<?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[VibeOps]]></title><description><![CDATA[VibeOps]]></description><link>https://vibeops.stakpak.dev</link><image><url>https://substackcdn.com/image/fetch/$s_!s4V6!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b4b0d62-aad0-477e-8de7-77dd568dd9ad_500x500.png</url><title>VibeOps</title><link>https://vibeops.stakpak.dev</link></image><generator>Substack</generator><lastBuildDate>Sat, 11 Apr 2026 07:42:47 GMT</lastBuildDate><atom:link href="https://vibeops.stakpak.dev/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Stakpak]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[vibeops@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[vibeops@substack.com]]></itunes:email><itunes:name><![CDATA[Stakpak.dev]]></itunes:name></itunes:owner><itunes:author><![CDATA[Stakpak.dev]]></itunes:author><googleplay:owner><![CDATA[vibeops@substack.com]]></googleplay:owner><googleplay:email><![CDATA[vibeops@substack.com]]></googleplay:email><googleplay:author><![CDATA[Stakpak.dev]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[The Tools, Launches, and Research Shaping AI Native DevOps - Issue 18]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/the-tools-launches-and-research-shaping</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/the-tools-launches-and-research-shaping</guid><pubDate>Sun, 23 Nov 2025 16:24:10 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!osmy!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!osmy!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!osmy!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!osmy!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!osmy!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!osmy!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!osmy!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.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;:765581,&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://vibeops.stakpak.dev/i/179543966?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!osmy!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!osmy!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!osmy!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!osmy!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc930a366-0e2b-4093-8aa8-7f87affad929_1921x1081.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"><svg role="img" 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"><g><title></title><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"><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"><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>Welcome back to VibeOps<strong> </strong>your weekly newsletter of how AI is changing DevOps. Each issue, we break down the most important launches, tools, research, and ideas changing the future of infrastructure and operations </p><p>This week&#8217;s edition is full of cool stuff!</p><p>Coffee ready? Here is this week's AI 4 DevOps news.</p><h1>New Relic Announces Agentic AI Integrations with Microsoft Azure</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!PnoI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!PnoI!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.png 424w, https://substackcdn.com/image/fetch/$s_!PnoI!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.png 848w, https://substackcdn.com/image/fetch/$s_!PnoI!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.png 1272w, https://substackcdn.com/image/fetch/$s_!PnoI!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!PnoI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.png" width="1132" height="330" 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srcset="https://substackcdn.com/image/fetch/$s_!PnoI!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.png 424w, https://substackcdn.com/image/fetch/$s_!PnoI!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.png 848w, https://substackcdn.com/image/fetch/$s_!PnoI!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.png 1272w, https://substackcdn.com/image/fetch/$s_!PnoI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d4af6a1-6457-4bd0-8e20-ac16e6e27a17_1132x330.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"><svg role="img" 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"><g><title></title><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"><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"><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>New Relic claims its new agentic AI integrations with Microsoft Azure will cut MTTR and increase developer productivity by bringing real time observability data directly into Azure&#8217;s SRE workflows. <br><br>The MCP powered setup lets AI agents access telemetry, make root cause analysis faster, and automate parts of incident response.</p><p>&#128279; <a href="https://newrelic.com/press-release/20251118">newrelic.com</a></p><h1>Honeycomb Announced Canvas</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!TWHS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F26b1d631-74fd-4b5a-af4d-32a6430f57d0_1132x316.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!TWHS!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F26b1d631-74fd-4b5a-af4d-32a6430f57d0_1132x316.png 424w, https://substackcdn.com/image/fetch/$s_!TWHS!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F26b1d631-74fd-4b5a-af4d-32a6430f57d0_1132x316.png 848w, https://substackcdn.com/image/fetch/$s_!TWHS!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F26b1d631-74fd-4b5a-af4d-32a6430f57d0_1132x316.png 1272w, https://substackcdn.com/image/fetch/$s_!TWHS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F26b1d631-74fd-4b5a-af4d-32a6430f57d0_1132x316.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!TWHS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F26b1d631-74fd-4b5a-af4d-32a6430f57d0_1132x316.png" width="1132" height="316" 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stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><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>Honeycomb announced that Canvas is now in general availability. It brings AI guided observability that lets teams ask natural language questions about their systems and get insights, which is supposed to make debugging and incident investigation faster and more intuitive.</p><p>&#128279; <a href="https://www.honeycomb.io/blog/canvas-is-now-ga-ai-guided-observability-for-modern-teams">honeycomb.io</a></p><h1>Opsera Announces Strategic Partnership with Koantek</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Jpti!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Jpti!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png 424w, https://substackcdn.com/image/fetch/$s_!Jpti!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png 848w, https://substackcdn.com/image/fetch/$s_!Jpti!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png 1272w, https://substackcdn.com/image/fetch/$s_!Jpti!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Jpti!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png" width="1134" height="326" 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srcset="https://substackcdn.com/image/fetch/$s_!Jpti!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png 424w, https://substackcdn.com/image/fetch/$s_!Jpti!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png 848w, https://substackcdn.com/image/fetch/$s_!Jpti!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png 1272w, https://substackcdn.com/image/fetch/$s_!Jpti!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F673f3e22-44bd-4009-8ba5-a29def2d5f12_1134x326.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Opsera and Koantek announced a partnership to speed up Databricks adoption by combining Opsera&#8217;s automated DevOps pipelines with Koantek&#8217;s Databricks expertise. <br><br>This collaboration is supposed to helps teams deploy data and AI workloads faster, with scalable automation, stronger governance, and quicker time to value.</p><p>&#128279; <a href="https://opsera.ai/newsroom/opsera-announces-strategic-partnership-with-koantek-to-accelerate-databricks-adoption-with-automated-scalable-devops-for-data-ai-workloads/">Opsera.ai</a></p><h1>Upcoming Events</h1><h2>AWS re:Invent 2025</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!CUHd!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!CUHd!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg 424w, https://substackcdn.com/image/fetch/$s_!CUHd!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg 848w, https://substackcdn.com/image/fetch/$s_!CUHd!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!CUHd!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!CUHd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg" width="970" height="550" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:550,&quot;width&quot;:970,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;AWS re:Invent 2025 Plan your trip | Amazon Web Services&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="AWS re:Invent 2025 Plan your trip | Amazon Web Services" title="AWS re:Invent 2025 Plan your trip | Amazon Web Services" srcset="https://substackcdn.com/image/fetch/$s_!CUHd!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg 424w, https://substackcdn.com/image/fetch/$s_!CUHd!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg 848w, https://substackcdn.com/image/fetch/$s_!CUHd!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!CUHd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe3c880fc-8e42-40d0-b90b-330cd0e85c8a_970x550.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>AWS re:Invent 2025 will be between December 1&#8211;5 in Las Vegas, bringing the latest in cloud, AI, and DevOps. Expect major announcements, technical sessions, and hands-on labs focused on the shift toward AI native engineering workflows.</p><p>&#128279; <a href="https://reinvent.awsevents.com/">reinvent</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h2>Can AI shape the future of Autonomous DevOps workloads?</h2><div id="youtube2-jhKNccjrseI" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;jhKNccjrseI&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/jhKNccjrseI?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this episode of AI Native Dev. Armon shares his expertise on the evolving role of AI in modern infrastructure management, discussing the life cycle of infrastructure, the tools involved, and the potential for AI to automate and streamline these processes.</p><h2>DEVOPS GYM: BENCHMARKING AI AGENTS IN SOFTWARE DEVOPS CYCLE</h2><p>DEVOPS GYM is a new benchmark it evaluates how well AI agents handle real DevOps tasks across build/configuration, monitoring, issue resolution, and test generation. Based on 698 tasks from real Java and Go projects, the paper shows that current agents still struggle with core operational workflows. <br><br>NOTE: The paper is <strong>still under review</strong></p><p>&#128279; <a href="https://openreview.net/pdf?id=bP48r4dt7Z">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[Is This the Start of Autonomous DevOps? - Issue 17]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/is-this-the-start-of-autonomous-devops</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/is-this-the-start-of-autonomous-devops</guid><pubDate>Tue, 11 Nov 2025 16:02:57 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!WdoF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F63f36c68-70c9-4464-a757-c86001d99e6b_1862x1040.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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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"><svg role="img" 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"><g><title></title><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"><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"><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>Welcome back to VibeOps<strong> </strong>your weekly newsletter of how AI is changing DevOps. Each issue, we break down the most important launches, tools, research, and ideas changing the future of infrastructure and operations </p><p>This week&#8217;s edition is full of cool stuff: GitHub now supports 3rd party agents, and now you can use Stakpak directly from Slack and dynatraces and service now are partnering!!</p><p>Coffee ready? Here is this week's AI 4 DevOps news.</p><h1>GitHub Now Supports 3rd Party Agents</h1><div id="youtube2-KniyIrpTDE8" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;KniyIrpTDE8&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/KniyIrpTDE8?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>GitHub now supports agents<strong> </strong>from Anthropic, OpenAI, Google, Cognition, and xAI will be available on GitHub as part of your paid GitHub Copilot subscription.</p><p>&#128279; <a href="https://github.blog/news-insights/company-news/welcome-home-agents/">github.blog</a></p><h1>Stakpak Is Now In Slack</h1><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;a9c5724c-aa6d-4a78-8a57-5867c27142ff&quot;,&quot;duration&quot;:null}"></div><p>Stakpak now integrates directly with Slack, and it runs on your own infrastructure using GitHub action runners, bringing infrastructure automation, incident investigation, and cloud operations right into the tool where your team already collaborates every day.</p><p>You can ask it:</p><ul><li><p>How much are we spending on EC2?</p></li><li><p>To pull logs, trace errors, or check deployment health without leaving Slack</p></li><li><p>To schedule cleanups, rotate keys, scale clusters, or update secrets without switching tools.</p></li></ul><p>&#128279; <a href="https://stakpak.gitbook.io/docs/how-it-works/slack-integration">Stakpak.dev</a></p><h2><strong>Dynatrace &amp; ServiceNow drive autonomous operations?!</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!u0OZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba909569-e669-4f25-a163-c0e517bcb136_800x418.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!u0OZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba909569-e669-4f25-a163-c0e517bcb136_800x418.jpeg 424w, https://substackcdn.com/image/fetch/$s_!u0OZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba909569-e669-4f25-a163-c0e517bcb136_800x418.jpeg 848w, https://substackcdn.com/image/fetch/$s_!u0OZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba909569-e669-4f25-a163-c0e517bcb136_800x418.jpeg 1272w, 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https://substackcdn.com/image/fetch/$s_!u0OZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba909569-e669-4f25-a163-c0e517bcb136_800x418.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!u0OZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba909569-e669-4f25-a163-c0e517bcb136_800x418.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 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IT operations more autonomous where systems can spot and fix issues on their own.<br><br>They&#8217;re combining observability (Dynatrace) with operations management (ServiceNow) to move from reacting to problems to preventing them.<br><br>If this is true, then it will be very cool!</p><p>&#128279; <a href="https://www.dynatrace.com/technologies/servicenow/">Partnership Announcement</a></p><h1>Upcoming Events</h1><h3><strong>AI Native Dev</strong></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!1zG1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!1zG1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png 424w, https://substackcdn.com/image/fetch/$s_!1zG1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png 848w, https://substackcdn.com/image/fetch/$s_!1zG1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png 1272w, https://substackcdn.com/image/fetch/$s_!1zG1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!1zG1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png" width="1456" height="1425" 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srcset="https://substackcdn.com/image/fetch/$s_!1zG1!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png 424w, https://substackcdn.com/image/fetch/$s_!1zG1!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png 848w, https://substackcdn.com/image/fetch/$s_!1zG1!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png 1272w, https://substackcdn.com/image/fetch/$s_!1zG1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c7724b-868a-49f8-82ce-4f6922ac7042_1774x1736.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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><blockquote><p>Stakpak will be at <strong><a href="https://www.linkedin.com/company/ai-native-dev/">AI Native Dev</a></strong> giving a talk about how to build DevOps agents that wont accidentally delete your production database </p><p>&#128205; DevCon is November 18-19th in NYC.<br>&#128073; Tickets and full lineup: <a href="http://ainativedev.io/devcon">ainativedev.io/devcon</a></p></blockquote><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h1>The Role of AI in DevOps</h1><p>In this blog, GitLab talks about the benefits of using AI in DevOps, and how to implement AI in DevOps, including the best practices for using AI</p><p>&#128279; <a href="https://about.gitlab.com/topics/devops/the-role-of-ai-in-devops/">gitlab.blog</a></p><h1>AI IN DEVOPS: A FRAMEWORK FOR PREDICTIVE MAINTENANCE AND AUTOMATED ISSUE RESOLUTION</h1><p>In this paper, the researcher explores how AI can make DevOps smarter and more proactive.<br><br>It shows how machine learning can predict issues before they happen, analyze logs automatically, and even help systems fix themselves. <br><br>The goal is to move from reacting to problems to preventing them, reducing downtime, and speeding up recovery when things go wrong.</p><p>&#128279; <a href="https://www.researchgate.net/publication/396455845_AI_IN_DEVOPS_A_FRAMEWORK_FOR_PREDICTIVE_MAINTENANCE_AND_AUTOMATED_ISSUE_RESOLUTION">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[Are DevOps Roles About to Change Forever?(I don't think so) - Issue 16]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/are-devops-roles-about-to-change</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/are-devops-roles-about-to-change</guid><pubDate>Fri, 17 Oct 2025 16:27:12 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!SdQN!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5c76068f-5296-439a-81b7-17f5da23ac89_2432x1360.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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1272w, https://substackcdn.com/image/fetch/$s_!SdQN!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5c76068f-5296-439a-81b7-17f5da23ac89_2432x1360.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!SdQN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5c76068f-5296-439a-81b7-17f5da23ac89_2432x1360.png" width="1456" height="814" 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srcset="https://substackcdn.com/image/fetch/$s_!SdQN!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5c76068f-5296-439a-81b7-17f5da23ac89_2432x1360.png 424w, https://substackcdn.com/image/fetch/$s_!SdQN!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5c76068f-5296-439a-81b7-17f5da23ac89_2432x1360.png 848w, https://substackcdn.com/image/fetch/$s_!SdQN!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5c76068f-5296-439a-81b7-17f5da23ac89_2432x1360.png 1272w, https://substackcdn.com/image/fetch/$s_!SdQN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5c76068f-5296-439a-81b7-17f5da23ac89_2432x1360.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"><svg role="img" 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"><g><title></title><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"><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"><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>Welcome back to VibeOps<strong> </strong>your weekly newsletter of how AI is changing DevOps. Each issue, we break down the most important launches, tools, research, and ideas changing the future of infrastructure and operations </p><p>This week&#8217;s edition is full of cool stuff: SolarWinds wants your ops to run themselves, Cisco is building guardrails for AI written code, and we&#8217;ve got fresh resources including a research paper and a must watch video to help you stay ahead as DevOps evolves in the AI era.</p><p>Coffee ready? Here are this week's AI 4 DevOps news.</p><h1>SolarWinds wants your IT to run itself</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!P1ik!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!P1ik!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp 424w, https://substackcdn.com/image/fetch/$s_!P1ik!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp 848w, https://substackcdn.com/image/fetch/$s_!P1ik!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp 1272w, https://substackcdn.com/image/fetch/$s_!P1ik!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!P1ik!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp" width="1000" height="295" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:295,&quot;width&quot;:1000,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;SolarWinds - PT. Virtus Technology Indonesia&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="SolarWinds - PT. Virtus Technology Indonesia" title="SolarWinds - PT. Virtus Technology Indonesia" srcset="https://substackcdn.com/image/fetch/$s_!P1ik!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp 424w, https://substackcdn.com/image/fetch/$s_!P1ik!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp 848w, https://substackcdn.com/image/fetch/$s_!P1ik!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp 1272w, https://substackcdn.com/image/fetch/$s_!P1ik!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba7dca04-3dbc-427a-b0e2-d762c251c5fe_1000x295.webp 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"><svg role="img" 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"><g><title></title><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"><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"><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>SolarWinds has launched a new AI Agent designed to act as a co worker for IT operations, summarizing outages, diagnosing root causes, suggesting fixes, and even executing workflows autonomously.</p><p>&#128279; <a href="https://www.solarwinds.com/company/newsroom/press-releases/solarwinds-launches-ai-agent-expands-ai-capabilities-advance-autonomous-operational-resilience?utm_source=chatgpt.com">solarwinds.com</a></p><h1><strong>Copado Adds New AI Features to Its Salesforce DevOps Platform</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!7boL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7boL!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png 424w, https://substackcdn.com/image/fetch/$s_!7boL!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png 848w, https://substackcdn.com/image/fetch/$s_!7boL!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png 1272w, https://substackcdn.com/image/fetch/$s_!7boL!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!7boL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png" width="1386" height="606" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:606,&quot;width&quot;:1386,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:540429,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/176404755?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!7boL!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png 424w, https://substackcdn.com/image/fetch/$s_!7boL!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png 848w, https://substackcdn.com/image/fetch/$s_!7boL!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png 1272w, https://substackcdn.com/image/fetch/$s_!7boL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F57c51731-61b4-480e-8b8f-de6f60310d11_1386x606.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Copado announced new updates to its DevOps platform at Dreamforce 2025, including tools like Org Intelligence, an AI powered testing engine, and better system integration. These features are supposed to make Salesforce development faster and more automated, These reminds me with what <a href="https://tekunda.com/">Tedkunda</a> is working on.</p><p>&#128279; <a href="https://www.copado.com/">copado.com</a></p><h1><strong>Cisco Announced Project </strong>New Framework for Securing AI-Generated Code</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!7qtB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16a001de-95b9-4d85-bd00-9b7b8bb29b7a_2880x1920.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7qtB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16a001de-95b9-4d85-bd00-9b7b8bb29b7a_2880x1920.jpeg 424w, https://substackcdn.com/image/fetch/$s_!7qtB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16a001de-95b9-4d85-bd00-9b7b8bb29b7a_2880x1920.jpeg 848w, https://substackcdn.com/image/fetch/$s_!7qtB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16a001de-95b9-4d85-bd00-9b7b8bb29b7a_2880x1920.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!7qtB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16a001de-95b9-4d85-bd00-9b7b8bb29b7a_2880x1920.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!7qtB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16a001de-95b9-4d85-bd00-9b7b8bb29b7a_2880x1920.jpeg" width="1456" height="971" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/16a001de-95b9-4d85-bd00-9b7b8bb29b7a_2880x1920.jpeg&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;:null,&quot;alt&quot;:&quot;Cisco Systems (CSCO): Company Profile, Stock Price, News, Rankings | Fortune&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Cisco Systems (CSCO): Company Profile, Stock Price, News, Rankings | Fortune" title="Cisco Systems (CSCO): Company Profile, Stock Price, News, Rankings | Fortune" 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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"><svg role="img" 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"><g><title></title><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"><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"><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>Cisco has open sourced Project CodeGuard, a new security framework that builds safe coding rules into AI code generation workflows. <br></p><p>The system provides rule sets, translators for popular AI coding agents, and validators to catch vulnerabilities early aiming to make secure AI-generated code the default, not an afterthought.</p><p>&#128279; <a href="https://blogs.cisco.com/ai/announcing-new-framework-securing-ai-generated-code">blog.cisco.com</a></p><h1><strong>Google DeepMind Announces </strong>CodeMende: an AI agent for code security</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!g2fE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17f59394-3341-48da-8c43-df8927a0fd13_1072x603.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!g2fE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17f59394-3341-48da-8c43-df8927a0fd13_1072x603.png 424w, https://substackcdn.com/image/fetch/$s_!g2fE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17f59394-3341-48da-8c43-df8927a0fd13_1072x603.png 848w, https://substackcdn.com/image/fetch/$s_!g2fE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17f59394-3341-48da-8c43-df8927a0fd13_1072x603.png 1272w, https://substackcdn.com/image/fetch/$s_!g2fE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17f59394-3341-48da-8c43-df8927a0fd13_1072x603.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!g2fE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17f59394-3341-48da-8c43-df8927a0fd13_1072x603.png" width="1072" height="603" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/17f59394-3341-48da-8c43-df8927a0fd13_1072x603.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:603,&quot;width&quot;:1072,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;A glowing, pixelated blue and pink ribbon curves across a light blue background. 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It uses advanced reasoning tools and multi agent checks to validate fixes before human review and has already contributed a lot of patches to critical open source projects.</p><p>&#128279; <a href="https://deepmind.google/discover/blog/introducing-codemender-an-ai-agent-for-code-security/">deepmind.google</a></p><h1>Upcoming Events</h1><h3><strong>Stakpak @ Hacktoberfest</strong></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!_8lr!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!_8lr!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif 424w, https://substackcdn.com/image/fetch/$s_!_8lr!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif 848w, https://substackcdn.com/image/fetch/$s_!_8lr!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif 1272w, https://substackcdn.com/image/fetch/$s_!_8lr!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!_8lr!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif" width="502" height="502" 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pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" 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"><g><title></title><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"><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"><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><blockquote><p>You asked how to contribute to Stakpak. now&#8217;s your chance &#129395;</p><p>Not only can you help build the fastest &amp; most secure open source DevOps agent, but this Hacktoberfest you can also earn swag while doing it.</p><p>&#128279; Repo: <a href="https://github.com/stakpak/agent">https://github.com/stakpak/agent</a></p></blockquote><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h1><strong>Is AI Going To Kill DevOps</strong></h1><div id="youtube2-vN4IfWMviyM" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;vN4IfWMviyM&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/vN4IfWMviyM?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>If you&#8217;re wondering whether AI will make DevOps jobs disappear, this video is showing what&#8217;s actually changing, what&#8217;s not, and why the future of DevOps might be bigger than ever.</p><h1><strong>AI Driven DevOps Automation: Modernizing Cloud Native Applications</strong></h1><p>This new paper takes a look at how AI can improve cloud native DevOps,  from smarter CI/CD pipelines and predictive monitoring to self-healing systems and integrated security. <br><br>It shows how automation powered by AI accelerates modernization across multi-cloud environments.</p><p>&#128279; <a href="https://www.researchgate.net/publication/394002706_AI-Driven_DevOps_Automation_for_Cloud-Native_Application_Modernization">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[What Is AI Doing to DevOps? Insights from 2025 - Issue 15]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/what-is-ai-doing-to-devops-insights</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/what-is-ai-doing-to-devops-insights</guid><pubDate>Fri, 03 Oct 2025 11:38:50 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!vL7l!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vL7l!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vL7l!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!vL7l!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!vL7l!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!vL7l!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png 1456w" sizes="100vw"><img 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.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;:762218,&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://vibeops.stakpak.dev/i/175112608?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!vL7l!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!vL7l!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!vL7l!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!vL7l!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3d8fda37-beae-4751-a228-eaea79be2162_1921x1081.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"><svg role="img" 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"><g><title></title><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"><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"><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>Welcome back to VibeOps &#128075;<br><br>This week we&#8217;ve got interesting insights from the DORA 2025 report, a major AI-powered DevSecOps release, and new research that pushes AI beyond code into real on call automation. We&#8217;ll also share how you can contribute to Stakpak @ Hacktoberfest and win swag!!</p><p>Coffee ready? Here are this week's AI 4 DevOps developments.</p><h1><strong>DORA 2025 Report</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!miLs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!miLs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png 424w, https://substackcdn.com/image/fetch/$s_!miLs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png 848w, https://substackcdn.com/image/fetch/$s_!miLs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png 1272w, https://substackcdn.com/image/fetch/$s_!miLs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!miLs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png" width="1456" height="761" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0065a2c3-5247-4990-adef-596633995414_2862x1496.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:761,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:445300,&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;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/175112608?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!miLs!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png 424w, https://substackcdn.com/image/fetch/$s_!miLs!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png 848w, https://substackcdn.com/image/fetch/$s_!miLs!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.png 1272w, https://substackcdn.com/image/fetch/$s_!miLs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0065a2c3-5247-4990-adef-596633995414_2862x1496.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"><svg role="img" 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"><g><title></title><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"><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"><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>According to DORA 2025, 90% of teams now use AI in software development. But the report shows AI is an amplifier: strong teams get stronger, while weak systems risk instability. The real lesson? AI success depends less on tools and more on solid platforms, workflows, and culture.</p><p>&#128279; <a href="https://dora.dev/research/2025/">Dora 2025</a></p><h1><strong>Digital.ai Introduces New Version of Its AI-Powered DevSecOps Platform</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OFMd!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OFMd!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png 424w, https://substackcdn.com/image/fetch/$s_!OFMd!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png 848w, https://substackcdn.com/image/fetch/$s_!OFMd!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png 1272w, https://substackcdn.com/image/fetch/$s_!OFMd!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OFMd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png" width="397" height="127" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:127,&quot;width&quot;:397,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Our History | Digital.ai&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Our History | Digital.ai" title="Our History | Digital.ai" srcset="https://substackcdn.com/image/fetch/$s_!OFMd!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png 424w, https://substackcdn.com/image/fetch/$s_!OFMd!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png 848w, https://substackcdn.com/image/fetch/$s_!OFMd!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png 1272w, https://substackcdn.com/image/fetch/$s_!OFMd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5890c93d-dec7-4ba8-81fe-a3a12ec5a4d5_397x127.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><p>Digital.ai announced the <strong>Banff release</strong> of its AI-powered DevSecOps platform, unifying data into a single &#8220;DevOps lake&#8221; to deliver predictive insights, stronger security, and cloud-native integrations. <br><br>The company says that this update should make it easier for enterprise to innovate while reducing risk</p><p>&#128279; <a href="https://digital.ai/press-releases/digitalai-introduces-new-version-of-its-ai-powered-devops-platform/">digital.ai</a></p><h1><strong>Akuity Launches AI Agents and Dashboards for Safer, Faster GitOps</strong></h1><div id="youtube2-ILZf8S2AIfk" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;ILZf8S2AIfk&quot;,&quot;startTime&quot;:&quot;20s&quot;,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/ILZf8S2AIfk?start=20s&amp;rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Akuity says that AI can transform GitOps by adding intelligent agents into Kubernetes and Argo CD workflows. Their new Intelligence platform, AI dashboards and agents can detect degraded states, recommend or even execute fixes, and show insights about stability, security, and performance to make software delivery safer and faster.</p><p>&#128279; <a href="https://akuity.io/blog/akuity-ai-software-delivery">akuity.io</a></p><h1>Upcoming Events</h1><h3><strong>Stakpak @ Hacktoberfest</strong></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!_8lr!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!_8lr!,w_424,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif 424w, https://substackcdn.com/image/fetch/$s_!_8lr!,w_848,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif 848w, https://substackcdn.com/image/fetch/$s_!_8lr!,w_1272,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif 1272w, https://substackcdn.com/image/fetch/$s_!_8lr!,w_1456,c_limit,f_webp,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!_8lr!,w_1456,c_limit,f_auto,q_auto:good,fl_lossy/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae354d2d-41a0-43a6-8a53-6096fc9f4ffa_1000x1000.gif" width="502" height="502" 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pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" 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"><g><title></title><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"><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"><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><blockquote><p>You asked how to contribute to Stakpak. now&#8217;s your chance &#129395;</p><p>Not only can you help build the fastest &amp; most secure open source DevOps agent, but this Hacktoberfest you can also earn swag while doing it.</p><p>&#128279; Repo: <a href="https://github.com/stakpak/agent">https://github.com/stakpak/agent</a></p></blockquote><h2><strong>Stakpak Ship It</strong></h2><div id="youtube2-wptSACHazu4" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;wptSACHazu4&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/wptSACHazu4?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>Deploying Next.js on AWS with OpenNext</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner&#8230;</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live.</p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279; <a href="https://luma.com/jpn9hb7v">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h1><strong>Real AI Adoption Stats</strong></h1><div id="youtube2-0G_TWLHkj7U" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;0G_TWLHkj7U&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/0G_TWLHkj7U?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this episode of Agentic DevOps they talk about how engineering teams are actually using AI and agents day to day. <br><br>They cover where AI tools are helping like writing code, handling tasks, and speeding up workflows and where teams still need human judgment. <br><br>They talk about what&#8217;s working, what&#8217;s not, and how to get real value from AI in software development.</p><h1>LogPilot: Intent-aware and Scalable Alert Diagnosis for Large-scale Online Service Systems</h1><p>A new research paper introduces LogPilot, an AI driven framework that speeds up root cause analysis for large scale online systems. Instead of blindly scanning logs, LogPilot interprets the <em>intent</em> of alerts (e.g. PromQL rules), scopes only the relevant logs, reconstructs request flows, and then clusters them for LLM powered diagnosis. <br><br>In real-world tests, it cut analysis time to under a minute per alert and improved root cause localization accuracy by over 50% compared to existing tools. This shows how AI can move beyond coding assistance to practical on call DevOps automation.</p><p>&#128279; <a href="https://arxiv.org/html/2509.25874v1">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[CI/CD Fixes Itself Now!- Issue 14]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/cicd-fixes-itself-now-issue-14</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/cicd-fixes-itself-now-issue-14</guid><pubDate>Thu, 25 Sep 2025 16:50:44 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!tyAA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!tyAA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!tyAA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png 424w, https://substackcdn.com/image/fetch/$s_!tyAA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png 848w, https://substackcdn.com/image/fetch/$s_!tyAA!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png 1272w, https://substackcdn.com/image/fetch/$s_!tyAA!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!tyAA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png" width="1456" height="813" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:813,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:918001,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/174085025?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!tyAA!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png 424w, https://substackcdn.com/image/fetch/$s_!tyAA!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png 848w, https://substackcdn.com/image/fetch/$s_!tyAA!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.png 1272w, https://substackcdn.com/image/fetch/$s_!tyAA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4b08c7-a645-40a4-913c-21457ae15c24_2006x1120.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"><svg role="img" 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"><g><title></title><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"><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"><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>Welcome back to VibeOps &#128075;</p><p>This week&#8217;s AI 4 DevOps news are so interesting: Pulumi announced an <em>AI platform engineer</em>, AWS is bringing interactive AI into GitHub PRs, and Microsoft is rethinking Logic Apps for agents. Oh, and we found a research framework that uses LLMs to fix CI/CD failures.</p><p>Coffee ready? Here are this week's AI 4 DevOps developments.</p><h1><strong>Pulumi Announced Neo, an AI Platform Engineer</strong></h1><div id="youtube2-9GB9M2l1OgY" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;9GB9M2l1OgY&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/9GB9M2l1OgY?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Pulumi announced Neo as an &#8220;AI-powered platform engineer&#8221; that they claim can accelerate infrastructure automation by up to 18&#215;, cut provisioning times from days to hours, and reduce policy violations with built-in governance. <br><br>According to Pulumi, Neo is designed to handle natural language requests (e.g., &#8220;upgrade all Kubernetes clusters&#8221;), respect compliance policies, understand dependencies, and provide audit trails, effectively acting as an intelligent assistant for managing the full cloud infrastructure lifecycle.</p><p>&#128279; <a href="https://www.pulumi.com/product/neo/#videoo">pulumi.com</a></p><h1><strong>Amazon Q Developer adds a new &#8220;interactive code review&#8221; in GitHub PRs.</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YTLY!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F038ceaae-03c9-4834-8c5c-2b97105159cc_1640x520.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YTLY!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F038ceaae-03c9-4834-8c5c-2b97105159cc_1640x520.png 424w, https://substackcdn.com/image/fetch/$s_!YTLY!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F038ceaae-03c9-4834-8c5c-2b97105159cc_1640x520.png 848w, https://substackcdn.com/image/fetch/$s_!YTLY!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F038ceaae-03c9-4834-8c5c-2b97105159cc_1640x520.png 1272w, https://substackcdn.com/image/fetch/$s_!YTLY!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F038ceaae-03c9-4834-8c5c-2b97105159cc_1640x520.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YTLY!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F038ceaae-03c9-4834-8c5c-2b97105159cc_1640x520.png" width="1456" height="462" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/038ceaae-03c9-4834-8c5c-2b97105159cc_1640x520.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:462,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;GitHub pull request interface showing a notification that Amazon Q Developer has automatically initiated a code review and is analyzing the changes, with a progress indicator&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="GitHub pull request interface showing a notification that Amazon Q Developer has automatically initiated a code review and is analyzing the changes, with a progress indicator" title="GitHub pull request interface showing a notification that Amazon Q Developer has automatically initiated a code review and is analyzing the changes, with a progress indicator" srcset="https://substackcdn.com/image/fetch/$s_!YTLY!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F038ceaae-03c9-4834-8c5c-2b97105159cc_1640x520.png 424w, 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stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><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"><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"><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>AWS introduced an interactive code review feature in GitHub using <strong>Amazon Q Developer</strong>. <br><br>The feature lets developers request explanations, get suggested fixes, and apply changes directly in pull requests.</p><p>&#128279; <a href="https://aws.amazon.com/blogs/devops/introducing-an-interactive-code-review-experience-with-amazon-q-developer-in-github">aws.com</a></p><h1><strong>Microsoft Previews Logic Apps MCP Servers</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!HLkO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!HLkO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png 424w, https://substackcdn.com/image/fetch/$s_!HLkO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png 848w, https://substackcdn.com/image/fetch/$s_!HLkO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png 1272w, https://substackcdn.com/image/fetch/$s_!HLkO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!HLkO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png" width="1456" height="877" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:877,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!HLkO!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png 424w, https://substackcdn.com/image/fetch/$s_!HLkO!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png 848w, https://substackcdn.com/image/fetch/$s_!HLkO!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png 1272w, https://substackcdn.com/image/fetch/$s_!HLkO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1f4e2b0e-fd72-4ab6-906a-3aa3ff368e76_1876x1130.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Microsoft has launched a public preview of Logic Apps MCP Servers, allowing connectors in Azure Logic Apps to act as reusable MCP tools. <br><br>This is supposed to make it easier for AI agents to securely access enterprise systems, automate workflows, and integrate into DevOps processes without extensive custom code.</p><p>&#128279; <a href="https://techcommunity.microsoft.com/blog/integrationsonazureblog/introducing-logic-apps-mcp-servers-public-preview/4450419">microsoft.com</a></p><h1>Upcoming Events</h1><h2><strong>Stakpak Ship It</strong></h2><div id="youtube2-Gjj3RwnD210" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;Gjj3RwnD210&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/Gjj3RwnD210?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>Designed an AWS Infrastructure using stakpak</p></li><li><p>Optimized an existing AWS Infrastructure using the AWS will architected framework</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner&#8230;</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live.</p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279; <a href="https://luma.com/isnsei56">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h1><strong>A Two-Staged LLM-Based Framework for CI/CD Failure Detection and Remediation with Industrial Validation</strong></h1><p>The authors present LogSage, an end-to-end framework that uses large language models (LLMs) to help detect when CI/CD pipelines fail, figure out <em>why</em>, and suggest / generate fixes automatically. It works in two stages: first, it preprocesses logs to extract the relevant error segments and remove noise, then it uses retrieval-augmented generation (RAG) plus tool-calling (i.e. invoking automated fix routines) to propose solutions based on past resolution patterns</p><p>&#128279; <a href="https://arxiv.org/abs/2506.03691">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[Docker’s AI Stack & Adaptive DevOps - Issue 13]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/dockers-ai-stack-and-adaptive-devops</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/dockers-ai-stack-and-adaptive-devops</guid><pubDate>Sun, 14 Sep 2025 08:56:59 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!0y06!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!0y06!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!0y06!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!0y06!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!0y06!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!0y06!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!0y06!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:759947,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/173415773?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!0y06!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!0y06!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!0y06!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!0y06!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4f18fe5c-fba6-4528-b4ea-f63d908b6b38_1921x1081.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"><svg role="img" 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"><g><title></title><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"><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"><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>Welcome back to VibeOps &#128075;</p><p>JFrog Fly promises natural language, zero-pipeline releases; Cisco adds agentic AI to observability; and ControlMonkey&#8217;s new report shows AI workloads are set to increase while most teams remain unprepared. <br><br>We will also cover Docker&#8217;s AI stack, fresh research on adaptive DevOps, and details on the next Stakpak Ship It session.<br></p><p>Coffee ready? Here are this week's AI 4 DevOps developments.</p><h1><strong>Jfrog Fly</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Gmth!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Gmth!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.png 424w, https://substackcdn.com/image/fetch/$s_!Gmth!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.png 848w, https://substackcdn.com/image/fetch/$s_!Gmth!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.png 1272w, https://substackcdn.com/image/fetch/$s_!Gmth!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Gmth!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.png" width="1456" height="731" 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srcset="https://substackcdn.com/image/fetch/$s_!Gmth!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.png 424w, https://substackcdn.com/image/fetch/$s_!Gmth!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.png 848w, https://substackcdn.com/image/fetch/$s_!Gmth!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.png 1272w, https://substackcdn.com/image/fetch/$s_!Gmth!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb710db47-6318-4a03-965c-36022a6a472d_1586x796.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"><svg role="img" 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"><g><title></title><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"><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"><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>JFrog Fly promises to deliver an agent powered CI/CD platform, letting developers release software with zero pipeline setup using natural language and automated context.</p><p>&#128279; <a href="https://jfrog.com/fly/">jfrog.com/fly/</a></p><h1><strong>The Gen AI Readiness Report: Cloud Infra at the Turning Point</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!h0dR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!h0dR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png 424w, https://substackcdn.com/image/fetch/$s_!h0dR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png 848w, https://substackcdn.com/image/fetch/$s_!h0dR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png 1272w, https://substackcdn.com/image/fetch/$s_!h0dR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!h0dR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png" width="1456" height="492" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:492,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:415715,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/173415773?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!h0dR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png 424w, https://substackcdn.com/image/fetch/$s_!h0dR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png 848w, https://substackcdn.com/image/fetch/$s_!h0dR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png 1272w, https://substackcdn.com/image/fetch/$s_!h0dR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe479c9b3-259b-4a5e-98fd-eb8a55b81b1e_2292x774.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>ControlMonkey&#8217;s 2025 GenAI Cloud Infrastructure Report, based on market research with 300 IT leaders, shows AI workloads will increase 50% in the next two years while most teams remain unprepared to scale reliably</p><p>&#128279; <a href="https://controlmonkey.io/genai-cloud-infrastructure-report-2025/">controlmonkey.io</a></p><h1><strong>Cisco Supercharges Observability with Agentic AI for Real-Time Business Insights</strong></h1><p>At .conf25 on September 9, 2025 Cisco added agentic AI to Splunk Observability, automating telemetry, alert correlation, and incident insights for real-time visibility.<br><br>The update aims to give Ops and engineering teams proactive visibility across applications, infrastructure, and AI agents with minimal manual setup.</p><p>&#128279; <a href="http://splunk.com/en_us/newsroom/press-releases/2025/cisco-supercharges-observability-with-agentic-ai-for-real-time-business-insights.html">Splunk.com</a></p><h1>Upcoming Events</h1><h2><strong>Stakpak Ship It</strong></h2><div id="youtube2-QNvDwCS9qu4" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;QNvDwCS9qu4&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/QNvDwCS9qu4?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>Migrating from PostgreSQL Bitnami to PostgreSQL Bitnami Legacy</p></li><li><p>Secure Password Rotation</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner&#8230;</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live.</p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279; <a href="https://luma.com/rm005wqh">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h1><strong>Is Docker Building the Best AI Stack?</strong></h1><div id="youtube2-dUmSsnc33O0" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;dUmSsnc33O0&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/dUmSsnc33O0?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Docker has released a lot of new tools this year. Gordon AI, Docker Model Runner, Docker Model Hub, and a full MCP stack (Toolkit, Catalog, Gateway, Hub Server, Compose support, and more). <br><br>In this episode, Michael Irwin, Docker Captain Alumni and Principal Engineer, joins Nirmal and Bret to break down how all these tools fit together to accelerate workflows.</p><h1><strong>Adaptive DevOps with Generative AI</strong></h1><p>In this new research paper the researcher A new paper, explores how GenAI can enhance CI/CD pipelines by automating orchestration and enabling predictive deployments.<br><br>The research highlights how AI agents can reduce manual effort and improve reliability in modern software delivery.</p><p>&#128279; <a href="https://www.researchgate.net/publication/395352787_ADAPTIVE_DEVOPS_AUTOMATION_WITH_GENERATIVE_AI_ENHANCING_CICD_ORCHESTRATION_AND_PREDICTIVE_DEPLOYMENT_IN_MODERN_SOFTWARE_DELIVERY">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[Will AI Agents Replace Your DevOps Scripts? - Issue 12]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/will-ai-agents-replace-your-devops</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/will-ai-agents-replace-your-devops</guid><pubDate>Sat, 06 Sep 2025 10:45:16 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!R21y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!R21y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!R21y!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!R21y!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!R21y!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!R21y!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!R21y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.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;:762057,&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://vibeops.stakpak.dev/i/172578694?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!R21y!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!R21y!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!R21y!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!R21y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9687749c-1b25-42dd-9127-fe7f8d906a84_1921x1081.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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey VibeOps Community&#128075;<br><br>Two companies are building AI agents that promise to turn "optimize load balancer performance" into actual config changes. Plus, new research reveals security flaws in AIOps systems. and more<br><br>Here are this week's AI 4 DevOps developments.</p><h1><strong>AI Native Infrastructure Automation</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!p4yU!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F206fc9e3-a7b9-4f11-aa26-daebe19f28d8_2564x1480.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!p4yU!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F206fc9e3-a7b9-4f11-aa26-daebe19f28d8_2564x1480.png 424w, https://substackcdn.com/image/fetch/$s_!p4yU!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F206fc9e3-a7b9-4f11-aa26-daebe19f28d8_2564x1480.png 848w, https://substackcdn.com/image/fetch/$s_!p4yU!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F206fc9e3-a7b9-4f11-aa26-daebe19f28d8_2564x1480.png 1272w, https://substackcdn.com/image/fetch/$s_!p4yU!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F206fc9e3-a7b9-4f11-aa26-daebe19f28d8_2564x1480.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!p4yU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F206fc9e3-a7b9-4f11-aa26-daebe19f28d8_2564x1480.png" width="1456" height="840" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/206fc9e3-a7b9-4f11-aa26-daebe19f28d8_2564x1480.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:840,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;System Initiative Screenshot&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="System Initiative Screenshot" title="System Initiative Screenshot" srcset="https://substackcdn.com/image/fetch/$s_!p4yU!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F206fc9e3-a7b9-4f11-aa26-daebe19f28d8_2564x1480.png 424w, 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stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><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"><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"><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>System Initiative built an AI agent that uses natural language to change infrastructure. <br><br>Tell it to "make load balancers more aggressive" and it finds your load balancers, analyzes them, and suggests the actual config changes. and of course you still need to approve everything as it propose the validated config changes against a digital twin first</p><p>&#128279; <a href="http://systeminit.com/blog/ai-native-infrastructure-automation">systeminit.com</a></p><h1><strong>SRE.ai Launches DevOps AI Agents</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!v0OP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!v0OP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg 424w, https://substackcdn.com/image/fetch/$s_!v0OP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg 848w, https://substackcdn.com/image/fetch/$s_!v0OP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!v0OP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!v0OP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg" width="1024" height="576" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:576,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Edward Aryee and Raj Kadiyala&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Edward Aryee and Raj Kadiyala" title="Edward Aryee and Raj Kadiyala" srcset="https://substackcdn.com/image/fetch/$s_!v0OP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg 424w, https://substackcdn.com/image/fetch/$s_!v0OP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg 848w, https://substackcdn.com/image/fetch/$s_!v0OP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!v0OP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25866557-3ea6-4606-a664-dd992c1d5406_1024x576.jpeg 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"><svg role="img" 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"><g><title></title><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"><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"><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>SRE.ai built AI agents that claim to automate DevOps workflows using natural language. They say it can execute CI/CD tasks across multiple cloud environments and automatically suggest fixes for infrastructure issues.</p><p>&#128279; <a href="https://www.sre.ai/">sre.ai</a></p><h1>Upcoming Events</h1><h2>Is it Ship It or is it DevOpsDay Ukraine?</h2><div id="youtube2-omhGn95cn-I" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;omhGn95cn-I&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/omhGn95cn-I?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Did you miss our second epic Agent Battle (#9), where Stakpak and Claude Code battled over Kubernetes compliance! </p><ul><li><p>They generated CIS Benchmark reports</p></li><li><p>Enforced Kyverno policies</p></li><li><p>Detected runtime threats with Falco.</p></li></ul><p><strong>This week's update:</strong> No Ship It this week, our CEO is at <a href="https://devopsdays.com.ua/#registration">DevOpsDays Ukraine</a> sharing AI for DevOps insights.&#127482;&#127462;</p><p>&#128467;&#65039; We&#8217;ll be back next week at 10:00 GMT-7, live on YouTube &amp; LinkedIn with another cool ship it session<br><br>&#128279; <a href="https://luma.com/8vmvwiyr">Registration Link</a></p><p><em>CEO (</em><span class="mention-wrap" data-attrs="{&quot;name&quot;:&quot;George Fahmy&quot;,&quot;id&quot;:276650740,&quot;type&quot;:&quot;user&quot;,&quot;url&quot;:null,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e1cf27e0-1830-44fa-ac36-3d818dd6deba_96x96.jpeg&quot;,&quot;uuid&quot;:&quot;ffbe8ee7-dfb9-4c3e-b25f-d3907274d61a&quot;}" data-component-name="MentionToDOM"></span>) <em>owes us virtual Ukrainian cookies for this abandonment.</em></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h2>What is AI Ops?</h2><p>AIOps applies machine learning to automate IT operations tasks like monitoring, scheduling, and incident response.<br><br>The technology identifies patterns in system data to detect anomalies and correlate events across infrastructure components. <br><br>Operations teams can fix issues more quickly while reducing manual intervention. </p><p>&#128279; <a href="https://aws.amazon.com/what-is/aiops/">aws.com</a></p><h1><strong>When AIOps Become "AI Oops"</strong></h1><p>Researchers have identified a security vulnerability in AIOps systems where attackers can manipulate telemetry data to mislead AI agents into taking harmful actions. <br><br>Their automated attack method generates false error interpretations that influence agent decision making without requiring system knowledge. <br><br>The study also presents a defense mechanism that filters malicious telemetry data, highlighting the need for security aware AIOps design as these systems become more autonomous.</p><p>&#128279; <a href="https://www.arxiv.org/abs/2508.06394">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[AI Agents in Dev,Sec,and Ops- Issue 11]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/ai-agents-in-devsecand-ops-issue</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/ai-agents-in-devsecand-ops-issue</guid><pubDate>Wed, 27 Aug 2025 16:02:49 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!AjsR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95c9ac1b-3feb-4c28-aaa2-494c1ebfd4d9_1921x1081.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey VibeOps Community&#128075;<br><br>This week, GitHub is giving us coding agents we can summon anywhere, Microsoft's built an AI that reverse engineers malware like a digital detective, and AWS is calling out companies who think replacing junior devs with AI is a good idea (spoiler: it's not).</p><p>We've also got new research on AI code quality and helpful resources to keep you updated on AI for DevOps.</p><h1><strong>Agents panel: Launch Copilot coding agent tasks anywhere on GitHub</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!40hR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!40hR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png 424w, https://substackcdn.com/image/fetch/$s_!40hR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png 848w, https://substackcdn.com/image/fetch/$s_!40hR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png 1272w, https://substackcdn.com/image/fetch/$s_!40hR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!40hR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png" width="1456" height="773" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:773,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!40hR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png 424w, https://substackcdn.com/image/fetch/$s_!40hR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png 848w, https://substackcdn.com/image/fetch/$s_!40hR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.png 1272w, https://substackcdn.com/image/fetch/$s_!40hR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffbf973ce-9acf-4880-b2c2-65ae108d37e2_1600x850.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"><svg role="img" 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"><g><title></title><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"><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"><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>GitHub has launched the Agents panel, it is a new feature that allows developers to delegate coding tasks to GitHub Copilot's coding agent from anywhere on GitHub. <br><br>It lets you assign background tasks with simple natural language prompts, monitor progress in real-time, and review completed work through draft pull requests&#8212;all without leaving your current page.<br><br>Whether you need to add integration tests, refactor code, or fix specific issues, the Agents panel serves as mission control for autonomous coding workflows, with Copilot working asynchronously in the cloud to complete tasks even when your computer is offline.</p><p>&#128279; <a href="https://github.blog/news-insights/product-news/agents-panel-launch-copilot-coding-agent-tasks-anywhere-on-github/">GitHub.blog</a></p><h1><strong>Microsoft Announces An AI Agent for Reverse Engineering!</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!zEVb!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!zEVb!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp 424w, https://substackcdn.com/image/fetch/$s_!zEVb!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp 848w, https://substackcdn.com/image/fetch/$s_!zEVb!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp 1272w, https://substackcdn.com/image/fetch/$s_!zEVb!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!zEVb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp" width="728" height="380" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:380,&quot;width&quot;:728,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Microsoft Launches Project Ire to Autonomously Classify Malware Using AI  Tools&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Microsoft Launches Project Ire to Autonomously Classify Malware Using AI  Tools" title="Microsoft Launches Project Ire to Autonomously Classify Malware Using AI  Tools" srcset="https://substackcdn.com/image/fetch/$s_!zEVb!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp 424w, https://substackcdn.com/image/fetch/$s_!zEVb!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp 848w, https://substackcdn.com/image/fetch/$s_!zEVb!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp 1272w, https://substackcdn.com/image/fetch/$s_!zEVb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd347e2e2-639b-452b-85ca-c3af8f54d2ba_728x380.webp 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"><svg role="img" 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"><g><title></title><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"><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"><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>Microsoft Research has announced Project Ire, which is an autonomous AI agent that can independently analyze and classify malware by fully reverse engineering software files without prior knowledge. <br><br>Microsoft said that the system achieved 98% precision in testing and has already identified advanced threats that were subsequently blocked by Microsoft Defender.</p><p>&#128279; <a href="https://www.microsoft.com/en-us/research/project/project-ire/">microsoft.com</a></p><h2>AWS CEO Matt Garman: &#8220;Replacing Junior Staff with AI Is the Dumbest Thing I&#8217;ve Ever Heard&#8221;</h2><div class="captioned-image-container"><figure><a class="image-link image2 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" 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"><g><title></title><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"><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"><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>AWS CEO Matt Garman recently pushed back against companies replacing junior employees with AI, calling it "one of the dumbest things I've ever heard." <br><br>He said that companies should not replace entry-level employees with AI because these employees cost the least while bringing fresh energy and curiosity. More importantly, they&#8217;re the most adaptable to experimenting with and adopting AI tools in their day to day work.<br><br>He also said that instead of trying to replace them, companies should give junior engineers AI to accelerate their learning, boost productivity, and build the next generation of talent.</p><p>&#128279; <a href="https://www.businessinsider.com/amazon-cloud-chief-replacing-junior-staff-ai-matt-garman-2025-8">businessinsider.com</a></p><h1>Upcoming Events</h1><h2>Stakpak Ship It</h2><div id="youtube2-1b0r7OxwQAw" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;1b0r7OxwQAw&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/1b0r7OxwQAw?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>The first Agent Battle ever, we gave Stakpak and Claude Code the same tasks to see who is better at what</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner, and we will be having another agent battle to see who is better in Kubernetes compliance.</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live. </p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279; <a href="https://lu.ma/pkfqbmhb">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h2>How AI Reduces MTTR?</h2><div id="youtube2-5Igexz7kzMo" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;5Igexz7kzMo&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/5Igexz7kzMo?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>AI agents are helping teams catch problems early and fix them faster. In this video, they talk about how automation makes it easier to spot issues, respond quickly, and keep systems running without constant manual work.</p><h2><strong>Assessing the Quality and Security of AI-Generated Code</strong></h2><p>This new study analyzed code generated by five major AI models (including Claude and GPT-4o) across thousands of Java programming tasks. <br><br>While the AI models can generate functional code, they also introduce bugs, security vulnerabilities, and other code defects. <br><br>The research highlights that despite AI's coding capabilities, the generated code still requires careful review and debugging by human developers.</p><p>&#128279; <a href="https://arxiv.org/abs/2508.14727v1">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[Can Google’s Free AI Agent and OpenAI’s CLI Change DevOps?- Issue 10]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/can-googles-free-ai-agent-and-openais</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/can-googles-free-ai-agent-and-openais</guid><pubDate>Tue, 19 Aug 2025 18:01:38 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Xijh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Xijh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Xijh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!Xijh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!Xijh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!Xijh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Xijh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/857835da-f050-4945-968f-7eef1f31671b_1921x1081.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:762455,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/171351334?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Xijh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!Xijh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!Xijh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!Xijh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F857835da-f050-4945-968f-7eef1f31671b_1921x1081.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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey Everyone&#128075;</p><p>This week was absolutely packed with tools that'll make your life easier (and maybe let you leave the office before 9 PM for once). We're talking about AI that handles the tedious stuff so you can focus on the architecture decisions and creative problem-solving that actually matter.</p><p>The highlights:</p><ul><li><p>Google Cloud launched a free AI agent for GitHub Actions that can triage issues and review PRs</p></li><li><p>Copado just made Salesforce DevOps way less painful with smarter automation</p></li><li><p>New research shows how to securely integrate AI agents into CI/CD pipelines with policy-as-code guardrails</p></li></ul><p>We have a lot prepared for you, so grab your coffee and let&#8217;s see what the AI agents are up to this week.</p><h2>Google Cloud Free AI Agent For GitHub Actions</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!c8Ev!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27cfd55a-861c-43f1-8846-c3142a47b1f5_2080x854.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!c8Ev!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27cfd55a-861c-43f1-8846-c3142a47b1f5_2080x854.png 424w, https://substackcdn.com/image/fetch/$s_!c8Ev!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27cfd55a-861c-43f1-8846-c3142a47b1f5_2080x854.png 848w, https://substackcdn.com/image/fetch/$s_!c8Ev!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27cfd55a-861c-43f1-8846-c3142a47b1f5_2080x854.png 1272w, https://substackcdn.com/image/fetch/$s_!c8Ev!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27cfd55a-861c-43f1-8846-c3142a47b1f5_2080x854.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!c8Ev!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27cfd55a-861c-43f1-8846-c3142a47b1f5_2080x854.png" width="1456" height="598" 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pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" 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"><g><title></title><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"><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"><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>Google Cloud launched the Gemini CLI GitHub Actions integration, which is a free AI agent that works in CI/CD pipelines. <br><br>It can triage issues, review pull requests, and run tests, helping teams save time.</p><p>&#128279; <a href="https://blog.google/technology/developers/introducing-gemini-cli-github-actions/">blogs.google</a></p><h2>Copado Uses AI to Map Salesforce Code Relationships</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!nR6L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!nR6L!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png 424w, https://substackcdn.com/image/fetch/$s_!nR6L!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png 848w, https://substackcdn.com/image/fetch/$s_!nR6L!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png 1272w, https://substackcdn.com/image/fetch/$s_!nR6L!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!nR6L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png" width="1081" height="601" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:601,&quot;width&quot;:1081,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!nR6L!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png 424w, https://substackcdn.com/image/fetch/$s_!nR6L!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png 848w, https://substackcdn.com/image/fetch/$s_!nR6L!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png 1272w, https://substackcdn.com/image/fetch/$s_!nR6L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80bdf2b0-894c-4de5-a0ea-21fd48afa261_1081x601.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Copado has added new AI features to its DevOps platform that automatically identify how Salesforce code components connect and depend on each other. </p><p>According to the company, this visibility helps teams spot potential impacts before making changes, reducing errors and speeding up releases in complex Salesforce environments.</p><p>&#128279; <a href="https://www.copado.com/resources/blog/copado-launches-org-intelligence-to-provide-end-to-end-visibility-into-salesforce-environments">copado.com</a></p><h2>Smarter, Secure CI/CD with Guardrails</h2><p>A new study explores how AI agents can make CI/CD pipelines smarter while staying secure. <br><br>The approach adds policy-as-code guardrails and trust tiers so automation helps with testing and deployments without risking control or reliability.</p><p>&#128279; <a href="https://arxiv.org/abs/2508.11867">Research Paper</a></p><h1>Upcoming Events</h1><h2>Stakpak Ship It</h2><div id="youtube2-MSR_aAUNFCU" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;MSR_aAUNFCU&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/MSR_aAUNFCU?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>Automating Terraform Security Scanning in CI/CD</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner, and we will be talking about Intelligent DevSecOps with AI Agents</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live. </p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279;<a href="https://lu.ma/ydj9raos">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h1><strong>OpenAICodex CLI</strong></h1><div id="youtube2-FUq9qRwrDrI" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;FUq9qRwrDrI&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/FUq9qRwrDrI?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>OpenAI Codex CLI is an AI-powered command-line tool that lets developers run commands and automate tasks with natural language. <br><br>While not designed just for DevOps, it can still help with workflows like Kubernetes deployments, CI/CD steps, and troubleshooting directly from the terminal.<br><br>Limitations:</p><ul><li><p>Not designed for DevOps</p></li><li><p>Doesn&#8217;t always understand complex or ambiguous commands</p></li><li><p>May generate errors that require manual review</p></li><li><p>Incorrect use could disrupt or misconfigure systems</p></li></ul><p>&#128279; <a href="https://help.openai.com/en/articles/11096431-openai-codex-cli-getting-started?utm_source=chatgpt.com">OpenAI Codex CLI</a></p><h2>Why Human Oversight Still Matters in an AI-Driven DevOps Future</h2><p>According to DevOps.com, AI can&#8217;t fully replace people. They talk about how human oversight is still required to validate AI actions, manage exceptions, and ensure production reliability.</p><p>&#128279; <a href="https://devops.com/keeping-humans-in-the-loop-why-human-oversight-still-matters-in-an-ai-driven-devops-future/">Devops.com</a></p><h1>Bonus</h1><h2>Securing Generative AI Apps with DevSecOps</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!QHTh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!QHTh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png 424w, https://substackcdn.com/image/fetch/$s_!QHTh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png 848w, https://substackcdn.com/image/fetch/$s_!QHTh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png 1272w, https://substackcdn.com/image/fetch/$s_!QHTh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!QHTh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png" width="1024" height="576" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:576,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Diagram of defense-in-depth of AWS Security Services mapped to the NIST Cybersecurity Framework 2.0&quot;,&quot;title&quot;:&quot;Diagram of defense-in-depth of AWS Security Services mapped to the NIST Cybersecurity Framework 2.0&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Diagram of defense-in-depth of AWS Security Services mapped to the NIST Cybersecurity Framework 2.0" title="Diagram of defense-in-depth of AWS Security Services mapped to the NIST Cybersecurity Framework 2.0" srcset="https://substackcdn.com/image/fetch/$s_!QHTh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png 424w, https://substackcdn.com/image/fetch/$s_!QHTh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png 848w, https://substackcdn.com/image/fetch/$s_!QHTh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png 1272w, https://substackcdn.com/image/fetch/$s_!QHTh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04cf7fe7-0be2-4528-be2f-cd5fd3bc2989_1024x576.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>AWS shared a defense-in-depth approach to securing generative AI apps, mapping the OWASP Top 10 for LLMs into practical cloud controls. From input validation and data access policies to monitoring prompt injection and model misuse, In the guide they shows how to embed security directly into CI/CD pipelines and production environments.<br><br>&#128279; <a href="https://aws.amazon.com/blogs/machine-learning/architect-defense-in-depth-security-for-generative-ai-applications-using-the-owasp-top-10-for-llms/">blog.aws</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[Will 2000 Tokens Per Second Change How We Do DevOps?- Issue 9]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/will-2000-tokens-per-second-change</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/will-2000-tokens-per-second-change</guid><pubDate>Tue, 12 Aug 2025 17:01:00 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!_zYH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F238905ea-c306-41b2-b01a-2df2b07cb1a3_1921x1081.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey Everyone&#128075;</p><p>This week in VibeOps, OpenAI released GPT5, AI coding is getting a lot faster, systems start fixing themselves, and Google&#8217;s AI takes incident response to the next level.</p><p>We have a lot prepared for you, so grab your coffee and let&#8217;s see what the AI agents are up to this week.</p><h2>Cerebras Code Brings 2,000 Tokens Per Second AI to Coding</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!RntH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!RntH!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!RntH!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!RntH!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!RntH!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!RntH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg" width="724" height="407.25" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:724,&quot;bytes&quot;:67158,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/170679161?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!RntH!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!RntH!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!RntH!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!RntH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c541b92-7df3-4f1f-9191-ea400e507cfe_1920x1080.jpeg 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"><svg role="img" 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"><g><title></title><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"><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"><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>Cerebras has launched <em>Cerebras Code</em>, an AI tool capable of generating code at up to 2,000 tokens per second. For DevOps, this speed could shorten development cycles and make automation even faster, though its real world impact is yet to be proven.</p><p>&#128279; <a href="https://www.cerebras.ai/blog/introducing-cerebras-code">Carebras.ai</a></p><h2>Gremlin Launches AI That Spots and Fixes System Risks in Real Time</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!d8zV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!d8zV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png 424w, https://substackcdn.com/image/fetch/$s_!d8zV!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png 848w, https://substackcdn.com/image/fetch/$s_!d8zV!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png 1272w, https://substackcdn.com/image/fetch/$s_!d8zV!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!d8zV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png" width="724" height="379.9010989010989" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:764,&quot;width&quot;:1456,&quot;resizeWidth&quot;:724,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Chaos Engineering&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Chaos Engineering" title="Chaos Engineering" srcset="https://substackcdn.com/image/fetch/$s_!d8zV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png 424w, https://substackcdn.com/image/fetch/$s_!d8zV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png 848w, https://substackcdn.com/image/fetch/$s_!d8zV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png 1272w, https://substackcdn.com/image/fetch/$s_!d8zV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F68777c62-e888-43ef-928e-7ebb8674e57b_2000x1050.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Gremlin has released Reliability Intelligence, a new feature that analyzes system tests, identifies issues, and provides remediation suggestions. It integrates with large language models to help teams address reliability risks more efficiently.</p><p>&#128279; <a href="https://www.gremlin.com/">Gremlin.com</a></p><h2>Google Showcases AI-Powered Forensics Tool for Faster Incident Response</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!FhPR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!FhPR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!FhPR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!FhPR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!FhPR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!FhPR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg&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;:null,&quot;alt&quot;:&quot;Google Online Security Blog: Google announces Sec-Gemini v1, a new  experimental cybersecurity model&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Google Online Security Blog: Google announces Sec-Gemini v1, a new  experimental cybersecurity model" title="Google Online Security Blog: Google announces Sec-Gemini v1, a new  experimental cybersecurity model" srcset="https://substackcdn.com/image/fetch/$s_!FhPR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!FhPR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!FhPR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!FhPR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04b68429-62f7-465f-8008-54410e548fe0_1920x1080.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Detecting and responding to cyber threats just got a major upgrade. Google has added its open-source forensic tool, Timesketch, with Sec&#8209;Gemini, which is their AI powered detective that can automatically go through logs, reconstruct attack timelines, and highlight suspicious activity, which saves analysts hours of work. </p><p>Google says the update will help speed up incident response, and they demonstrated its capabilities live at Black Hat USA 2025.</p><p>&#128279; <a href="https://security.googleblog.com/2025/04/google-launches-sec-gemini-v1-new.html">blog.google.com</a></p><h2>OpenAI Launches GPT-5 Its Most Advanced AI Yet</h2><div id="youtube2-PQUcIbSEBCM" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;PQUcIbSEBCM&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/PQUcIbSEBCM?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>OpenAI has released GPT-5, its most advanced AI model so far. It offers faster responses, improved reasoning, and they claimed that it offers strong performance in coding, math, visuals, and voice. OpenAI provides three API versions&#8212;gpt-5, gpt-5-mini, and gpt-5-nano.</p><p>&#128279; <a href="https://openai.com/index/introducing-gpt-5-for-developers/?utm_source=chatgpt.com">openai.com</a></p><h1>Upcoming Events</h1><h2>Stakpak Ship It</h2><div id="youtube2-QqZ_6xw9S0s" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;QqZ_6xw9S0s&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/QqZ_6xw9S0s?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>Optimizing Cloud Costs with AI</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner, and we will be talking about Intelligent DevSecOps with AI Agents</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live. </p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279;<a href="https://lu.ma/l1tlxghe">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h2>How to stay relevant in DevOps?</h2><div id="youtube2-M_W8VRxiTc8" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;M_W8VRxiTc8&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/M_W8VRxiTc8?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this video, Anton Antonovich (Senior Systems Engineer) explains how he uses AI to speed up onboarding, automate infrastructure as code, and prevent errors. <br><br>He also talks about the importance of soft skills and why natural language is now his favorite programming tool.<br></p><h1>Comparative Analysis of AI-Driven Security Approaches in DevSecOps</h1><p>A recent systematic review explores how AI and machine learning are transforming security in DevOps pipelines. From automating vulnerability detection to predicting threats.<br><br>The study highlights best practices and reveals key gaps like the need for stronger real-world validation and seamless integration into existing workflows. </p><p>&#128279; <a href="https://arxiv.org/html/2504.19154v1">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[GitHub’s Wake-Up Call & the Rise of DevOps AI Agents - Issue 8]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/githubs-wake-up-call-and-the-rise</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/githubs-wake-up-call-and-the-rise</guid><pubDate>Tue, 05 Aug 2025 21:49:05 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!ZnDb!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ZnDb!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ZnDb!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!ZnDb!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!ZnDb!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!ZnDb!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ZnDb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:763424,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/170161357?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!ZnDb!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!ZnDb!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!ZnDb!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!ZnDb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44094e26-40e0-40ad-a4a0-224f3da4c581_1921x1081.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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey Everyone&#128075;</p><p>This week in <em>VibeOps:</em> GitHub&#8217;s CEO warns engineers, F5 release an AI for DevOps tool, and the future of DevOps looks more agentic than ever</p><p>We have a lot prepared for you, so grab your coffee and let&#8217;s see what the AI agents are up to this week.</p><h2>The CEO of Github is telling engineers to embrase ai or get out</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!1Ox_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!1Ox_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg 424w, https://substackcdn.com/image/fetch/$s_!1Ox_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg 848w, https://substackcdn.com/image/fetch/$s_!1Ox_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!1Ox_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!1Ox_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg" width="1024" height="682" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:682,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;new GitHub CEO Thomas Dohmke&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="new GitHub CEO Thomas Dohmke" title="new GitHub CEO Thomas Dohmke" srcset="https://substackcdn.com/image/fetch/$s_!1Ox_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg 424w, https://substackcdn.com/image/fetch/$s_!1Ox_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg 848w, https://substackcdn.com/image/fetch/$s_!1Ox_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!1Ox_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d576555-8238-4713-bbc8-68a9fe692f07_1024x682.jpeg 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"><svg role="img" 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"><g><title></title><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"><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"><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>GitHub CEO Thomas Dohmke says engineers must embrace AI or risk falling behind. With tools like Copilot automating up to 90% of coding in the coming years, the role is shifting from writing code to guiding AI and focusing on higher-level problem-solving.</p><p>&#128279; <a href="https://www.businessinsider.com/github-ceo-developers-embrace-ai-or-get-out-2025-8">Businessinsider.com</a></p><h2>F5 Launches AI Assistant for DevOps</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OyP3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OyP3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png 424w, https://substackcdn.com/image/fetch/$s_!OyP3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png 848w, https://substackcdn.com/image/fetch/$s_!OyP3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png 1272w, https://substackcdn.com/image/fetch/$s_!OyP3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OyP3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png" width="600" height="305.05263157894734" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:483,&quot;width&quot;:950,&quot;resizeWidth&quot;:600,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OyP3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png 424w, https://substackcdn.com/image/fetch/$s_!OyP3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png 848w, https://substackcdn.com/image/fetch/$s_!OyP3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png 1272w, https://substackcdn.com/image/fetch/$s_!OyP3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11fd982f-736b-48bc-9f29-44c80f5b632c_950x483.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>F5 has launched a new AI Assistant that helps DevOps, SecOps, and NetOps teams automate tasks using natural language. Integrated into BIG-IP, NGINX One, and Distributed Cloud, it can even generate and optimize iRules on the fly which streamline complex configurations and increase efficiency</p><p>&#128279; <a href="https://www.f5.com/company/news/press-releases/platform-ai-powered-xops-automation-customization">F5.com</a></p><h1>Upcoming Events</h1><h2>Stakpak Ship It</h2><div id="youtube2-m5dGLZR2rK0" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;m5dGLZR2rK0&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/m5dGLZR2rK0?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>Upgrading EKS with an AI Agent</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live. </p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279;<a href="https://lu.ma/6qt8j87e">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h2>What is Agentic DevOps?</h2><div id="youtube2-QTDJrvQwIrs" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;QTDJrvQwIrs&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/QTDJrvQwIrs?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>DevOps is changing fast. In this post, <a href="https://www.linkedin.com/in/jamesgovernor/">James Governor</a>, <a href="https://www.linkedin.com/in/nicolefv/">Nicole Forsgren</a> and <a href="https://www.linkedin.com/in/realgenekim/">Gene Kim</a> break down how AI agents are now taking real actions in CI/CD pipelines not just giving suggestions. <br><br>They also explains why AIOps is being redefined, and how developers are shifting to Vibe Coding<br><br>&#128279; <a href="https://redmonk.com/jgovernor/2025/07/25/some-thoughts-on-agentic-devops-aiops-and-vibe-coding-with-gene-kim-and-nicole-forsgren/">The Blog</a></p><h1><strong>The Future of DevOps Automation</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!j-wO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!j-wO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp 424w, https://substackcdn.com/image/fetch/$s_!j-wO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp 848w, https://substackcdn.com/image/fetch/$s_!j-wO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp 1272w, https://substackcdn.com/image/fetch/$s_!j-wO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!j-wO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp" width="323" height="323" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:800,&quot;width&quot;:800,&quot;resizeWidth&quot;:323,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;My Favorite AI Terminal, Prompt Injection, and More&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="My Favorite AI Terminal, Prompt Injection, and More" title="My Favorite AI Terminal, Prompt Injection, and More" srcset="https://substackcdn.com/image/fetch/$s_!j-wO!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp 424w, https://substackcdn.com/image/fetch/$s_!j-wO!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp 848w, https://substackcdn.com/image/fetch/$s_!j-wO!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp 1272w, https://substackcdn.com/image/fetch/$s_!j-wO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76b8d8cc-24fa-49b0-ba90-438f4652ef9b_800x800.webp 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>In this episode of Agentic DevOps, <a href="https://www.linkedin.com/in/bretefisher/">Bret</a> shares his favorite AI terminal, and talks about prompt injection risks, and explores how containers, SWE Bench, and tools like Devstral are shaping AI-powered DevOps workflows.</p><p>&#128279; <a href="https://agenticdevops.fm/episodes/my-new-favorite-ai-terminal-prompt-injection-and-more">agenticdevops.fm</a></p><h1><strong>CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering</strong></h1><p>CoE&#8209;Ops introduces a novel approach to AIOps by coordinating multiple specialized LLM-based experts to answer DevOps related questions more accurately. Instead of relying on a single model, CoE&#8209;Ops uses a task classifier to route queries to the most relevant expert agent, improving performance across areas like fault diagnosis, deployment, and anomaly detection. In tests on the DevOps EVAL benchmark, it outperformed existing models by up to 14%, showcasing how collaboration between AI agents can boost reliability in complex cloud operations.</p><p>&#128279; <a href="https://arxiv.org/pdf/2507.22937">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[AI Agents Are Taking Over DevOps Here’s What You Missed This Week - Issue 7]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/ai-agents-are-taking-over-devops</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/ai-agents-are-taking-over-devops</guid><pubDate>Tue, 29 Jul 2025 19:42:56 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!7Pr0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!7Pr0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7Pr0!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!7Pr0!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!7Pr0!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!7Pr0!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!7Pr0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.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;:1028404,&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://vibeops.stakpak.dev/i/169545056?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!7Pr0!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png 424w, https://substackcdn.com/image/fetch/$s_!7Pr0!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png 848w, https://substackcdn.com/image/fetch/$s_!7Pr0!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.png 1272w, https://substackcdn.com/image/fetch/$s_!7Pr0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd40b504b-fc5e-461a-9471-73410f8b371c_1921x1081.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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey Everyone&#128075;</p><p>Hope your week&#8217;s going great!</p><p>Exciting things are happening in AI for DevOps this week&#8212;from new AI-powered control planes to major updates in developer tools and critical security alerts.</p><p>In this issue of VibeOps, we have a lot prepared for you, so grab your coffee and let&#8217;s see what the AI agents are up to this week.</p><h2>AI Powered Control Plane</h2><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!wMIQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!wMIQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png 424w, https://substackcdn.com/image/fetch/$s_!wMIQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png 848w, https://substackcdn.com/image/fetch/$s_!wMIQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png 1272w, https://substackcdn.com/image/fetch/$s_!wMIQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!wMIQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png" width="486" height="76.95" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:95,&quot;width&quot;:600,&quot;resizeWidth&quot;:486,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;CloudBees-Logo-Black.png&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="CloudBees-Logo-Black.png" title="CloudBees-Logo-Black.png" srcset="https://substackcdn.com/image/fetch/$s_!wMIQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png 424w, https://substackcdn.com/image/fetch/$s_!wMIQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png 848w, https://substackcdn.com/image/fetch/$s_!wMIQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png 1272w, https://substackcdn.com/image/fetch/$s_!wMIQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb31c5e4f-a994-48c3-888b-f3e5b0832eaf_600x95.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><p>CloudBees Unify is a new AI-powered control plane that brings full visibility, governance, and automation to DevOps without changing existing tools. <br><br>It helps teams move faster and stay in control across complex environments.</p><p>&#128279; <a href="http://cloudbees.com/unify">cloudbees.com/unify</a></p><h2>Amazon Q Security Vulnerability Exposes Dev Environments - Patch Now!</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!F7Wt!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!F7Wt!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png 424w, https://substackcdn.com/image/fetch/$s_!F7Wt!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png 848w, https://substackcdn.com/image/fetch/$s_!F7Wt!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png 1272w, https://substackcdn.com/image/fetch/$s_!F7Wt!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!F7Wt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png" width="506" height="253" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:400,&quot;width&quot;:800,&quot;resizeWidth&quot;:506,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Amazon Q | AWS News Blog&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Amazon Q | AWS News Blog" title="Amazon Q | AWS News Blog" srcset="https://substackcdn.com/image/fetch/$s_!F7Wt!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png 424w, https://substackcdn.com/image/fetch/$s_!F7Wt!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png 848w, https://substackcdn.com/image/fetch/$s_!F7Wt!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png 1272w, https://substackcdn.com/image/fetch/$s_!F7Wt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc0134ec8-bfc7-40fe-8075-99660b799ccf_800x400.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>AWS just issued a security alert for the Amazon Q extension in VS Code, warning of a serious vulnerability (CVE-2025-8217) that could put dev environments at risk. The issue raised concerns about how much trust we place in AI-powered tools. A fixed version (v1.85) is now out, and AWS is urging everyone to update right away.</p><p>&#128279; <a href="https://aws.amazon.com/security/security-bulletins/AWS-2025-015">aws.com</a></p><h2>Microsoft Teases AI Upgrades for VS Code to Compete with Cursor and Kiro</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!xHOH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xHOH!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg 424w, https://substackcdn.com/image/fetch/$s_!xHOH!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg 848w, https://substackcdn.com/image/fetch/$s_!xHOH!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!xHOH!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!xHOH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg" width="500" height="333.57142857142856" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:467,&quot;width&quot;:700,&quot;resizeWidth&quot;:500,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Jay Parikh at Microsoft Build.&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Jay Parikh at Microsoft Build." title="Jay Parikh at Microsoft Build." srcset="https://substackcdn.com/image/fetch/$s_!xHOH!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg 424w, https://substackcdn.com/image/fetch/$s_!xHOH!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg 848w, https://substackcdn.com/image/fetch/$s_!xHOH!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!xHOH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23f052fc-35da-4adf-a51a-d4821ab2a84a_700x467.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Microsoft is quietly testing a major upgrade to Visual Studio as it trying to catch up with AI-first tools like Cursor and Amazon&#8217;s Kiro. <br><br>The update is already in internal use and it brings advanced AI features for code completion, debugging, and natural-language workflows, and we will probably see more details about it soon</p><p>&#128279; <a href="https://www.businessinsider.com/microsoft-plans-major-update-visual-studio-coding-service-ai-2025-7">businessinsider.com</a></p><h1>Upcoming Events</h1><h2>Stakpak Ship It</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!f3G6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!f3G6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!f3G6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg" width="502" height="502" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:502,&quot;bytes&quot;:1349945,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/168934618?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!f3G6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>We deployed a Kubernetes cluster on AWS in under 1 hour using the latest AI tools</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live. </p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279;<a href="https://lu.ma/1l7rgehh">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h1><strong>The End of Infrastructure-as-Code</strong></h1><div id="youtube2-xwDQh3gAec0" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;xwDQh3gAec0&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/xwDQh3gAec0?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>AI agents are making tools like Terraform and Pulumi feel outdated. <br><br>This video breaks down why human-friendly IaC tools may not survive in an AI-first world&#8212;and what needs to change before it&#8217;s too late.</p><h1><strong>AWS Agentic DevOps with the EKS MCP Server</strong></h1><div id="youtube2-dAkNUoZ_xtw" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;dAkNUoZ_xtw&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/dAkNUoZ_xtw?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this episode, <a href="https://www.linkedin.com/in/bretefisher/">Bret</a> and <a href="https://www.linkedin.com/in/nirmalkmehta/">Nirmal</a> talk with <a href="https://www.linkedin.com/in/cloudwithraj/">Rajdeep Saha</a> from AWS about how AI can simplify infrastructure management, enabling tasks like provisioning Kubernetes clusters with just a single prompt. The also talk about the potential of AI to revolutionize DevOps by making complex workflows more intuitive, efficient, and developer-friendly.</p><p>&#128279; <a href="https://agenticdevops.fm/episodes/aws-agentic-devops-with-the-eks-mcp-server">agenticdevops.fm</a></p><h2>DevOps Gets a Brain: What 2025 Research Says About AI&#8217;s Role</h2><p>In this research paper the researchers explore how AI is reshaping modern DevOps practices. <br><br>It covers key areas like AI-assisted coding, predictive pipeline orchestration, and real-time security automation, with concrete case studies from finance and e&#8209;commerce. <br><br>While highlighting faster delivery, more reliable systems, and better developer productivity<br><br>The researchers also talk about the challenges around bias, skills gaps, and continuous learning, painting a balanced picture of how AI and human expertise are working together to make software delivery more efficient</p><p>&#128279; <a href="https://www.researchgate.net/publication/389462281_The_Synergistic_Impact_of_Artificial_Intelligence_on_DevOps_A_Comprehensive_Review">Research Paper</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[An Agent Deleted Prod DB and Lied About It? - Issue 6]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/an-agent-deleted-prod-db-and-lied</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/an-agent-deleted-prod-db-and-lied</guid><pubDate>Tue, 22 Jul 2025 18:59:25 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Mi9q!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Mi9q!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Mi9q!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png 424w, https://substackcdn.com/image/fetch/$s_!Mi9q!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png 848w, https://substackcdn.com/image/fetch/$s_!Mi9q!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png 1272w, https://substackcdn.com/image/fetch/$s_!Mi9q!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Mi9q!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png" width="1456" height="816" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:816,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:913084,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/168934618?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Mi9q!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png 424w, https://substackcdn.com/image/fetch/$s_!Mi9q!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png 848w, https://substackcdn.com/image/fetch/$s_!Mi9q!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.png 1272w, https://substackcdn.com/image/fetch/$s_!Mi9q!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24bd18a9-64f2-45cf-91eb-2c74bff9d8a8_1980x1110.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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey Everyone&#128075;</p><p>Hope your week&#8217;s going great!</p><p>It has been a wild week in the world of DevOps and AI, an AI Agent deleted a production database, people are chatting with their CI/CD pipelines, and tools like ChatGPT Agent are starting to look more like teammates than assistants.</p><p>In this issue of VibeOps, we have a lot prepared for you, so grab your coffee and let&#8217;s see what the AI agents are up to this week.</p><h2>Now you can talk with your pipeline?</h2><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5WSI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5WSI!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png 424w, https://substackcdn.com/image/fetch/$s_!5WSI!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png 848w, https://substackcdn.com/image/fetch/$s_!5WSI!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png 1272w, https://substackcdn.com/image/fetch/$s_!5WSI!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5WSI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png" width="546" height="136.125" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:363,&quot;width&quot;:1456,&quot;resizeWidth&quot;:546,&quot;bytes&quot;:168583,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/168934618?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!5WSI!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png 424w, https://substackcdn.com/image/fetch/$s_!5WSI!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png 848w, https://substackcdn.com/image/fetch/$s_!5WSI!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png 1272w, https://substackcdn.com/image/fetch/$s_!5WSI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82aed236-6a86-459c-8dc7-d20e80fb572f_1773x442.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><p>Harness has introduced natural language support for generating CI/CD pipelines through its AI Development Assistant (AIDA). The feature currently focuses on creating pipeline stages and steps using prompts, enabling teams to build and update pipelines more easily.</p><p>&#128279; <a href="https://developer.harness.io/docs/platform/harness-aida/ai-devops/">Harness.io</a></p><h2>ChatGPT Agent? Could It Be Your Next DevOps Teammate?</h2><div id="youtube2-2wzGS_WUZYQ" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;2wzGS_WUZYQ&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/2wzGS_WUZYQ?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>OpenAI&#8217;s new ChatGPT Agent can do multi-step tasks like coding, browsing, and interacting with APIs using a built-in virtual computer. </p><p>The question is, do you see yourself using ChatGPT Agent to handle parts of your DevOps workflow, like automation, log analysis, or reporting?</p><p>&#128279;<a href="https://openai.com/index/introducing-chatgpt-agent/">ChatGPT Agent</a></p><h2>An Agent Deleted Prod DB &amp; Lied About It?</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lDRd!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lDRd!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg 424w, https://substackcdn.com/image/fetch/$s_!lDRd!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg 848w, https://substackcdn.com/image/fetch/$s_!lDRd!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!lDRd!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lDRd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg" width="609" height="406.5075" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:534,&quot;width&quot;:800,&quot;resizeWidth&quot;:609,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!lDRd!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg 424w, https://substackcdn.com/image/fetch/$s_!lDRd!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg 848w, https://substackcdn.com/image/fetch/$s_!lDRd!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!lDRd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ef75f6e-cf27-45fa-a4ad-0247d6095f50_800x534.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>During a recent coding experiment, Replit&#8217;s AI agent deleted a production database, generated fake user data, and gave incorrect responses about its actions. <br><br>Replit&#8217;s CEO acknowledged the issue and announced plans to improve safeguards, including better environment separation and recovery options.</p><p>&#128279; <a href="https://www.businessinsider.com/replit-ceo-apologizes-ai-coding-tool-delete-company-database-2025-7">Business Insider</a></p><h1>Upcoming Events</h1><h2>Stakpak Ship It</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!f3G6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!f3G6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!f3G6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg" width="502" height="502" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:502,&quot;bytes&quot;:1349945,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/168934618?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!f3G6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!f3G6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa41d0246-789a-4298-8437-150fb2fbf5d7_4000x4000.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>We used Stakpak CLI to stress test real infrastructure using Apache Bench and Artillery we also took a look at K6</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live. </p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279;<a href="https://lu.ma/ebdxzvvq">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h2>How to Build a Free AI Agent for DevOps Automation Using n8n and Gemini?</h2><p>This blog shows how to build a no-code AI agent using <strong>n8n</strong> and Gemini 2.0 to detect and fix failed GitLab CI jobs. <br><br>It fetches logs, then uses AI to suggest fixes and then commits them back, and sends alerts via Telegram, all using free, self-hosted tools.</p><p>&#128279;<a href="https://medium.com/%40debjyotimt/how-to-build-a-free-ai-agent-for-devops-automation-using-n8n-and-gemini-eec5f1b9805d">Medium.com</a></p><h1><strong>Agentic CI/CD with Solomon Hykes of Dagger</strong></h1><div id="youtube2-ZSbCPIAKGlc" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;ZSbCPIAKGlc&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/ZSbCPIAKGlc?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this episode, <a href="https://www.linkedin.com/in/bretefisher/">Bret</a> and <a href="https://www.linkedin.com/in/nirmalkmehta/">Nirmal</a> talk with <a href="https://www.linkedin.com/in/solomonhykes/">Solomon Hykes</a> (founder of Docker and Dagger) about how AI agents are changing the way we use CI/CD. Solomon introduces Container Use, which is a tool for running agents in secure, isolated environments, and shares insights on performance, security, and the future of open-source tools.</p><p>&#128279; <a href="https://agenticdevops.fm/episodes/agentic-ci-cd-with-solomon-hykes-of-dagger">agenticdevops.fm</a></p><h2>What the Latest Research Says About AI in DevOps?</h2><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5raV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5raV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png 424w, https://substackcdn.com/image/fetch/$s_!5raV!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png 848w, https://substackcdn.com/image/fetch/$s_!5raV!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png 1272w, https://substackcdn.com/image/fetch/$s_!5raV!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5raV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png" width="1456" height="297" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:297,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:127009,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/168934618?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!5raV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png 424w, https://substackcdn.com/image/fetch/$s_!5raV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png 848w, https://substackcdn.com/image/fetch/$s_!5raV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png 1272w, https://substackcdn.com/image/fetch/$s_!5raV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea3e2a34-f960-4e50-b1e0-dfe219719526_2190x446.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Managing cloud infrastructure takes a lot of manual work from DevOps teams. This research shows how AI agents powered by large language models (LLMs) could help automate those tasks. The study tests how well these agents can use tools like SDKs, CLIs, IaC platforms, and web portals, and shares early findings on what works, what doesn&#8217;t, and where more work is needed.</p><p>&#128279;<a href="https://arxiv.org/pdf/2506.12270">Research Paper</a></p><h2>Is DevOps Dying?</h2><div id="youtube2-KW1X9xefE0Q" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;KW1X9xefE0Q&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/KW1X9xefE0Q?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this video, <a href="https://www.linkedin.com/in/mischavandenburg/">Mischa van den Burg</a> talks about whether DevOps is really going away or just evolving. It covers the current job market, the rise of SRE, and how AI and automation are changing the role of DevOps engineers today.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[Spec Driven Development - Issue 5]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/spec-driven-development-issue-5</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/spec-driven-development-issue-5</guid><pubDate>Tue, 15 Jul 2025 20:35:01 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!BweE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!BweE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BweE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png 424w, https://substackcdn.com/image/fetch/$s_!BweE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png 848w, https://substackcdn.com/image/fetch/$s_!BweE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png 1272w, https://substackcdn.com/image/fetch/$s_!BweE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BweE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png" width="1456" height="814" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:814,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:624385,&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://vibeops.stakpak.dev/i/168387447?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!BweE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png 424w, https://substackcdn.com/image/fetch/$s_!BweE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png 848w, https://substackcdn.com/image/fetch/$s_!BweE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.png 1272w, https://substackcdn.com/image/fetch/$s_!BweE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d3c13da-0797-455d-a829-2d8890f53ef6_1534x858.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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey Everyone&#128075;</p><p>Hope your week&#8217;s going awesome!</p><p>In this issue of VibeOps, we've got some amazing AI-for-DevOps news for you from Amazon&#8217;s new Kiro IDE, to Google&#8217;s $2.4B deal for the Minds Behind Windsurf, plus exciting updates from the Stakpak team. <br><br>You&#8217;ll also find practical learning resources, upcoming events, and&#8230; a chance to win $100,000 </p><p>So grab your coffee and let&#8217;s see what the AI agents are up to this week.</p><h2>Cursor and Windsurf just got a serious competitor.</h2><div id="youtube2-JOqLp1adGO4" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;JOqLp1adGO4&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/JOqLp1adGO4?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Amazon just announced Kiro IDE. Is it another coding agent? I think we will need to wait to find out</p><p>&#128279; <a href="https://kiro.dev/">kiro.dev</a></p><h2>$2.4B for the Minds Behind Windsurf</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!o7PL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!o7PL!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg 424w, https://substackcdn.com/image/fetch/$s_!o7PL!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg 848w, https://substackcdn.com/image/fetch/$s_!o7PL!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!o7PL!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!o7PL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg" width="508" height="285.75" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:576,&quot;width&quot;:1024,&quot;resizeWidth&quot;:508,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Google boosts AI team with Windsurf talent after failed OpenAI bid |  Digital Watch Observatory&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Google boosts AI team with Windsurf talent after failed OpenAI bid |  Digital Watch Observatory" title="Google boosts AI team with Windsurf talent after failed OpenAI bid |  Digital Watch Observatory" srcset="https://substackcdn.com/image/fetch/$s_!o7PL!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg 424w, https://substackcdn.com/image/fetch/$s_!o7PL!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg 848w, https://substackcdn.com/image/fetch/$s_!o7PL!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!o7PL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F394365d8-59ae-4995-a572-78366da928e1_1024x576.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>It has been a dramatic week in the tech industry First, OpenAI wanted to acquire Windsurf, but then Google hired Windsurf&#8217;s leadership and R&amp;D team in a $2.4 billion deal. </p><p>Experts say this could help Google compete more with GitHub Copilot and AWS CodeWhisperer.<br><br>And now Windsurf has been acquired by Cognition (<a href="https://windsurf.com/blog/windsurfs-next-chapter">Learn More</a>)</p><p>&#128279; <a href="https://windsurf.com/blog/windsurfs-next-stage">Windsurf.com</a></p><h1>Upcoming Events</h1><h2>Stakpak Ship It</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9jAW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9jAW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9jAW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg" width="480" height="480" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:480,&quot;bytes&quot;:1582541,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/167252721?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9jAW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Missed our last Stakpak Ship It? You missed out on us:</p><ul><li><p>Deploying an ECS cluster with networking, audit logs, a workload, Memory, and CPU auto-scaling using Terraform in just an hour and a half&#129327;</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live. </p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279;<a href="https://lu.ma/qu9cddie">Registration Link</a></p><h2>Code with Kiro Hackathon</h2><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;885ece01-ea30-456a-92d6-acd4a5c23da1&quot;,&quot;duration&quot;:null}"></div><p>&#128279;<a href="https://kiro.devpost.com/?sc_channel=sm&amp;sc_campaign=Gen_AI&amp;sc_publisher=LINKEDIN&amp;sc_country=global&amp;sc_geo=GLOBAL&amp;sc_outcome=awareness&amp;sc_content=2025_Kiro_campaigns_launch&amp;trk=362cb74a-4e9a-415e-816e-2d19fb684aee">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you, too.</p><h1><strong>What is Spec Driven Development?</strong></h1><div id="youtube2-V0Med1W_nL0" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;V0Med1W_nL0&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/V0Med1W_nL0?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Ever since Amazon released Kiro IDE, developers haven&#8217;t stopped talking about spec-driven development. The focus is moving from writing code to writing &#8220;intent&#8221; which lets the AI turn structured specs into working software. In this video, <a href="https://www.linkedin.com/in/patrickdebois/">Patrick Debois</a>, the father of DevOps, explains how this new approach is redefining developer roles and why spec-centric workflows are at the core of AI-native development.</p><h1><strong>Running AI MCP Tools on Kubernetes with kagent</strong></h1><div id="youtube2-JTTqG5SOpWY" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;JTTqG5SOpWY&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/JTTqG5SOpWY?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p><a href="https://www.linkedin.com/in/bretefisher/">Bret</a> and <a href="https://www.linkedin.com/in/nirmalkmehta/">Nirmal</a> explore AI agents in Kubernetes with <a href="https://www.linkedin.com/in/eitan-yarmush-82890595/">Eitan Yarmush</a>, Senior Architect at Solo.io. Eitan explains how AI agents work through three simple components (system prompts, LLMs, and tools), and demonstrates the kagent project, which provides a Kubernetes-native way to deploy and manage AI workflows.</p><p>&#128279; <a href="https://agenticdevops.fm/episodes/running-ai-mcp-tools-on-kubernetes-with-kagent">agenticdevops.fm</a></p><h2>How AI &amp; DevOps Are About to Change the Way We Create Products?</h2><div id="youtube2-5Vc71tEiVPw" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;5Vc71tEiVPw&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/5Vc71tEiVPw?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this talk, <a href="https://www.linkedin.com/in/mrako/">Marko Klemetti</a> explains how DevOps and Continuous Deployment help teams build faster and safer software, especially when using AI tools in development.</p><h2>Can AI Fix DevSecOps?</h2><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!cXCc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!cXCc!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png 424w, https://substackcdn.com/image/fetch/$s_!cXCc!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png 848w, https://substackcdn.com/image/fetch/$s_!cXCc!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png 1272w, https://substackcdn.com/image/fetch/$s_!cXCc!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!cXCc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png" width="1456" height="280" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:280,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:112737,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/168387447?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!cXCc!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png 424w, https://substackcdn.com/image/fetch/$s_!cXCc!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png 848w, https://substackcdn.com/image/fetch/$s_!cXCc!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png 1272w, https://substackcdn.com/image/fetch/$s_!cXCc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bf599bf-638e-4d4e-b6eb-516191262df9_2380x458.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>In this research paper, the researchers show us how AI and machine learning can help automate security tasks in DevOps. <br><br>They review 99 studies, and cover 12 key security tasks, and talk about the challenges we are facing. </p><p>They also talk about how to improve security without slowing down software delivery.</p><p>&#128279;<a href="https://arxiv.org/abs/2404.04839">Research Paper</a></p><h1>Bonus</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!s3vx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!s3vx!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 424w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 848w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 1272w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!s3vx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png" width="454" height="376.6703296703297" 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srcset="https://substackcdn.com/image/fetch/$s_!s3vx!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 424w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 848w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 1272w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>The Stakpak CLI DevOps Agent is open-source and runs right in your terminal. Built for the gritty parts of software development, it&#8217;s the only coding agent you can trust in production ops. They&#8217;re launching on Product Hunt soon</p><p>&#128279; Visit their <a href="https://www.producthunt.com/products/stakpak-dev">Notify Me</a> page to stay updated!</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[AI Agents with Offices? DevOps Just Got Interesting - Issue 4]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/ai-agents-with-offices-devops-just</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/ai-agents-with-offices-devops-just</guid><pubDate>Tue, 08 Jul 2025 17:26:44 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!bfEM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28e68181-38ac-4c47-b2a2-67ed1c50c8fb_1866x1046.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!bfEM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28e68181-38ac-4c47-b2a2-67ed1c50c8fb_1866x1046.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!bfEM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28e68181-38ac-4c47-b2a2-67ed1c50c8fb_1866x1046.png 424w, https://substackcdn.com/image/fetch/$s_!bfEM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28e68181-38ac-4c47-b2a2-67ed1c50c8fb_1866x1046.png 848w, https://substackcdn.com/image/fetch/$s_!bfEM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28e68181-38ac-4c47-b2a2-67ed1c50c8fb_1866x1046.png 1272w, https://substackcdn.com/image/fetch/$s_!bfEM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28e68181-38ac-4c47-b2a2-67ed1c50c8fb_1866x1046.png 1456w" sizes="100vw"><img 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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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey Everyone&#128075;</p><p>Hope your week&#8217;s going awesome!</p><p>We've got some amazing AI-for-DevOps news for you today. AI Agents are getting their own "offices" in Coder. We're also seeing AI tools that can write and fix tests for you, which makes life a lot easier. We've also got some exciting news from Stakpak<br><br>So grab your coffee and enjoy the updates, who knows, maybe your AI agents are reading this issue too.</p><h2>AI Now Automates Your Testing Too</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WJYw!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WJYw!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.png 424w, https://substackcdn.com/image/fetch/$s_!WJYw!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.png 848w, https://substackcdn.com/image/fetch/$s_!WJYw!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.png 1272w, https://substackcdn.com/image/fetch/$s_!WJYw!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WJYw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.png" width="480" height="323.6048526863085" 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srcset="https://substackcdn.com/image/fetch/$s_!WJYw!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.png 424w, https://substackcdn.com/image/fetch/$s_!WJYw!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.png 848w, https://substackcdn.com/image/fetch/$s_!WJYw!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.png 1272w, https://substackcdn.com/image/fetch/$s_!WJYw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9553e43-363e-464a-b72b-ed6c6aea7afe_1154x778.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"><svg role="img" 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"><g><title></title><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"><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"><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>Harness has launched its new Test Automation platform, which claims to let teams write tests in natural language, automatically fix flaky tests, and run them faster.</p><p>&#128279; <a href="https://www.harness.io/blog/announcing-harness-ai-test-automation">Harness.io</a></p><h2>AI Agents Now Have Their Own Workspaces in Coder</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!asN5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2211c47-51ca-49bf-8cb8-e70c9ec7d6ab_1455x1200.png" 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https://substackcdn.com/image/fetch/$s_!asN5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2211c47-51ca-49bf-8cb8-e70c9ec7d6ab_1455x1200.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!asN5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2211c47-51ca-49bf-8cb8-e70c9ec7d6ab_1455x1200.png" width="464" height="382.680412371134" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a2211c47-51ca-49bf-8cb8-e70c9ec7d6ab_1455x1200.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1200,&quot;width&quot;:1455,&quot;resizeWidth&quot;:464,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;White Image 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https://substackcdn.com/image/fetch/$s_!asN5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2211c47-51ca-49bf-8cb8-e70c9ec7d6ab_1455x1200.png 1272w, https://substackcdn.com/image/fetch/$s_!asN5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2211c47-51ca-49bf-8cb8-e70c9ec7d6ab_1455x1200.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 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coding, testing, and deployments</p><p>&#128279; <a href="https://coder.com/blog/coder-enterprise-grade-platform-for-self-hosted-ai-development">Coder.com</a></p><h1>Upcoming Events</h1><h2>Stakpak Ship It</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9jAW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9jAW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 424w, 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srcset="https://substackcdn.com/image/fetch/$s_!9jAW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Missed our last Stakpak Ship It? You missed out on:</p><ul><li><p>We dockerized and ran Odoo in 30 minutes</p></li><li><p>Very interesting conversation about agent reliability and practical tips on building better agents.</p></li></ul><p>But don&#8217;t worry, our next Stakpak Ship It session is around the corner</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live. </p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128279;<a href="https://lu.ma/pt170wlm">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you too.</p><h2>How Agentic AI Makes Infrastructure Code Easier?</h2><div id="youtube2-y0xOnbV862k" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;y0xOnbV862k&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/y0xOnbV862k?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this talk, <a href="https://www.linkedin.com/in/jodee-varney/">Jodee Varney</a> shows us how GenAI agentic frameworks can reduce the pain of Infrastructure as Code. Using OpenTofu examples, she shares how agentic AI teams improve code consistency, manage environments, and cut down toil.</p><h2>AI for DevOps: Real Tools and Tips from Bret Fisher</h2><div id="youtube2-LTalTct1rPE" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;LTalTct1rPE&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/LTalTct1rPE?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this live stream <a href="https://www.linkedin.com/in/bretefisher/">Bret Fisher</a> talks about how AI is helping out in DevOps. He shares some practical AI tools for writing and reviewing infrastructure-as-code, and he goes through the latest updates to Docker Swarm, and gives real-world examples of how agentic AI can make cloud-native work more productive.</p><h2>50 Studies Shows us How GenAI is Changing DevOps</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!TBZZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!TBZZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png 424w, https://substackcdn.com/image/fetch/$s_!TBZZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png 848w, https://substackcdn.com/image/fetch/$s_!TBZZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png 1272w, https://substackcdn.com/image/fetch/$s_!TBZZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!TBZZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png" width="1432" height="536" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:536,&quot;width&quot;:1432,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:99143,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/167795261?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!TBZZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png 424w, https://substackcdn.com/image/fetch/$s_!TBZZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png 848w, https://substackcdn.com/image/fetch/$s_!TBZZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png 1272w, https://substackcdn.com/image/fetch/$s_!TBZZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa29ee7b3-50aa-44a1-ad5a-e76cf823e5e8_1432x536.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>This review of 50 recent studies shows how GenAI is changing DevOps from writing code and managing infrastructure to streamlining CI/CD with agentic AI teams. </p><p>It highlights what&#8217;s working, where the risks lie, and how these tools are controlling the future of DevOps. </p><p>&#128279;<a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5290005&amp;utm_source=chatgpt.com">Research Paper</a></p><h1>Bonus</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!s3vx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!s3vx!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 424w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 848w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 1272w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!s3vx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png" width="454" height="376.6703296703297" 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srcset="https://substackcdn.com/image/fetch/$s_!s3vx!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 424w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 848w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 1272w, https://substackcdn.com/image/fetch/$s_!s3vx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3f8f67d3-ed3c-4a7f-b3be-e7baaf258be0_3153x2615.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>The Stakpak CLI DevOps Agent is open-source and runs right in your terminal. Built for the gritty parts of software development, it&#8217;s the only coding agent you can trust in production ops. They&#8217;re launching on Product Hunt soon</p><p>&#128279; Visit their <a href="https://www.producthunt.com/products/stakpak-dev">Notify Me</a> page to stay updated!</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps and any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[AI Therapist for Your CI/CD Pipelines? - Issue 3]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/ai-therapist-for-your-cicd-pipelines</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/ai-therapist-for-your-cicd-pipelines</guid><pubDate>Tue, 01 Jul 2025 18:20:32 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!SZ20!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c737f82-0e7a-4146-80d4-a936b6a7e0e2_2048x1018.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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srcset="https://substackcdn.com/image/fetch/$s_!SZ20!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c737f82-0e7a-4146-80d4-a936b6a7e0e2_2048x1018.png 424w, https://substackcdn.com/image/fetch/$s_!SZ20!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c737f82-0e7a-4146-80d4-a936b6a7e0e2_2048x1018.png 848w, https://substackcdn.com/image/fetch/$s_!SZ20!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c737f82-0e7a-4146-80d4-a936b6a7e0e2_2048x1018.png 1272w, https://substackcdn.com/image/fetch/$s_!SZ20!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c737f82-0e7a-4146-80d4-a936b6a7e0e2_2048x1018.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"><svg role="img" 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"><g><title></title><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"><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"><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>Hey everyone building cool stuff with zeros and ones &#128075;</p><p>Hope your week&#8217;s going awesome!</p><p>We&#8217;ve got some amazing AI news for you today. From Google&#8217;s brand-new Gemini CLI that brings AI right into your terminal, to Bytedance&#8217;s AI tool acting like a therapist for your CI/CD logs (yep, you read that right!), plus talks and podcasts to help you use AI in your daily work.</p><p>Grab your coffee and let&#8217;s get started</p><h2>Google Launches Gemini CLI</h2><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;6bc1d92b-5374-4976-87a2-d93714d0676c&quot;,&quot;duration&quot;:null}"></div><p>Google finally did it &#127881; They just launched Gemini CLI, which is an open-source AI agent that brings Gemini right into your terminal. </p><p>You can use it to code, or ask it to<code> describe the main pieces of this system's architecture, you can even ask it to make a presentation about that architecture and more&#8230;</code></p><p>It&#8217;s free, kinda.</p><p>You get up to 1,000 daily requests</p><p>&#128279; <a href="https://github.com/google-gemini/gemini-cli">Gemini CLI</a></p><h2>What if your CI/CD logs had an AI therapist to fix their issues?</h2><p>Researchers at Bytedance created an open-source AI tool that reads your pipeline logs and understands exactly why your build is failing (with 98% precision), and then suggests or even triggers the fix automatically. So interesting, right?</p><p>&#128279; <a href="https://arxiv.org/abs/2506.03691">Research Paper</a></p><h1>Upcoming Events</h1><h2>Stakpak Ship It</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9jAW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9jAW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9jAW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg" width="480" height="480" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:480,&quot;bytes&quot;:1582541,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://vibeops.stakpak.dev/i/167252721?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9jAW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!9jAW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0e10596c-81fe-4214-abc1-69c464825618_4000x4000.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Want to see how real teams ship real software? Join Stakpak Ship It tomorrow! It&#8217;s where they take real software to production, sharing tips, tricks, and best practices</p><p>P.S.: Don&#8217;t forget your coffee</p><p>&#128467;&#65039; Every Wednesday at 10:00 GMT-7 on Discord Live.</p><p>&#128279; <a href="https://lu.ma/983d092k">Registration Link</a></p><h1>Learning Resources</h1><p>Every week, we come across interesting blogs, papers, and tutorials that help us level up as a DevOps team. Here are some of the coolest ones we found this week. We hope they inspire you too.</p><h2>How To Future <strong>Proof your DevOps Skills with AI?</strong></h2><div id="youtube2-xfBOGatGrZI" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;xfBOGatGrZI&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/xfBOGatGrZI?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this video <a href="https://www.linkedin.com/in/abhishek-veeramalla/">Abhishek Veeramalla</a> is showing us how to use ai so that instead of being replaced by AI, we can use it to become faster, smarter, and more productive.</p><h2>How to Use AI in Your Everyday Deployment Workflows?</h2><div id="youtube2-XwoRmHaxecg" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;XwoRmHaxecg&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/XwoRmHaxecg?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this <a href="https://www.conf42.com/">Conf42</a> talk, <a href="https://www.linkedin.com/in/alexmarket/">Alejandro Mercado</a> shows us how to practically integrate AI into daily DevOps work. He explores real-world strategies to boost deployment efficiency, automate boring tasks, and improve reliability using AI tools.<br><br>He even talk about Voice Assistants in DevOps&#128563;</p><h2>Is AI ready for DevOps?</h2><div id="youtube2-ulqfh6BOCaw" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;ulqfh6BOCaw&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/ulqfh6BOCaw?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>We also discovered this really cool new <a href="https://agenticdevops.fm/">podcast</a> by <a href="https://www.linkedin.com/in/nirmalkmehta/">Nirmal Mehta</a> and <a href="https://www.linkedin.com/in/bretefisher/">Bret Fisher</a> where they talk about everything related to ai for devops</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps, Any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[Are MCP Servers the Future of DevOps Workflows? - Issue 2 ]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/are-mcp-servers-the-future-of-devops</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/are-mcp-servers-the-future-of-devops</guid><pubDate>Tue, 24 Jun 2025 18:07:26 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/ebc4578c-f997-46bb-886f-fad95c267350_1920x960.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Introduction</h2><p>This week has been full of exciting news: Amazon and Microsoft are bringing context-aware workflows to your IDE, CloudBees joins the MCP movement, and we&#8217;re diving into how AI is reshaping DevSecOps. Plus, we&#8217;ve got live events, hands-on learning, and top tools to keep your pipelines smart</p><h1>News</h1><h3>1. Amazon Q Developer MCP Support </h3><p>On June 19, AWS announced support for the Model Context Protocol (MCP) in Amazon Q Developer for JetBrains and VS Code. MCP enables context-aware workflows by letting Amazon Q connect to tools like Jira, Figma, and databases, which bring task details, designs, and schema insights directly into your IDE.</p><p>&#128279; <a href="https://aws.amazon.com/blogs/devops/use-model-context-protocol-with-amazon-q-developer-for-context-aware-ide-workflows/">aws.com</a></p><h3>2. Azure DevOps MCP Server Public Preview</h3><p>On June 17, Microsoft launched the public preview of Azure DevOps MCP Server. It brings GitHub Copilot Agent Mode into your IDE with real-time access to Azure DevOps data&#8212;like work items, PRs, and test plans&#8212;enabling secure, context-aware DevOps workflows without leaving your editor.</p><p>&#128279; <a href="https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview/">azure.com</a></p><h3>3. DevSecOps With Amazon Q Developer</h3><div id="youtube2-ZFizn-kYOL0" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;ZFizn-kYOL0&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/ZFizn-kYOL0?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Amazon Q Developer can help you with DevSecOps by using generative AI to detect vulnerabilities, suggest secure code fixes, and enforce best practices&#8212;right from your IDE. It&#8217;s a step toward baking security directly into the dev workflow.</p><h3>4. CloudBees announced early access to its new MCP Serve</h3><p>CloudBees announced early access to its new MCP Server within the CloudBees Unify platform, enabling context-aware AI agents to seamlessly integrate with CI/CD pipelines across GitHub, GitLab, Jenkins, and more. <br><br>The server acts as a lightweight, standardized bridge between LLMs (such as GPT and Claude) and enterprise DevOps tooling, making pipeline data, test, and security metrics, and governance metadata available to AI agents.<br><br>The goal is to orchestrate multi-step tasks&#8212;like running builds, applying policies, detecting compliance issues, and triggering remediation&#8212;via intelligent, policy-aware automations directly within Unify </p><p>&#128279; <a href="https://www.cloudbees.com/blog/introducing-cloudbees-mcp-server">Cloudbees.com</a></p><h1>Learning Resources</h1><div id="youtube2-siAUjbrG3HU" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;siAUjbrG3HU&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/siAUjbrG3HU?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>In this video, <a href="https://www.linkedin.com/in/syed-nadeem-a2b21662/overlay/about-this-profile/">Syed Nadeem</a><strong> </strong>shows us how to integrate AI tools within our DevOps tasks</p><h1>Upcoming Events</h1><h3>Stakpak Ship It</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!7Wfs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20e8af55-b55f-45bb-82d1-f47055727b71_2030x1004.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7Wfs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20e8af55-b55f-45bb-82d1-f47055727b71_2030x1004.png 424w, https://substackcdn.com/image/fetch/$s_!7Wfs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20e8af55-b55f-45bb-82d1-f47055727b71_2030x1004.png 848w, https://substackcdn.com/image/fetch/$s_!7Wfs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20e8af55-b55f-45bb-82d1-f47055727b71_2030x1004.png 1272w, https://substackcdn.com/image/fetch/$s_!7Wfs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20e8af55-b55f-45bb-82d1-f47055727b71_2030x1004.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!7Wfs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20e8af55-b55f-45bb-82d1-f47055727b71_2030x1004.png" width="1456" height="720" 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" 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"><g><title></title><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"><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"><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>Stakpak Ship It is a new live event series where they deploy real-world DevOps projects live on Discord.</p><ul><li><p>Build with modern tools like Docker, GitHub Actions, and Kubernetes</p></li><li><p>Ship production-grade infrastructure</p></li><li><p>Share lessons, tips, and workflows as a community</p></li></ul><p>&#128279; <a href="https://lu.ma/983d092k">Registration Link</a></p><h3>Top AI Tools for DevOps and Software Development</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!w_Ej!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!w_Ej!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png 424w, https://substackcdn.com/image/fetch/$s_!w_Ej!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png 848w, https://substackcdn.com/image/fetch/$s_!w_Ej!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png 1272w, https://substackcdn.com/image/fetch/$s_!w_Ej!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!w_Ej!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png" width="1456" height="654" 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srcset="https://substackcdn.com/image/fetch/$s_!w_Ej!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png 424w, https://substackcdn.com/image/fetch/$s_!w_Ej!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png 848w, https://substackcdn.com/image/fetch/$s_!w_Ej!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png 1272w, https://substackcdn.com/image/fetch/$s_!w_Ej!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5409ca71-a9da-4f4c-8ecf-bae9cab548e3_1830x822.png 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Join this exclusive series, which is made for R&amp;D leaders, CTOs, and software executives exploring how cutting-edge AI tools are transforming DevOps and software development. <br><br>Each episode dives into real-world use cases&#8212;from boosting developer productivity to building self-healing infrastructure.</p><p>&#128279; <a href="https://www.eficode.com/events/webinar-series-top-ai-tools?utm_source=chatgpt.com">Registration Link</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h1><strong>A quick favor (helps a lot):</strong></h1><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h1><strong>One Last Thing</strong></h1><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps, Any cool ai tools that you use, and we will feature it in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item><item><title><![CDATA[VibeOps:Is DevOps Getting Replaced by Agents? - Issue 1 ]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/vibeopsis-devops-getting-replaced</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/vibeopsis-devops-getting-replaced</guid><pubDate>Tue, 17 Jun 2025 10:22:38 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h2>Introduction</h2><p>There is a lot of exciting stuff that happened this week, a lot of cool new AI Agents that will help DevOps Engineers be more productive &#128071;&#127995;</p><h3>News</h3><h4>1. Ciroos.AI Launches AI SRE Agents</h4><p>On June 6, Cairoos AI &#8220;SRE Teammate&#8221; which is a group of AI agents trained to assist site reliability engineers by detecting and proactively investigating anomalies. They claim a potential incident response time reduction of up to 90%.</p><div id="youtube2-2Jp0b41ljPo" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;2Jp0b41ljPo&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/2Jp0b41ljPo?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>&#128279; <a href="https://ciroos.ai/">https://ciroos.ai/</a></p><h4>2. Logz.io Announces Observability Platform for AI Agents</h4><p>On June 5, Logz.io announced an observability platform designed for AI agents, not DevOps teams </p><p>&#128279; <a href="https://logz.io/news-posts/logzio-ai-agents-save-25000-hours-monthly/">Logz.io</a></p><h4>3. Postman Announces &#8220;Agent Mode&#8221; for APIs</h4><p>On June 4, Postman announced an &#8220;Agent Mode&#8221; that allows AI agents to design, build, and deploy APIs with minimal human input.</p><p>&#128279; <a href="http://postman.com/product/agent-mode/?utm_campaign=global_fy26q2_postcon25-key%5B%E2%80%A6%5Dum%3Dweb&amp;utm_content=day-2-keynote-blog&amp;utm_source">Postman.com</a></p><h4>4. <strong>AWS Launches &#8220;AWS Transform&#8221; Modernization Service</strong></h4><p>On May 28, AWS released <strong>AWS&#8239;Transform</strong>, which is a new modernization service powered by AI agents that automatically refactor infrastructure and application code, including legacy .NET, mainframe, and VMware workloads, using a natural language interface </p><p>&#128279; <a href="https://aws.amazon.com/transform/">aws.amazon.com/transform</a></p><h4>5. Perforce Commits to Building Agentic AI Fabric for DevOps Workflows</h4><p>On May 22,<strong> </strong>Perforce announced plans to embed an agentic AI framework called Perforce Intelligence across its entire DevOps toolset. The framework introduces AI agents into tools like Gliffy and Puppet Enterprise, enabling natural-language orchestration and automation of development, testing, and infrastructure tasks.</p><p>&#128279; <a href="https://www.perforce.com/node/3699">perforce.com</a></p><h3>AI-powered DevOps tool</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!x1Lq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6ebaf37-8fb7-4db6-9f53-7a2cbb67dfdf_1200x630.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!x1Lq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6ebaf37-8fb7-4db6-9f53-7a2cbb67dfdf_1200x630.png 424w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d6ebaf37-8fb7-4db6-9f53-7a2cbb67dfdf_1200x630.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:630,&quot;width&quot;:1200,&quot;resizeWidth&quot;:600,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;GitHub Copilot &#183; GitHub&quot;,&quot;title&quot;:&quot;GitHub Copilot &#183; GitHub&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="GitHub Copilot &#183; GitHub" title="GitHub Copilot &#183; GitHub" srcset="https://substackcdn.com/image/fetch/$s_!x1Lq!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd6ebaf37-8fb7-4db6-9f53-7a2cbb67dfdf_1200x630.png 424w, 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stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><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"><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"><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>Many think that GitHub Copilot is just for writing code, but that&#8217;s not true; you can write CI/CD configs, debug pipelines, and even suggest infrastructure code.</p><p>GitHub is also testing Agentic DevOps features, where Copilot can reason about PRs, explain failing builds, and optimize workflows.</p><p>&#9888;&#65039; Early <a href="https://youtu.be/LaAL6gl_Gkc?si=rFPJnGwwfTL8OC4e">reviews</a> suggest it still struggles with more complex or DevOps specific tasks and may need further refinement.</p><p>&#128279; <a href="https://github.com/features/copilot">github.com/features/copilot</a></p><h3>Learning Resources</h3><h3>GenAI for DevOps Free Bootcamp</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Mza5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Mza5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Mza5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Mza5!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Mza5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Mza5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg" width="800" height="533" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/dae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:533,&quot;width&quot;:800,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;No alternative text description for this image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="No alternative text description for this image" title="No alternative text description for this image" srcset="https://substackcdn.com/image/fetch/$s_!Mza5!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Mza5!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Mza5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Mza5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdae1af1f-ba0b-45b6-b704-f8b895d3f5b6_800x533.jpeg 1456w" sizes="100vw" loading="lazy"></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"><svg role="img" 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"><g><title></title><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"><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"><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>Created by <a href="https://www.linkedin.com/in/derekm1215/">Derek Morgan</a> in collaboration with <a href="https://www.linkedin.com/in/george-fahmy-b0978212a/">George Fahmy</a> from Stakpak, this free bootcamp from <a href="https://morethancertified.com/">MoreThanCertified</a> is your hands-on guide to applying GenAI in real DevOps workflows. You&#8217;ll learn be deploying a security-related application to AWS EKS, using Agentic AI to remediate vulnerabilities and help with the GitHub deployment process. Everything we build can be customized for use in real-world applications, including those of your own, your company's, or your client's. <br><br>This is not just a hobby app. Whether you're a platform engineer, SRE, or DevSecOps practitioner, this is one to watch.</p><p>&#128279; <a href="https://morethancertified.com/course/genai-for-devops">Join the Waitlist</a></p><h4>AI Assisted DevOps</h4><p><a href="https://www.linkedin.com/in/abhishek-veeramalla/?originalSubdomain=in">Abhishek Veeramalla</a> is an ex-Principal Software Engineer at Redhat created this cool <a href="https://youtube.com/playlist?list=PLdpzxOOAlwvJ_qWyuqhbHteY84O1qr72a&amp;si=U3tJy72MQmy_qHPY">playlist</a> about AI-Assisted DevOps, where he teaches you about real-world applications of AI in DevOps, from automated CI/CD pipelines to intelligent monitoring and infrastructure automation, and it&#8217;s full of hands-on examples.</p><div id="youtube2-7qN3f4lZ2xo" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;7qN3f4lZ2xo&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/7qN3f4lZ2xo?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts.</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><h3><strong>A quick favor (helps a lot):</strong></h3><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h3><strong>One Last Thing</strong></h3><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps, Any cool ai tools that you use, and we will feature it in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p><div class="poll-embed" data-attrs="{&quot;id&quot;:331788}" data-component-name="PollToDOM"></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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">Thanks for reading VibeOps! Subscribe for free to receive new posts and support my work.</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>]]></content:encoded></item><item><title><![CDATA[VibeOps: Is AI Getting Any Better At DevOps? - Issue 0 ]]></title><description><![CDATA[> _ -]]></description><link>https://vibeops.stakpak.dev/p/vibeops-is-ai-getting-any-better</link><guid isPermaLink="false">https://vibeops.stakpak.dev/p/vibeops-is-ai-getting-any-better</guid><pubDate>Fri, 13 Jun 2025 12:30:04 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!q4aV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42c82065-de85-4b79-bee7-029feac5cee3_1024x1412.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h3>Introduction</h3><p>We started this newsletter when we noticed that all the newsletters out there talk about AI for code, AI for design, and AI for product management, but almost no one was talking about AI for DevOps. They left DevOps engineers with a lot of toil...and work they think doesn't matter.</p><p>In this newsletter, we will take a look at how AI is getting better for DevOps.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!q4aV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42c82065-de85-4b79-bee7-029feac5cee3_1024x1412.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!q4aV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42c82065-de85-4b79-bee7-029feac5cee3_1024x1412.png 424w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/42c82065-de85-4b79-bee7-029feac5cee3_1024x1412.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1412,&quot;width&quot;:1024,&quot;resizeWidth&quot;:402,&quot;bytes&quot;:2001839,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://vibeops.substack.com/i/165703718?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42c82065-de85-4b79-bee7-029feac5cee3_1024x1412.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!q4aV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42c82065-de85-4b79-bee7-029feac5cee3_1024x1412.png 424w, https://substackcdn.com/image/fetch/$s_!q4aV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42c82065-de85-4b79-bee7-029feac5cee3_1024x1412.png 848w, https://substackcdn.com/image/fetch/$s_!q4aV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42c82065-de85-4b79-bee7-029feac5cee3_1024x1412.png 1272w, https://substackcdn.com/image/fetch/$s_!q4aV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42c82065-de85-4b79-bee7-029feac5cee3_1024x1412.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"><svg role="img" 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"><g><title></title><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"><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"><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><h3>Who is it for?</h3><p>VibeOps is a space for </p><ul><li><p>Software Developers</p></li><li><p>Platform Engineers</p></li><li><p>SREs</p></li><li><p>DevOps Engineers</p></li><li><p>Hackers</p></li></ul><h3><strong>&#128236; What to Expect from This Newsletter?</strong></h3><blockquote><p>Every couple weeks, we&#8217;ll drop:</p></blockquote><ul><li><p>News</p></li><li><p>New Tools</p></li><li><p>Free Learning Resources</p></li><li><p>Tip of the week</p></li><li><p>Use Cases</p></li></ul><blockquote><p>and more &#8230;</p></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://vibeops.stakpak.dev/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://vibeops.stakpak.dev/subscribe?"><span>Subscribe now</span></a></p><h3><strong>A quick favor (helps a lot):</strong></h3><blockquote><p>To make sure this doesn&#8217;t land in spam&#8230;</p><p><strong>Reply to this email</strong> and just say: &#8220;Got it&#8221; or &#8220;Let&#8217;s gooo&#8221; or drop your favorite emoji.</p><p>That tiny reply tells your inbox you <em>actually</em> want this &#8212; and it tells me you&#8217;re real. btw, we read every single message.</p></blockquote><h3><strong>&#128073;&#127995;One Last Thing</strong></h3><p>VibeOps is made by the community for the community, so reply to these emails with all your cool AI use cases for DevOps, Any cool AI tools that you use, and we will feature them in our next issue</p><p>Written with &#128154; (and a lot of synthetic caffeine) by the VibeOps team &#9749;&#129302;</p>]]></content:encoded></item></channel></rss>