{"id":6468,"date":"2026-04-30T16:40:31","date_gmt":"2026-04-30T14:40:31","guid":{"rendered":"https:\/\/tenesys.io\/?p=6468"},"modified":"2026-09-29T14:24:19","modified_gmt":"2026-09-29T12:24:19","slug":"ai-in-ci-cd-pipelines-how-to-boost-software-delivery-with-ai","status":"publish","type":"post","link":"https:\/\/tenesys.io\/en\/blog\/ai-in-ci-cd-pipelines-how-to-boost-software-delivery-with-ai\/","title":{"rendered":"AI in CI\/CD Pipelines: How to boost software delivery with the power of algorithms"},"content":{"rendered":"<style>.kb-row-layout-id6468_13885b-a5 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_13885b-a5 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_13885b-a5 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-xl, 4rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 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class=\"wp-block-kadence-column kadence-column6468_374506-70\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_ff9ed1-ce{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id6468_ff9ed1-ce > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_ff9ed1-ce > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_ff9ed1-ce > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id6468_ff9ed1-ce > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id6468_ff9ed1-ce > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_ff9ed1-ce{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id6468_ff9ed1-ce > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id6468_ff9ed1-ce alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column6468_12d70f-f5 > .kt-inside-inner-col{padding-top:0px;}.kadence-column6468_12d70f-f5 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column6468_12d70f-f5 > .kt-inside-inner-col,.kadence-column6468_12d70f-f5 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_12d70f-f5 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_12d70f-f5 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_12d70f-f5 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_12d70f-f5 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_12d70f-f5{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_12d70f-f5 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_12d70f-f5 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_12d70f-f5\"><div class=\"kt-inside-inner-col\">\n<p class=\"wp-block-paragraph\"><strong>The adoption of Generative AI continues at a rapid rate. 38 percent of businesses have already started using GenAI, while 42% of them are actively investigating the technology, according to&nbsp;<a href=\"https:\/\/static.tenesys.io\/wp-content\/uploads\/2024\/05\/2024-01-10-Data-Suggests-Growth-in-Enterprise-Adoption-of-AI-is-Due-to-Widespread-Deployment-by-Early-Adopters?utm_medium=OSocial&amp;utm_source=Linkedin&amp;utm_content=WTXWW&amp;utm_id=LI-AIAdoptionIndex-01-10-2024&amp;sf185480910=11\" target=\"_blank\" rel=\"noreferrer noopener\">IBM&#8217;s Global AI Adoption Index.&nbsp;<\/a><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>This trend suggests that we are embracing Gen AI much faster than&nbsp;<a href=\"https:\/\/static.tenesys.io\/wp-content\/uploads\/2024\/05\/generative-ai-adoption-climbed-faster-than-smartphones-tablets1\" target=\"_blank\" rel=\"noreferrer noopener\">smartphones<\/a>!&nbsp;<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Unsurprisingly, since Gen AI shot to fame, the world of DevOps has also seen concerted attempts to take advantage of algorithms.\u00a0<a href=\"https:\/\/tenesys.io\/en\/blog\/ai-in-devops-for-more-efficient-infrastructure-management-and-monitoring\/\" data-type=\"post\" data-id=\"4380\" target=\"_blank\" rel=\"noreferrer noopener\">In this post<\/a>, I discussed some of the most common trends.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The processes of continuous integration and development (CI\/CD) are at the heart of DevOps. By improving the <a href=\"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/\" data-type=\"post\" data-id=\"4351\">building, testing, and deployment of apps to production, CI\/CD pipelines streamline<\/a> software delivery and make it more reliable, repeatable, and auditable.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">And if a CI\/CD pipeline sounds like a perfect candidate for AI-driven optimisation, that&#8217;s because it is!&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That&#8217;s why I focus on AI in CI\/CD today and the opportunities this technology brings to DevOps. Read on to learn more.&nbsp;<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">CI\/CD is a must in today\u2019s business landscape<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Digital business is ruthless today. Users expect to get their needs served fast and without friction, so one glitch can cost a customer. This situation calls for impeccable software delivery and deployment processes.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CI\/CD helps organisations avoid code failures while maintaining a continuous cycle of development and updates.&nbsp; As apps grow larger, CI\/CD pipelines can decrease complexity, increase efficiency, and streamline workflows.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As CI\/CD automates the manual intervention necessary to get new code from a commit into production, downtime is minimised, and code releases happen faster. As a result, you can incorporate user feedback faster to satisfy your customers\u2019 needs quicker and positively impact your bottom line.&nbsp;<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column6468_9322ba-09 > .kt-inside-inner-col,.kadence-column6468_9322ba-09 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_9322ba-09 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_9322ba-09 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_9322ba-09 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_9322ba-09 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_9322ba-09{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_9322ba-09 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_9322ba-09 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_9322ba-09\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_744d5b-0f{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id6468_744d5b-0f > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_744d5b-0f > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_744d5b-0f > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id6468_744d5b-0f > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id6468_744d5b-0f > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_744d5b-0f{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id6468_744d5b-0f > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id6468_744d5b-0f alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column6468_27edb4-ae > .kt-inside-inner-col{padding-top:0px;}.kadence-column6468_27edb4-ae > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column6468_27edb4-ae > .kt-inside-inner-col,.kadence-column6468_27edb4-ae > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_27edb4-ae > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_27edb4-ae > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_27edb4-ae > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_27edb4-ae > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_27edb4-ae{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_27edb4-ae > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_27edb4-ae > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_27edb4-ae\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Why Gen AI and automation are a great fit for CI\/CD<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The repetitive character and critical role of <a href=\"https:\/\/tenesys.io\/en\/blog\/how-to-build-a-ci-cd-pipeline-a-step-by-step-guide-for-your-business\/\" data-type=\"post\" data-id=\"6550\">the CI\/CD pipeline in software delivery<\/a> naturally position it as an ideal candidate for AI and automation. But there are a few more reasons for this coupling.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Firstly, using your historical and current data, Gen AI can predict potential failures, offer deep insights into your performance, and help you make more informed decisions.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Thanks to AI-based solutions, you can pick the optimal combination of testing, integration, and deployment strategies to ensure your pipeline dynamically adapts to your evolving needs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Secondly, AI-based optimisation tools can spot and act on bottlenecks in your CI\/CD pipelines. Consider them another pair of eyes that eliminates any issues before they impact your software delivery and drives down the time and resources necessary for troubleshooting.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Fourthly, AI can enhance the consistency of your CI\/CD pipeline by automatically applying rules and standards quickly. There will be no more human error, delays, or discrepancies that could cost you business.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Finally, AI monitoring tools provide real-time insight into systems\u2019 performance, ensuring they remain optimally functional and efficient. The ongoing tracking and analysis make spotting and solving issues quicker and easier.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Let\u2019s discuss the CI\/CD process stages where Gen AI brings the most value and mention relevant tools.&nbsp;<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column6468_7ea2f5-8e > .kt-inside-inner-col,.kadence-column6468_7ea2f5-8e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_7ea2f5-8e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_7ea2f5-8e > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_7ea2f5-8e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_7ea2f5-8e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_7ea2f5-8e{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_7ea2f5-8e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_7ea2f5-8e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_7ea2f5-8e\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_284999-e0{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id6468_284999-e0 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_284999-e0 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_284999-e0 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id6468_284999-e0 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id6468_284999-e0 > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_284999-e0{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id6468_284999-e0 > .kt-row-column-wrap{max-width:100%;margin-left:auto;margin-right:auto;padding-right:0px;padding-left:0px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id6468_284999-e0{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id6468_284999-e0 alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-right:var(--global-kb-spacing-lg, 3rem);padding-bottom:var(--global-kb-spacing-lg, 3rem);padding-left:var(--global-kb-spacing-lg, 3rem);}.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col,.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col:before{border-top-left-radius:4px;border-top-right-radius:4px;border-bottom-right-radius:4px;border-bottom-left-radius:4px;}.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col{background-image:linear-gradient(180deg,var(--global-palette1) 0%,var(--global-palette1) 86%,var(--global-palette2) 86%);}.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_bb3ec1-96{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-lg, 3rem);padding-left:var(--global-kb-spacing-md, 2rem);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-bottom:var(--global-kb-spacing-lg, 3rem);flex-direction:column;justify-content:center;}.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col,.kadence-column6468_bb3ec1-96 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_bb3ec1-96 kb-section-dir-vertical tenesys-block-bg-blue-navy bg-not-equal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading6468_2e180f-88, .wp-block-kadence-advancedheading.kt-adv-heading6468_2e180f-88[data-kb-block=\"kb-adv-heading6468_2e180f-88\"]{display:block;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_2e180f-88 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_2e180f-88[data-kb-block=\"kb-adv-heading6468_2e180f-88\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_2e180f-88 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_2e180f-88[data-kb-block=\"kb-adv-heading6468_2e180f-88\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading6468_2e180f-88 eyebrow wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading6468_2e180f-88\">nasza us\u0142uga<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6468_ad79b5-3a, .wp-block-kadence-advancedheading.kt-adv-heading6468_ad79b5-3a[data-kb-block=\"kb-adv-heading6468_ad79b5-3a\"]{margin-top:0px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_ad79b5-3a mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_ad79b5-3a[data-kb-block=\"kb-adv-heading6468_ad79b5-3a\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_ad79b5-3a img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_ad79b5-3a[data-kb-block=\"kb-adv-heading6468_ad79b5-3a\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading6468_ad79b5-3a toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading6468_ad79b5-3a\">Wprowad\u017a swoje procesy wdro\u017ceniowe na wy\u017cszy poziom dzi\u0119ki AI i automatyzacji<\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6468_465cf1-38, .wp-block-kadence-advancedheading.kt-adv-heading6468_465cf1-38[data-kb-block=\"kb-adv-heading6468_465cf1-38\"]{display:block;margin-bottom:var(--global-kb-spacing-xl, 4rem);font-size:20px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_465cf1-38 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_465cf1-38[data-kb-block=\"kb-adv-heading6468_465cf1-38\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_465cf1-38 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_465cf1-38[data-kb-block=\"kb-adv-heading6468_465cf1-38\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading6468_465cf1-38 wp-block-kadence-advancedheading has-kb-palette-6-color has-text-color\" data-kb-block=\"kb-adv-heading6468_465cf1-38\">Projektujemy i optymalizujemy inteligentne potoki CI\/CD kt\u00f3re drastycznie skracaj\u0105 czas dostarczania oprogramowania na rynek. Wykorzystujemy najnowocze\u015bniejsze narz\u0119dzia do automatycznego testowania i budowania kodu eliminuj\u0105c b\u0142\u0119dy ludzkie oraz w\u0105skie gard\u0142a w cyklu produkcyjnym. Dzi\u0119ki naszemu wsparciu Tw\u00f3j zesp\u00f3\u0142 zyska stabilne i powtarzalne \u015brodowisko gotowe na bezpieczn\u0105 adopcj\u0119 rozwi\u0105za\u0144 opartych o sztuczn\u0105 inteligencj\u0119.<\/span>\n\n\n<style>.wp-block-kadence-advancedbtn.kb-btns6468_e7fe74-ab{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns6468_e7fe74-ab .kt-button{font-weight:normal;font-style:normal;}.kt-btns6468_e7fe74-ab .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns6468_e7fe74-ab .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns6468_e7fe74-ab .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns6468_e7fe74-ab .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns6468_e7fe74-ab .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns6468_e7fe74-ab .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns6468_e7fe74-ab .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns6468_e7fe74-ab\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn6468_19ecbe-b9.kb-button{width:initial;}<\/style><a class=\"kb-button kt-button button kb-btn6468_19ecbe-b9 kt-btn-size-standard kt-btn-width-type-auto kb-btn-global-inherit button-style-secondary kt-btn-has-text-true kt-btn-has-svg-false wp-block-button__link wp-block-kadence-singlebtn\" href=\"https:\/\/tenesys.io\/usluga\/automatyzacja-i-optymalizacja-procesow-ci-cd\/\"><span class=\"kt-btn-inner-text\">Automatyzacja i optymalizacja proces\u00f3w CI\/CD<\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column6468_164ecb-53 > .kt-inside-inner-col,.kadence-column6468_164ecb-53 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_164ecb-53 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_164ecb-53 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_164ecb-53 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_164ecb-53 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_164ecb-53{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_164ecb-53 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_164ecb-53 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_164ecb-53\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_1dd62e-30{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id6468_1dd62e-30 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_1dd62e-30 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_1dd62e-30 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id6468_1dd62e-30 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id6468_1dd62e-30 > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_1dd62e-30{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id6468_1dd62e-30 > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id6468_1dd62e-30 alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column6468_0021ad-3d > .kt-inside-inner-col{padding-top:0px;}.kadence-column6468_0021ad-3d > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column6468_0021ad-3d > .kt-inside-inner-col,.kadence-column6468_0021ad-3d > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_0021ad-3d > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_0021ad-3d > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_0021ad-3d > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_0021ad-3d > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_0021ad-3d{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_0021ad-3d > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_0021ad-3d > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_0021ad-3d\"><div class=\"kt-inside-inner-col\">\n<h3 class=\"wp-block-heading\">The four key areas of use of AI in CI\/CD<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">1. Security tests<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">An area where Gen AI tools have been in use for some time now is security testing of the code.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">There are many test types, from baselining known vulnerabilities to statically analysing the code for known bugs, such as database queries vulnerable to SQL injection attacks.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, these tests mostly use known patterns and usually can\u2019t find bugs in the application logic that a potential attacker could exploit.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is where Artificial Intelligence can analyse the code and find its weaknesses. One of the pioneers in this area is Snyk\u2019s tool,&nbsp;<a href=\"https:\/\/snyk.io\/platform\/deepcode-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">DeepCode AI<\/a>. You can integrate it into your application building and testing processes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Testing code quality<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Code quality testing is another area where AI can bring great value to CI\/CD pipelines.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Traditionally, testing code quality involves generating different metric types and examining parameters like code coverage by tests, the size of classes and functions, or cyclomatic complexity. These factors help assess how complicated your code is and how many test cases it requires to cover all the possible paths an app can take.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Unfortunately, even the best static code analysis tools don\u2019t tell you if your code\u2019s structure is optimal, logical, and understandable.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI can be of great assistance in this matter. There\u2019s already an entire tool category of AI coding assistants. Helping to create good code fast, they often come as plug-ins for popular IDE development environments like&nbsp;<a href=\"https:\/\/about.gitlab.com\/solutions\/code-suggestions\/\" target=\"_blank\" rel=\"noreferrer noopener\">GitLab Duo<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/github.com\/features\/copilot\" target=\"_blank\" rel=\"noreferrer noopener\">Github Copilot<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It\u2019s a matter of time before these tools can expand traditional code quality analysis processes provided by software like&nbsp;<a href=\"https:\/\/www.sonarsource.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sonar<\/a>&nbsp;with in-depth analysis powered by intelligent analysis algorithms.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Deploying code to production<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI can also revolutionise the process of deploying code to production.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example,&nbsp;<a href=\"https:\/\/www.harness.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">Harness<\/a>&nbsp;offers an exciting solution involving post-deployment analysis. Using Machine Learning, the tool analyses logs from systems like Sumo Logic and stats from New Relic to see how the app\u2019s performance changes after deploying a new build.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Anomaly detection algorithms can instantly determine if the number of bugs increases significantly and if the app\u2019s performance degrades noticeably.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Code build<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI can also be useful in the evaluation of code-building processes.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You can use it to analyse the history of builds and deployments to generate a report and spot places that need attention or improvement. If anomalies appear in the CI\/CD process, AI algorithms can help detect them and notify you before an incident snowballs into an emergency.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Another\u00a0<a href=\"https:\/\/grafana.com\/blog\/2023\/08\/28\/generative-ai-at-grafana-labs-whats-new-whats-next-and-our-vision-for-the-open-source-community\/\" target=\"_blank\" rel=\"noreferrer noopener\">promising\u00a0solution<\/a>\u00a0comes from Grafana Labs, the company behind the popular analysis and interactive data visualisation software called Grafana.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Based on LLM models, the tool can automatically generate incident reports and use monitoring data to prepare a post-event summary. Such tools can provide invaluable input for post-mortem analysis.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column6468_6efcc6-13 > .kt-inside-inner-col,.kadence-column6468_6efcc6-13 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_6efcc6-13 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_6efcc6-13 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_6efcc6-13 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_6efcc6-13 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_6efcc6-13{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_6efcc6-13 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_6efcc6-13 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_6efcc6-13\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_eab822-4f{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id6468_eab822-4f > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_eab822-4f > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_eab822-4f > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id6468_eab822-4f > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id6468_eab822-4f > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_eab822-4f{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id6468_eab822-4f > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id6468_eab822-4f alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column6468_39e674-6b > .kt-inside-inner-col{padding-top:0px;}.kadence-column6468_39e674-6b > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column6468_39e674-6b > .kt-inside-inner-col,.kadence-column6468_39e674-6b > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_39e674-6b > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_39e674-6b > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_39e674-6b > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_39e674-6b > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_39e674-6b{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_39e674-6b > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_39e674-6b > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_39e674-6b\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">AI in CI\/CD: potential challenges<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">While AI and automation undoubtedly benefit your team\u2019s CI\/CD processes, their implementation isn\u2019t free from potential impediments. Here are some of the most common challenges teams encounter:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Adopting AI in CI\/CD requires deep knowledge of this technology\u2019s strengths, weaknesses, and best practices. Your team needs to be trained on the proper use of AI-based tools for seamless integration and deployment.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It is also advisable to seek\u00a0<a href=\"https:\/\/tenesys.io\/en\/services\/ci-cd-pipelines-automation-and-optimization\/\" data-type=\"usluga\" data-id=\"5224\" target=\"_blank\" rel=\"noreferrer noopener\">professional CI\/CD consultation<\/a>\u00a0before upgrading your existing processes with AI-driven solutions.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Using AI tools requires financial investment. Businesses should evaluate the ROI before implementing AI to see if the benefits outweigh setup and maintenance costs.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Integrating AI into existing CI\/CD pipelines may be difficult, particularly when ensuring the tools operate seamlessly and don\u2019t interfere with ongoing processes.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The privacy and security of the data used for training AI models are also important concerns. AI tools rely on analysing large data volumes, which may include sensitive information.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That\u2019s why businesses must rule out the possibility of breaching their data privacy and security compliance regulations by implementing AI-powered CI\/CD solutions.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If in doubt, don\u2019t hesitate to seek a professional\u00a0<a href=\"https:\/\/tenesys.io\/en\/services\/devsecops\/\" data-type=\"usluga\" data-id=\"5093\" target=\"_blank\" rel=\"noreferrer noopener\">DevOps consultation<\/a>. It\u2019s always better to be safe than sorry or splash the cash on a solution that\u2019s not compliant with your industry\u2019s requirements and regulations.\u00a0<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column6468_87542f-85 > .kt-inside-inner-col,.kadence-column6468_87542f-85 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_87542f-85 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_87542f-85 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_87542f-85 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_87542f-85 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_87542f-85{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_87542f-85 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_87542f-85 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_87542f-85\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_ddd3b7-21{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id6468_ddd3b7-21 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_ddd3b7-21 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_ddd3b7-21 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id6468_ddd3b7-21 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id6468_ddd3b7-21 > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_ddd3b7-21{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id6468_ddd3b7-21 > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id6468_ddd3b7-21 alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column6468_6803b5-59 > .kt-inside-inner-col{padding-top:0px;}.kadence-column6468_6803b5-59 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column6468_6803b5-59 > .kt-inside-inner-col,.kadence-column6468_6803b5-59 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_6803b5-59 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_6803b5-59 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_6803b5-59 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_6803b5-59 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_6803b5-59{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_6803b5-59 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_6803b5-59 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_6803b5-59\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">The road ahead of AI in CI\/CD optimisation<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">It\u2019s still early days when it comes to deploying AI models in production, but it will undoubtedly significantly impact software development.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The range of tools deploying Gen AI in CI\/CD is growing continuously, and the pace at which teams create and release software is already increasing. It\u2019s a matter of time before the manual tasks slowing down the rate of building apps get eliminated.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The future of AI in CI\/CD pipeline optimisation promises even more efficiency and reliability, thanks to the analysis of data from the development lifecycle. Predictive analytics will become even more precise in anticipating issues before they occur and suggesting proactive solutions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI has the power to allow CI\/CD pipelines to adapt dynamically to changing requirements across different environments, boosting productivity and software quality.&nbsp;<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column6468_8c8059-53 > .kt-inside-inner-col,.kadence-column6468_8c8059-53 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_8c8059-53 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_8c8059-53 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_8c8059-53 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_8c8059-53 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_8c8059-53{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_8c8059-53 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_8c8059-53 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_8c8059-53\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id6468_8300c7-ea > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_8300c7-ea > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_8300c7-ea > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:78%;margin-left:auto;margin-right:auto;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id6468_8300c7-ea > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id6468_8300c7-ea > .kt-row-column-wrap{max-width:90%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id6468_8300c7-ea > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id6468_8300c7-ea alignnone has-theme-palette1-background-color kt-row-has-bg wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column6468_b843f8-74 > .kt-inside-inner-col{padding-top:40px;padding-bottom:190px;}.kadence-column6468_b843f8-74 > .kt-inside-inner-col,.kadence-column6468_b843f8-74 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_b843f8-74 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_b843f8-74 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_b843f8-74 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_b843f8-74 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_b843f8-74{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_b843f8-74 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_b843f8-74 > .kt-inside-inner-col{padding-top:20px;padding-bottom:180px;flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_b843f8-74\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8, .wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8[data-kb-block=\"kb-adv-heading6468_640282-e8\"]{margin-top:var(--global-kb-spacing-xxs, 0.5rem);font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8[data-kb-block=\"kb-adv-heading6468_640282-e8\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8[data-kb-block=\"kb-adv-heading6468_640282-e8\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8, .wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8[data-kb-block=\"kb-adv-heading6468_640282-e8\"]{font-size:36px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8, .wp-block-kadence-advancedheading.kt-adv-heading6468_640282-e8[data-kb-block=\"kb-adv-heading6468_640282-e8\"]{font-size:32px;}}<\/style>\n<p class=\"kt-adv-heading6468_640282-e8 toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading6468_640282-e8\"><em>DevOps teams must evaluate how Gen AI can impact not only their tasks but also their entire software development lifecycle.<\/em><\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c, .wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c[data-kb-block=\"kb-adv-heading6468_36c86e-6c\"]{margin-top:var(--global-kb-spacing-xxs, 0.5rem);font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c[data-kb-block=\"kb-adv-heading6468_36c86e-6c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c[data-kb-block=\"kb-adv-heading6468_36c86e-6c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c, .wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c[data-kb-block=\"kb-adv-heading6468_36c86e-6c\"]{font-size:36px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c, .wp-block-kadence-advancedheading.kt-adv-heading6468_36c86e-6c[data-kb-block=\"kb-adv-heading6468_36c86e-6c\"]{font-size:32px;}}<\/style>\n<p class=\"kt-adv-heading6468_36c86e-6c toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading6468_36c86e-6c\"><em>Ultimately, each organisation needs to decide how to best achieve its goals with AI use cases. The longer it takes your team to adjust, the harder it will be to overcome the challenges of <a href=\"https:\/\/tenesys.io\/en\/services\/ci-cd-pipelines-automation-and-optimization\/\" data-type=\"usluga\" data-id=\"5224\" style=\"color: #fff\">deploying AI-powered automation in CI\/CD pipelines<\/a>.<\/em><\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db, .wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db[data-kb-block=\"kb-adv-heading6468_b6aea3-db\"]{margin-top:var(--global-kb-spacing-xxs, 0.5rem);font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db[data-kb-block=\"kb-adv-heading6468_b6aea3-db\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db[data-kb-block=\"kb-adv-heading6468_b6aea3-db\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db, .wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db[data-kb-block=\"kb-adv-heading6468_b6aea3-db\"]{font-size:36px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db, .wp-block-kadence-advancedheading.kt-adv-heading6468_b6aea3-db[data-kb-block=\"kb-adv-heading6468_b6aea3-db\"]{font-size:32px;}}<\/style>\n<p class=\"kt-adv-heading6468_b6aea3-db toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading6468_b6aea3-db\"><em>Change is inevitable, so don\u2019t postpone it at your business. Get in touch, and let\u2019s find out how AI-driven solutions can enhance and make the CI\/CD pipeline future-proof.<\/em><\/p>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_4f0ca7-a1{margin-bottom:var(--global-kb-spacing-xl, 4rem);}.kb-row-layout-id6468_4f0ca7-a1 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_4f0ca7-a1 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_4f0ca7-a1 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-none, 0rem );row-gap:var(--global-kb-gap-none, 0rem );max-width:670px;margin-left:auto;margin-right:auto;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id6468_4f0ca7-a1 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id6468_4f0ca7-a1 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id6468_4f0ca7-a1 > .kt-row-column-wrap{padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id6468_4f0ca7-a1 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kt-inner-column-height-full\">\n<style>.kadence-column6468_d48e29-26 > .kt-inside-inner-col,.kadence-column6468_d48e29-26 > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:8px;}.kadence-column6468_d48e29-26 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_d48e29-26 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_d48e29-26 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_d48e29-26 > .kt-inside-inner-col{background-image:url('https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/TENESYS-1-JPEGmini-2600px-scaled.jpg');background-size:cover;background-position:center center;background-attachment:scroll;background-repeat:no-repeat;}.kadence-column6468_d48e29-26 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_d48e29-26{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_d48e29-26 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_d48e29-26 > .kt-inside-inner-col,.kadence-column6468_d48e29-26 > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_d48e29-26 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_d48e29-26\"><div class=\"kt-inside-inner-col\"><style>.kadence-column6468_65cccf-59 > .kt-inside-inner-col,.kadence-column6468_65cccf-59 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_65cccf-59 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_65cccf-59 > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_65cccf-59 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_65cccf-59 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_65cccf-59{position:relative;}@media all and (max-width: 1024px){.kadence-column6468_65cccf-59 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_65cccf-59 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_65cccf-59 kvs-lg-false kvs-md-false\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{display:flex;}.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column6468_90f68d-b3 > .kt-inside-inner-col,.kadence-column6468_90f68d-b3 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:0px;}.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}.kadence-column6468_90f68d-b3 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column6468_90f68d-b3{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column6468_90f68d-b3{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{background-color:var(--global-palette3, #1A202C);}.kadence-column6468_90f68d-b3 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_90f68d-b3{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column6468_90f68d-b3{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column6468_90f68d-b3{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}}@media all and (max-width: 1024px){.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}}@media all and (max-width: 767px){.kadence-column6468_90f68d-b3 > .kt-inside-inner-col,.kadence-column6468_90f68d-b3 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kt-row-column-wrap > .kadence-column6468_90f68d-b3{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column6468_90f68d-b3{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}.kadence-column6468_90f68d-b3 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_90f68d-b3\"><div class=\"kt-inside-inner-col\"><style>.kadence-column6468_d70181-9e > .kt-inside-inner-col,.kadence-column6468_d70181-9e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column6468_d70181-9e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column6468_d70181-9e > .kt-inside-inner-col{flex-direction:column;}.kadence-column6468_d70181-9e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column6468_d70181-9e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column6468_d70181-9e{position:relative;}.kadence-column6468_d70181-9e, .kt-inside-inner-col > .kadence-column6468_d70181-9e:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column6468_d70181-9e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column6468_d70181-9e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column6468_d70181-9e\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading6468_9ee23f-fb, .wp-block-kadence-advancedheading.kt-adv-heading6468_9ee23f-fb[data-kb-block=\"kb-adv-heading6468_9ee23f-fb\"]{margin-bottom:var(--global-kb-spacing-md, 2rem);font-size:12px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_9ee23f-fb mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_9ee23f-fb[data-kb-block=\"kb-adv-heading6468_9ee23f-fb\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_9ee23f-fb img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_9ee23f-fb[data-kb-block=\"kb-adv-heading6468_9ee23f-fb\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading6468_9ee23f-fb eyebrow toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading6468_9ee23f-fb\">\u0141ukasz Ratajczyk<\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc, .wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc[data-kb-block=\"kb-adv-heading6468_42332b-fc\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);font-size:24px;font-weight:300;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc[data-kb-block=\"kb-adv-heading6468_42332b-fc\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc[data-kb-block=\"kb-adv-heading6468_42332b-fc\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc, .wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc[data-kb-block=\"kb-adv-heading6468_42332b-fc\"]{font-size:23px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc, .wp-block-kadence-advancedheading.kt-adv-heading6468_42332b-fc[data-kb-block=\"kb-adv-heading6468_42332b-fc\"]{font-size:22px;}}<\/style>\n<h3 class=\"kt-adv-heading6468_42332b-fc toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading6468_42332b-fc\">\u0141ukasz Ratajczyk<\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa, .wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa[data-kb-block=\"kb-adv-heading6468_085ee9-fa\"]{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);font-size:24px;font-weight:300;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa[data-kb-block=\"kb-adv-heading6468_085ee9-fa\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa[data-kb-block=\"kb-adv-heading6468_085ee9-fa\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa, .wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa[data-kb-block=\"kb-adv-heading6468_085ee9-fa\"]{font-size:23px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa, .wp-block-kadence-advancedheading.kt-adv-heading6468_085ee9-fa[data-kb-block=\"kb-adv-heading6468_085ee9-fa\"]{font-size:22px;}}<\/style>\n<h3 class=\"kt-adv-heading6468_085ee9-fa toc-ignore wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading6468_085ee9-fa\">CTO<\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6468_545b9b-78, .wp-block-kadence-advancedheading.kt-adv-heading6468_545b9b-78[data-kb-block=\"kb-adv-heading6468_545b9b-78\"]{font-size:14px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_545b9b-78 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_545b9b-78[data-kb-block=\"kb-adv-heading6468_545b9b-78\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_545b9b-78 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_545b9b-78[data-kb-block=\"kb-adv-heading6468_545b9b-78\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading6468_545b9b-78 wp-block-kadence-advancedheading has-kb-palette-10-color has-text-color\" data-kb-block=\"kb-adv-heading6468_545b9b-78\">CTO z 12-letnim do\u015bwiadczeniem w r\u00f3\u017cnych bran\u017cach. Specjalizuje si\u0119 w optymalizacji \u015brodowisk chmurowych i modernizacji infrastruktury. Certyfikowany architekt chmury, w Tenesys kieruje zespo\u0142em do\u015bwiadczonych in\u017cynier\u00f3w DevOps. Prywatnie podr\u00f3\u017cnik i rowerzysta g\u00f3rski.<\/p>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e, .wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e[data-kb-block=\"kb-adv-heading6468_7fccc0-4e\"]{font-size:12px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e[data-kb-block=\"kb-adv-heading6468_7fccc0-4e\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e[data-kb-block=\"kb-adv-heading6468_7fccc0-4e\"] img.kb-inline-image{width:150px;vertical-align:baseline;}.wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e[data-kb-block=\"kb-adv-heading6468_7fccc0-4e\"] a, .kt-adv-heading-link6468_7fccc0-4e, .kt-adv-heading-link6468_7fccc0-4e .kt-adv-heading6468_7fccc0-4e[data-kb-block=\"kb-adv-heading6468_7fccc0-4e\"]{color:var(--global-palette7, #EDF2F7);}.wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e[data-kb-block=\"kb-adv-heading6468_7fccc0-4e\"] a:hover, .kt-adv-heading-link6468_7fccc0-4e:hover, .kt-adv-heading-link6468_7fccc0-4e:hover .kt-adv-heading6468_7fccc0-4e[data-kb-block=\"kb-adv-heading6468_7fccc0-4e\"]{color:var(--global-palette7, #EDF2F7);}.wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e[data-kb-block=\"kb-adv-heading6468_7fccc0-4e\"] a, a.kb-advanced-heading-link.kt-adv-heading-link6468_7fccc0-4e{text-decoration:underline;}.wp-block-kadence-advancedheading.kt-adv-heading6468_7fccc0-4e[data-kb-block=\"kb-adv-heading6468_7fccc0-4e\"] a:hover, a.kb-advanced-heading-link.kt-adv-heading-link6468_7fccc0-4e:hover{text-decoration:underline;}<\/style>\n<a href=\"https:\/\/www.linkedin.com\/in\/lukaszratajczyk\/\" class=\"kb-advanced-heading-link kt-adv-heading-link6468_7fccc0-4e hls-underline\" target=\"_blank\" rel=\"noopener noreferrer\"><p class=\"kt-adv-heading6468_7fccc0-4e wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading6468_7fccc0-4e\">Linkedin<\/p><\/a>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id6468_b08939-66{margin-bottom:var(--global-kb-spacing-lg, 3rem);}.kb-row-layout-id6468_b08939-66 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id6468_b08939-66 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id6468_b08939-66 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( 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kt-blocks-post-loop-block alignnone kt-post-loop6468_3c037f-6a kt-post-grid-layout-carousel kadence-splide-wrap \"><div class=\"kt-post-grid-layout-carousel-wrap splide kt-carousel-arrowstyle-none kt-carousel-dotstyle-none kb-slider-group-arrow kb-slider-arrow-position-center\" data-columns-xxl=\"3\" data-columns-xl=\"3\" data-columns-md=\"3\" data-columns-sm=\"2\" data-columns-xs=\"1\" data-columns-ss=\"1\" data-slider-anim-speed=\"400\" data-slider-scroll=\"1\" data-slider-dots=\"false\" data-slider-arrows=\"false\" data-slider-hover-pause=\"false\" data-slider-auto=\"false\"  data-slider-auto-scroll=\"false\" data-slider-speed=\"7000\" data-slider-gap=\"80\" data-slider-gap-tablet=\"80\" data-slider-gap-mobile=\"80\" data-slider-gap-unit=\"px\" data-show-pause-button=\"false\" data-item-selector=\".kt-post-masonry-item\" aria-label=\"Post Carousel\"><div class=\"kadence-splide-slider-init splide__track\"><ul class=\"kadence-splide-slider-wrap kt-post-grid-wrap\" data-columns-xxl=\"3\" data-columns-xl=\"3\" data-columns-md=\"3\" data-columns-sm=\"2\" data-columns-xs=\"1\" data-columns-ss=\"1\"><li class=\"kt-post-slider-item post-7812 post type-post status-publish format-standard has-post-thumbnail hentry category-financial-sector category-knowledge-base category-manufacturing-industrial category-transport-logistics\"><article class=\"kt-blocks-post-grid-item\"><div class=\"kt-blocks-post-grid-item-inner-wrap kt-feat-image-align-top kt-feat-image-mobile-align-top kb-post-footer-bottom-align\"><div class=\"kadence-post-image\"><div class=\"kadence-post-image-intrisic kt-image-ratio-100\" style=\"padding-bottom:100%;\"><div class=\"kadence-post-image-inner-intrisic\"><a aria-hidden=\"true\" tabindex=\"-1\" role=\"presentation\" href=\"https:\/\/tenesys.io\/en\/blog\/ksc-2026-2028-who-does-the-act-apply-to-what-needs-to-be-implemented-and-by-when\/\" aria-label=\"KSC 2026\u20132028 \u2013 who does the Act apply to, what needs to be implemented, and by when?\" class=\"kadence-post-image-inner-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-1024x1024.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-1024x1024.png 1024w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-300x300.png 300w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-150x150.png 150w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-768x768.png 768w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/div><\/div><\/div><div class=\"kt-blocks-post-grid-item-inner\"><header><h3 class=\"entry-title\"><a href=\"https:\/\/tenesys.io\/en\/blog\/ksc-2026-2028-who-does-the-act-apply-to-what-needs-to-be-implemented-and-by-when\/\">KSC 2026\u20132028 \u2013 who does the Act apply to, what needs to be implemented, and by when?<\/a><\/h3><div class=\"kt-blocks-post-top-meta\"><\/div><\/header><div class=\"entry-content\">The amendment to the Act on the National Cybersecurity System, which implements the NIS2 Directive, has been in force since 3 April 2026. For many companies and institutions, this means new obligations related to cybersecurity, incident reporting, audits, and management accountability. Before an organization starts planning KSC implementation, it should determine two things: whether it&#8230;<\/div><footer class=\"kt-blocks-post-footer\"><div class=\"kt-blocks-post-footer-left\"><div class=\"kt-blocks-date kt-blocks-post-footer-section\"><time dateTime=\"07 October 2026\" class=\"kt-blocks-post-date\">07 October 2026<\/time><\/div><div class=\"kt-blocks-categories kt-blocks-post-footer-section\"><span class=\"kt-blocks-tags-icon\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"kt-blocks-cat-svg\" fill=\"currentColor\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><title>Categories<\/title>\n\t\t\t<path d=\"M0 10h32l-2 20h-28l-2-20zM29 6l1 2h-28l2-4h11l1 2h13z\"><\/path><\/svg><\/span><a href=\"https:\/\/tenesys.io\/en\/blog\/category\/financial-sector\/\" rel=\"category tag\">Financial Sector<\/a>, <a href=\"https:\/\/tenesys.io\/en\/blog\/category\/knowledge-base\/\" rel=\"category tag\">Knowledge Base<\/a>, <a href=\"https:\/\/tenesys.io\/en\/blog\/category\/manufacturing-industrial\/\" rel=\"category tag\">Manufacturing &amp; Industrial<\/a>, <a href=\"https:\/\/tenesys.io\/en\/blog\/category\/transport-logistics\/\" rel=\"category tag\">Transport &amp; Logistics<\/a><\/div><\/div><div class=\"kt-blocks-post-footer-right\"><\/div><\/footer><\/div><\/div><\/article><\/li><li class=\"kt-post-slider-item post-7817 post type-post status-publish format-standard has-post-thumbnail hentry category-knowledge-base category-manufacturing-industrial category-saas-isv category-transport-logistics\"><article class=\"kt-blocks-post-grid-item\"><div class=\"kt-blocks-post-grid-item-inner-wrap kt-feat-image-align-top kt-feat-image-mobile-align-top kb-post-footer-bottom-align\"><div class=\"kadence-post-image\"><div class=\"kadence-post-image-intrisic kt-image-ratio-100\" style=\"padding-bottom:100%;\"><div class=\"kadence-post-image-inner-intrisic\"><a aria-hidden=\"true\" tabindex=\"-1\" role=\"presentation\" href=\"https:\/\/tenesys.io\/en\/blog\/ksc-register-entry-by-october-3-2026-who-does-it-apply-to-and-how-should-you-prepare\/\" aria-label=\"KSC Register Entry by October 3, 2026. Who Does It Apply To and How Should You Prepare?\" class=\"kadence-post-image-inner-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-1024x1024.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-1024x1024.png 1024w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-300x300.png 300w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-150x150.png 150w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-768x768.png 768w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/div><\/div><\/div><div class=\"kt-blocks-post-grid-item-inner\"><header><h3 class=\"entry-title\"><a href=\"https:\/\/tenesys.io\/en\/blog\/ksc-register-entry-by-october-3-2026-who-does-it-apply-to-and-how-should-you-prepare\/\">KSC Register Entry by October 3, 2026. Who Does It Apply To and How Should You Prepare?<\/a><\/h3><div class=\"kt-blocks-post-top-meta\"><\/div><\/header><div class=\"entry-content\">If an organization meets the criteria for an essential or important entity under the KSC Act, it is responsible for determining its status and registering in the KSC Register. For entities that met the statutory criteria on the date the new regulations came into force, the deadline for submitting an application is October 3, 2026&#8230;.<\/div><footer class=\"kt-blocks-post-footer\"><div class=\"kt-blocks-post-footer-left\"><div class=\"kt-blocks-date kt-blocks-post-footer-section\"><time dateTime=\"01 October 2026\" class=\"kt-blocks-post-date\">01 October 2026<\/time><\/div><div class=\"kt-blocks-categories kt-blocks-post-footer-section\"><span class=\"kt-blocks-tags-icon\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"kt-blocks-cat-svg\" fill=\"currentColor\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><title>Categories<\/title>\n\t\t\t<path d=\"M0 10h32l-2 20h-28l-2-20zM29 6l1 2h-28l2-4h11l1 2h13z\"><\/path><\/svg><\/span><a href=\"https:\/\/tenesys.io\/en\/blog\/category\/knowledge-base\/\" rel=\"category tag\">Knowledge Base<\/a>, <a href=\"https:\/\/tenesys.io\/en\/blog\/category\/manufacturing-industrial\/\" rel=\"category tag\">Manufacturing &amp; Industrial<\/a>, <a href=\"https:\/\/tenesys.io\/en\/blog\/category\/saas-isv\/\" rel=\"category tag\">SaaS &amp; ISV<\/a>, <a href=\"https:\/\/tenesys.io\/en\/blog\/category\/transport-logistics\/\" rel=\"category tag\">Transport &amp; Logistics<\/a><\/div><\/div><div class=\"kt-blocks-post-footer-right\"><\/div><\/footer><\/div><\/div><\/article><\/li><li class=\"kt-post-slider-item post-7747 post type-post status-publish format-standard has-post-thumbnail hentry category-financial-sector\"><article class=\"kt-blocks-post-grid-item\"><div class=\"kt-blocks-post-grid-item-inner-wrap kt-feat-image-align-top kt-feat-image-mobile-align-top kb-post-footer-bottom-align\"><div class=\"kadence-post-image\"><div class=\"kadence-post-image-intrisic kt-image-ratio-100\" style=\"padding-bottom:100%;\"><div class=\"kadence-post-image-inner-intrisic\"><a aria-hidden=\"true\" tabindex=\"-1\" role=\"presentation\" href=\"https:\/\/tenesys.io\/en\/blog\/managing-cloud-saas-risk-for-small-fintechs-a-dora-survival-guide\/\" aria-label=\"Managing Cloud &amp; SaaS Risk for Small FinTechs: A DORA Survival Guide\" class=\"kadence-post-image-inner-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/09\/managing-cloud-and-saas-risk-for-small-fintechs-a-dora-survival-guide-1024x1024.png\" class=\"attachment-large size-large wp-post-image\" alt=\"Managing Cloud &amp; SaaS Risk for Small FinTechs: A DORA Survival Guide\" srcset=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/09\/managing-cloud-and-saas-risk-for-small-fintechs-a-dora-survival-guide-1024x1024.png 1024w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/09\/managing-cloud-and-saas-risk-for-small-fintechs-a-dora-survival-guide-300x300.png 300w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/09\/managing-cloud-and-saas-risk-for-small-fintechs-a-dora-survival-guide-150x150.png 150w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/09\/managing-cloud-and-saas-risk-for-small-fintechs-a-dora-survival-guide-768x768.png 768w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/09\/managing-cloud-and-saas-risk-for-small-fintechs-a-dora-survival-guide.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/div><\/div><\/div><div class=\"kt-blocks-post-grid-item-inner\"><header><h3 class=\"entry-title\"><a href=\"https:\/\/tenesys.io\/en\/blog\/managing-cloud-saas-risk-for-small-fintechs-a-dora-survival-guide\/\">Managing Cloud &amp; SaaS Risk for Small FinTechs: A DORA Survival Guide<\/a><\/h3><div class=\"kt-blocks-post-top-meta\"><\/div><\/header><div class=\"entry-content\">Imagine a regulatory auditor walking into your office tomorrow. They do not just ask to see your signed vendor contracts. Instead, they demand real proof of how you monitor the security of every single SaaS platform your team uses daily. For small FinTechs, this scenario triggers immediate panic. The legal officer is drowning in technical&#8230;<\/div><footer class=\"kt-blocks-post-footer\"><div class=\"kt-blocks-post-footer-left\"><div class=\"kt-blocks-date kt-blocks-post-footer-section\"><time dateTime=\"23 September 2026\" class=\"kt-blocks-post-date\">23 September 2026<\/time><\/div><div class=\"kt-blocks-categories kt-blocks-post-footer-section\"><span class=\"kt-blocks-tags-icon\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"kt-blocks-cat-svg\" fill=\"currentColor\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><title>Categories<\/title>\n\t\t\t<path d=\"M0 10h32l-2 20h-28l-2-20zM29 6l1 2h-28l2-4h11l1 2h13z\"><\/path><\/svg><\/span><a href=\"https:\/\/tenesys.io\/en\/blog\/category\/financial-sector\/\" rel=\"category tag\">Financial Sector<\/a><\/div><\/div><div class=\"kt-blocks-post-footer-right\"><\/div><\/footer><\/div><\/div><\/article><\/li><\/ul><\/div><\/div><\/div><!-- .wp-block-kadence-postgrid --><\/div><\/div>\n\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>The adoption of Generative AI continues at a rapid rate. 38 percent of businesses have already started using GenAI, while 42% of them are actively investigating the technology, according to&nbsp;IBM&#8217;s Global AI Adoption Index.&nbsp; This trend suggests that we are embracing Gen AI much faster than&nbsp;smartphones!&nbsp; Unsurprisingly, since Gen AI shot to fame, the world&#8230;<\/p>\n","protected":false},"author":8,"featured_media":6198,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[108],"tags":[],"kategoria-uslugi-artykul":[],"class_list":["post-6468","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-saas-isv"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI in CI\/CD Pipelines: How to boost software delivery - Tenesys<\/title>\n<meta name=\"description\" content=\"Continuous integration and development are central to DevOps. 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