly how the system works but fails to put those connections in our docs. </p><p><strong>They leave out unwritten rules, like:</strong> </p><ul><li><p><strong>who</strong> a policy applies to</p></li><li><p><strong>when</strong> it kicks in</p></li><li><p><strong>what</strong> the exceptions are, or</p></li><li><p><strong>how</strong> flipping one switch changes something else</p></li></ul><p>When these connections in our content are missing, readers (human or otherwise) are forced to fill-in-the-blanks by guessing. A human might rely on trial-and-error, past experience, or interface clues. An AI tool will try to stitch scattered sentences together and invent an answer. </p><div class="callout-block" data-callout="true"><h3>Sometimes they guess what the writer intended. Just as often, however, they get it wildly wrong. &#128529;</h3></div><p>Guesswork is a problem when it changes how someone understands our instructions or makes them uncertain what action they should take or what happens if they get something wrong. We don&#8217;t have to explain every possible detail imaginable (that&#8217;s not a practical solution), but we need to connect-the-dots clearly enough that readers don&#8217;t have to guess to get a reliable answer.</p><p><strong>Common causes include:</strong></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.thecontentwrangler.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.thecontentwrangler.com/subscribe?"><span>Subscribe now</span></a></p>
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   ]]></content:encoded></item><item><title><![CDATA[What Is Inference Load?]]></title><description><![CDATA[How to find unstated relationships in technical documentation and make them explicit before they mislead readers or contribute to AI hallucinations]]></description><link>https://www.thecontentwrangler.com/p/what-is-inference-load</link><guid isPermaLink="false">https://www.thecontentwrangler.com/p/what-is-inference-load</guid><dc:creator><![CDATA[Scott Abel]]></dc:creator><pubDate>Fri, 28 Aug 2026 12:31:31 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!FON3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F53d30d0d-941e-4976-8f02-11d282107cf0_1400x1000.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p><strong>Inference load</strong> <em>(noun)</em><br><br>The amount of unstated information a person or machine must supply to understand content, connect related facts, or decide what to do.</p></blockquote><h2>About Inference Load</h2><h3>What Creates Inference Load?</h3><p>Inference load is created when technical documentation leaves important relationships implicit. Readers and AI systems must determine how facts fit together, whether a rule applies, and what conclusion the content supports. Neither people or machines are particularly good at that. </p><h3>What Inference Load Looks Like</h3>
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