[{"data":1,"prerenderedAt":857},["ShallowReactive",2],{"/blog/categories/ai/page/21":3,"navigation-en-us":21,"banner-en-us":453,"footer-en-us":463,"ai-category-page-total-items-en-us":724,"ai-category-page-featured-en-us":725,"ai-category-page-21-en-us":843},{"id":4,"title":5,"body":6,"category":6,"config":7,"content":11,"description":6,"extension":13,"meta":14,"navigation":15,"path":16,"seo":17,"slug":6,"stem":19,"testContent":6,"type":6,"__hash__":20},"blogCategories/en-us/blog/categories/ai.yml","Ai",null,{"template":8,"slug":9,"hide":10},"BlogCategory","ai",false,{"name":12},"AI","yml",{},true,"/en-us/blog/categories/ai",{"title":12,"description":18},"Browse articles related to AI on the GitLab Blog","en-us/blog/categories/ai","_mFb27wDITdukqW8E71tDTq_ZG9tW2x2RtwML1HudjI",{"logo":22,"freeTrial":27,"sales":32,"login":37,"items":42,"search":373,"minimal":404,"duo":423,"switchNav":432,"pricingDeployment":443},{"config":23},{"href":24,"dataGaName":25,"dataGaLocation":26},"/","gitlab logo","header",{"text":28,"config":29},"Get free trial",{"href":30,"dataGaName":31,"dataGaLocation":26},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&glm_content=default-saas-trial/","free trial",{"text":33,"config":34},"Request a demo",{"href":35,"dataGaName":36,"dataGaLocation":26},"/request-a-demo/","sales",{"text":38,"config":39},"Sign in",{"href":40,"dataGaName":41,"dataGaLocation":26},"https://gitlab.com/users/sign_in/","sign in",[43,129,217,222,297,351],{"text":44,"left":15,"config":45,"menu":47},"Platform",{"dataNavLevelOne":46},"platform",{"type":48,"link":49,"columns":53,"feature":118},"lists",{"text":50,"config":51},"Explore the Platform",{"href":52,"dataGaName":46,"dataGaLocation":26},"/platform/",[54,77,100],{"title":55,"items":56},"Execution & Workflows",[57,62,67,72],{"text":58,"config":59},"CI/CD",{"href":60,"dataGaLocation":26,"dataGaName":61},"/solutions/continuous-integration/","ci/cd",{"text":63,"config":64},"Source Code Management",{"href":65,"dataGaLocation":26,"dataGaName":66},"/solutions/source-code-management/","source code management",{"text":68,"config":69},"Agile Delivery",{"href":70,"dataGaLocation":26,"dataGaName":71},"/solutions/agile-delivery/","agile delivery",{"text":73,"config":74},"Artifact Management",{"href":75,"dataGaLocation":26,"dataGaName":76},"/artifact-central/","artifact management",{"title":78,"items":79},"Security & Governance",[80,85,90,95],{"text":81,"config":82},"Application Security Testing",{"href":83,"dataGaLocation":26,"dataGaName":84},"/solutions/application-security-testing/","application security testing",{"text":86,"config":87},"Governance & Compliance",{"href":88,"dataGaLocation":26,"dataGaName":89},"/solutions/software-compliance/","governance and compliance",{"text":91,"config":92},"Secrets Management",{"href":93,"dataGaLocation":26,"dataGaName":94},"/gitlab-secrets-manager/","secrets management",{"text":96,"config":97},"Supply Chain Security",{"href":98,"dataGaLocation":26,"dataGaName":99},"/solutions/supply-chain/","supply chain security",{"title":101,"items":102},"Context & AI",[103,108,113],{"text":104,"config":105},"Agentic Orchestration",{"href":106,"dataGaLocation":26,"dataGaName":107},"/gitlab-duo-agent-platform/","agentic orchestration",{"text":109,"config":110},"Context Graph",{"href":111,"dataGaLocation":26,"dataGaName":112},"/gitlab-orbit/","context graph",{"text":114,"config":115},"Visibility & Measurement",{"href":116,"dataGaLocation":26,"dataGaName":117},"/solutions/visibility-measurement/","visibility and measurement",{"config":119,"title":122,"text":123,"link":124},{"background":120,"textColor":121},"url('https://res.cloudinary.com/about-gitlab-com/image/upload/v1790185102/o7dn32anqcb6z8dgd3as.jpg')","#000","Why GitLab","One platform for speed with control across your software lifecycle.",{"text":125,"config":126},"Learn more",{"href":127,"dataGaName":128,"dataGaLocation":26},"/why-gitlab/","why gitlab",{"text":130,"left":15,"config":131,"menu":133},"Solutions",{"dataNavLevelOne":132},"solutions",{"type":48,"link":134,"columns":138,"feature":208},{"text":135,"config":136},"View all Solutions",{"href":137,"dataGaName":132,"dataGaLocation":26},"/solutions/",[139,157,175],{"title":140,"items":141},"Outcomes",[142,147,152],{"text":143,"config":144},"DevOps Modernization",{"href":145,"dataGaLocation":26,"dataGaName":146},"/assessments/devops-modernization-assessment/","devops modernization",{"text":148,"config":149},"Security Modernization",{"href":150,"dataGaLocation":26,"dataGaName":151},"/assessments/security-modernization-assessment/","security modernization",{"text":153,"config":154},"AI Modernization",{"href":155,"dataGaLocation":26,"dataGaName":156},"/assessments/ai-modernization-assessment/","ai modernization",{"title":158,"items":159},"By size",[160,165,170],{"text":161,"config":162},"Enterprise",{"href":163,"dataGaLocation":26,"dataGaName":164},"/enterprise/","enterprise",{"text":166,"config":167},"Small Business",{"href":168,"dataGaLocation":26,"dataGaName":169},"/small-business/","small business",{"text":171,"config":172},"Startups",{"href":173,"dataGaLocation":26,"dataGaName":174},"/solutions/startups/","startups",{"title":176,"items":177},"Industries",[178,183,188,193,198,203],{"text":179,"config":180},"Financial Services",{"href":181,"dataGaLocation":26,"dataGaName":182},"/solutions/finance/","financial services",{"text":184,"config":185},"Public Sector",{"href":186,"dataGaLocation":26,"dataGaName":187},"/solutions/public-sector/","public sector",{"text":189,"config":190},"Telecommunications",{"href":191,"dataGaLocation":26,"dataGaName":192},"/solutions/telecommunications/","telecommunications",{"text":194,"config":195},"Automotive",{"href":196,"dataGaLocation":26,"dataGaName":197},"/solutions/automotive/","automotive",{"text":199,"config":200},"Education",{"href":201,"dataGaLocation":26,"dataGaName":202},"/solutions/education/","education",{"text":204,"config":205},"Aerospace",{"href":206,"dataGaLocation":26,"dataGaName":207},"/solutions/aerospace/","aerospace",{"config":209,"title":210,"text":211,"link":212},{"background":120,"textColor":121},"GitLab Security Standard","Learn how to harden your software factory and let AI agents earn autonomy, without trading away security.",{"text":213,"config":214},"Explore the standard",{"href":215,"dataGaName":216,"dataGaLocation":26},"/gitlab-security-standard/","gitlab security standard",{"text":218,"config":219},"Pricing",{"href":220,"dataGaName":221,"dataGaLocation":26,"dataNavLevelOne":221},"/pricing/","pricing",{"text":223,"config":224,"menu":226},"Resources",{"dataNavLevelOne":225},"resources",{"type":48,"link":227,"columns":231,"feature":288},{"text":228,"config":229},"View all resources",{"href":230,"dataGaName":225,"dataGaLocation":26},"/resources/",[232,260],{"title":233,"items":234},"Discover",[235,240,245,250,255],{"text":236,"config":237},"Docs",{"href":238,"dataGaName":239,"dataGaLocation":26},"https://docs.gitlab.com/","docs",{"text":241,"config":242},"University",{"href":243,"dataGaName":244,"dataGaLocation":26},"https://university.gitlab.com/","university",{"text":246,"config":247},"Demo Series",{"href":248,"dataGaName":249,"dataGaLocation":26},"/gitlab-technical-demo-series/","demo series",{"text":251,"config":252},"Demo Hub",{"href":253,"dataGaName":254,"dataGaLocation":26},"/demo-hub/","demo hub",{"text":256,"config":257},"Services",{"href":258,"dataGaName":259,"dataGaLocation":26},"/services/","services",{"title":261,"items":262},"Connect",[263,268,273,278,283],{"text":264,"config":265},"Blog",{"href":266,"dataGaName":267,"dataGaLocation":26},"/blog/","blog",{"text":269,"config":270},"Community",{"href":271,"dataGaName":272,"dataGaLocation":26},"/community/","community",{"text":274,"config":275},"Customers",{"href":276,"dataGaName":277,"dataGaLocation":26},"/customers/","customers",{"text":279,"config":280},"Partners",{"href":281,"dataGaName":282,"dataGaLocation":26},"/partners/","partners",{"text":284,"config":285},"Events",{"href":286,"dataGaName":287,"dataGaLocation":26},"/events/","events",{"config":289,"title":290,"text":291,"link":292},{"background":120,"textColor":121},"What’s new in GitLab","Stay updated with our latest features and improvements.",{"text":293,"config":294},"Read the latest",{"href":295,"dataGaName":296,"dataGaLocation":26},"/whats-new/","whats new",{"text":298,"config":299,"menu":301},"Company",{"dataNavLevelOne":300},"company",{"type":48,"columns":302},[303],{"items":304},[305,310,316,321,326,331,336,341,346],{"text":306,"config":307},"About",{"href":308,"dataGaName":309,"dataGaLocation":26},"/company/","about",{"text":311,"config":312,"footerGa":315},"Jobs",{"href":313,"dataGaName":314,"dataGaLocation":26},"/jobs/","jobs",{"dataGaName":314},{"text":317,"config":318},"Press",{"href":319,"dataGaName":320,"dataGaLocation":26},"/press/","press",{"text":322,"config":323},"Handbook",{"href":324,"dataGaName":325,"dataGaLocation":26},"https://handbook.gitlab.com/","handbook",{"text":327,"config":328},"Leadership",{"href":329,"dataGaName":330,"dataGaLocation":26},"/company/team/e-group/","leadership",{"text":332,"config":333},"Investor relations",{"href":334,"dataGaName":335,"dataGaLocation":26},"https://ir.gitlab.com/overview/default.aspx","investor relations",{"text":337,"config":338},"Trust Center",{"href":339,"dataGaName":340,"dataGaLocation":26},"/security/","trust center",{"text":342,"config":343},"AI Transparency Center",{"href":344,"dataGaName":345,"dataGaLocation":26},"/ai-transparency-center/","ai transparency center",{"text":347,"config":348},"Newsletter",{"href":349,"dataGaName":350,"dataGaLocation":26},"/company/contact/#contact-forms","newsletter",{"text":352,"config":353,"menu":354},"Contact us",{"dataNavLevelOne":300},{"type":48,"columns":355},[356],{"items":357},[358,363,368],{"text":359,"config":360},"Talk to sales",{"href":361,"dataGaName":362,"dataGaLocation":26},"/sales/","talk to sales",{"text":364,"config":365},"Support portal",{"href":366,"dataGaName":367,"dataGaLocation":26},"https://support.gitlab.com/hc/en-us","support portal",{"text":369,"config":370},"Customer portal",{"href":371,"dataGaName":372,"dataGaLocation":26},"https://customers.gitlab.com/customers/sign_in/","customer portal",{"close":374,"login":375,"suggestions":382},"Close",{"text":376,"link":377},"To search repositories and projects, login to",{"text":378,"config":379},"gitlab.com",{"href":40,"dataGaName":380,"dataGaLocation":381},"search login","search",{"text":383,"default":384},"Suggestions",[385,388,391,393,397,401],{"text":386,"config":387},"GitLab Duo Agent Platform",{"href":106,"dataGaName":386,"dataGaLocation":381},{"text":389,"config":390},"Code Suggestions (AI)",{"href":106,"dataGaName":389,"dataGaLocation":381},{"text":58,"config":392},{"href":60,"dataGaName":58,"dataGaLocation":381},{"text":394,"config":395},"GitLab on AWS",{"href":396,"dataGaName":394,"dataGaLocation":381},"/partners/technology-partners/aws/",{"text":398,"config":399},"GitLab on Google Cloud",{"href":400,"dataGaName":398,"dataGaLocation":381},"/partners/technology-partners/google-cloud-platform/",{"text":402,"config":403},"Why GitLab?",{"href":127,"dataGaName":402,"dataGaLocation":381},{"freeTrial":405,"mobileIcon":410,"desktopIcon":415,"secondaryButton":418},{"text":406,"config":407},"Start free trial",{"href":408,"dataGaName":31,"dataGaLocation":409},"https://gitlab.com/-/trials/new/","nav",{"altText":411,"config":412},"Gitlab Icon",{"src":413,"dataGaName":414,"dataGaLocation":409},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203874/jypbw1jx72aexsoohd7x.svg","gitlab icon",{"altText":411,"config":416},{"src":417,"dataGaName":414,"dataGaLocation":409},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203875/gs4c8p8opsgvflgkswz9.svg",{"text":419,"config":420},"Get Started",{"href":421,"dataGaName":422,"dataGaLocation":409},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com/get-started/","get started",{"freeTrial":424,"mobileIcon":428,"desktopIcon":430},{"text":425,"config":426},"Learn more about GitLab Duo",{"href":106,"dataGaName":427,"dataGaLocation":409},"gitlab duo",{"altText":411,"config":429},{"src":413,"dataGaName":414,"dataGaLocation":409},{"altText":411,"config":431},{"src":417,"dataGaName":414,"dataGaLocation":409},{"button":433,"mobileIcon":438,"desktopIcon":440},{"text":434,"config":435},"/switch",{"href":436,"dataGaName":437,"dataGaLocation":409},"#contact","switch",{"altText":411,"config":439},{"src":413,"dataGaName":414,"dataGaLocation":409},{"altText":411,"config":441},{"src":442,"dataGaName":414,"dataGaLocation":409},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1773335277/ohhpiuoxoldryzrnhfrh.png",{"freeTrial":444,"mobileIcon":449,"desktopIcon":451},{"text":445,"config":446},"Back to pricing",{"href":220,"dataGaName":447,"dataGaLocation":409,"icon":448},"back to pricing","GoBack",{"altText":411,"config":450},{"src":413,"dataGaName":414,"dataGaLocation":409},{"altText":411,"config":452},{"src":417,"dataGaName":414,"dataGaLocation":409},{"title":454,"button":455,"config":461},"Ship at agent speed. Prove every step. Transcend is here.",{"text":456,"config":457},"Watch now",{"href":458,"dataGaName":459,"dataGaLocation":460},"/events/transcend/virtual/#watch-gitlab-transcend","transcend-october-2026-banner","global-banner",{"layout":462,"disabled":10},"release",{"data":464},{"text":465,"source":466,"edit":472,"contribute":477,"config":482,"items":487,"minimal":713},"Git is a trademark of Software Freedom Conservancy and our use of 'GitLab' is under license",{"text":467,"config":468},"View page source",{"href":469,"dataGaName":470,"dataGaLocation":471},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/","page source","footer",{"text":473,"config":474},"Edit this page",{"href":475,"dataGaName":476,"dataGaLocation":471},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/","web ide",{"text":478,"config":479},"Please contribute",{"href":480,"dataGaName":481,"dataGaLocation":471},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/","please contribute",{"twitter":483,"facebook":484,"youtube":485,"linkedin":486},"https://twitter.com/gitlab","https://www.facebook.com/gitlab","https://www.youtube.com/channel/UCnMGQ8QHMAnVIsI3xJrihhg","https://www.linkedin.com/company/gitlab-com",[488,535,593,640,681],{"title":218,"links":489,"subMenu":504},[490,494,499],{"text":491,"config":492},"View plans",{"href":220,"dataGaName":493,"dataGaLocation":471},"view plans",{"text":495,"config":496},"Why Premium?",{"href":497,"dataGaName":498,"dataGaLocation":471},"/pricing/premium/","why premium",{"text":500,"config":501},"Why Ultimate?",{"href":502,"dataGaName":503,"dataGaLocation":471},"/pricing/ultimate/","why ultimate",[505],{"title":506,"links":507},"Contact Us",[508,511,513,515,520,525,530],{"text":509,"config":510},"Contact sales",{"href":361,"dataGaName":36,"dataGaLocation":471},{"text":364,"config":512},{"href":366,"dataGaName":367,"dataGaLocation":471},{"text":369,"config":514},{"href":371,"dataGaName":372,"dataGaLocation":471},{"text":516,"config":517},"Status",{"href":518,"dataGaName":519,"dataGaLocation":471},"https://status.gitlab.com/","status",{"text":521,"config":522},"Terms of use",{"href":523,"dataGaName":524,"dataGaLocation":471},"/terms/","terms of use",{"text":526,"config":527},"Privacy statement",{"href":528,"dataGaName":529,"dataGaLocation":471},"/privacy/","privacy statement",{"text":531,"config":532},"Cookie preferences",{"dataGaName":533,"dataGaLocation":471,"id":534,"isOneTrustButton":15},"cookie preferences","ot-sdk-btn",{"title":44,"links":536,"subMenu":550},[537,540,542,544,546,548],{"text":538,"config":539},"Explore the platform",{"href":52,"dataGaName":46,"dataGaLocation":471},{"text":104,"config":541},{"href":106,"dataGaName":107,"dataGaLocation":471},{"text":58,"config":543},{"href":60,"dataGaName":61,"dataGaLocation":471},{"text":109,"config":545},{"href":111,"dataGaName":112,"dataGaLocation":471},{"text":91,"config":547},{"href":93,"dataGaName":94,"dataGaLocation":471},{"text":122,"config":549},{"href":127,"dataGaName":128,"dataGaLocation":471},[551],{"title":552,"links":553},"Topics",[554,558,563,568,573,578,583,588],{"text":58,"config":555},{"href":556,"dataGaName":557,"dataGaLocation":471},"/topics/ci-cd/","cicd",{"text":559,"config":560},"GitOps",{"href":561,"dataGaName":562,"dataGaLocation":471},"/topics/gitops/","gitops",{"text":564,"config":565},"DevOps",{"href":566,"dataGaName":567,"dataGaLocation":471},"/topics/devops/","devops",{"text":569,"config":570},"Version Control",{"href":571,"dataGaName":572,"dataGaLocation":471},"/topics/version-control/","version control",{"text":574,"config":575},"DevSecOps",{"href":576,"dataGaName":577,"dataGaLocation":471},"/topics/devsecops/","devsecops",{"text":579,"config":580},"Cloud Native",{"href":581,"dataGaName":582,"dataGaLocation":471},"/topics/cloud-native/","cloud native",{"text":584,"config":585},"AI for Coding",{"href":586,"dataGaName":587,"dataGaLocation":471},"/topics/devops/ai-for-coding/","ai for coding",{"text":589,"config":590},"Agentic AI",{"href":591,"dataGaName":592,"dataGaLocation":471},"/topics/agentic-ai/","agentic ai",{"title":130,"links":594},[595,598,601,604,607,610,612,614,616,618,620,623,625,628,632,636],{"text":596,"config":597},"DevOps modernization",{"href":145,"dataGaName":146,"dataGaLocation":471},{"text":599,"config":600},"Security modernization",{"href":150,"dataGaName":151,"dataGaLocation":471},{"text":602,"config":603},"AI modernization",{"href":155,"dataGaName":156,"dataGaLocation":471},{"text":605,"config":606},"Financial services",{"href":181,"dataGaName":182,"dataGaLocation":471},{"text":608,"config":609},"Public sector",{"href":186,"dataGaName":187,"dataGaLocation":471},{"text":189,"config":611},{"href":191,"dataGaName":192,"dataGaLocation":471},{"text":194,"config":613},{"href":196,"dataGaName":197,"dataGaLocation":471},{"text":199,"config":615},{"href":201,"dataGaName":202,"dataGaLocation":471},{"text":204,"config":617},{"href":206,"dataGaName":207,"dataGaLocation":471},{"text":161,"config":619},{"href":163,"dataGaName":164,"dataGaLocation":471},{"text":621,"config":622},"Small business",{"href":168,"dataGaName":169,"dataGaLocation":471},{"text":171,"config":624},{"href":173,"dataGaName":174,"dataGaLocation":471},{"text":559,"config":626},{"href":627,"dataGaName":562,"dataGaLocation":471},"/solutions/gitops/",{"text":629,"config":630},"Software composition analysis",{"href":98,"dataGaName":631,"dataGaLocation":471},"software composition analysis",{"text":633,"config":634},"Value stream management",{"href":116,"dataGaName":635,"dataGaLocation":471},"value stream management",{"text":637,"config":638},"All solutions",{"href":137,"dataGaName":639,"dataGaLocation":471},"all solutions",{"title":223,"links":641},[642,647,652,654,656,658,660,662,664,666,668,670,672,674,677],{"text":643,"config":644},"Install",{"href":645,"dataGaName":646,"dataGaLocation":471},"/install/","install",{"text":648,"config":649},"Quick start guides",{"href":650,"dataGaName":651,"dataGaLocation":471},"/get-started/","quick setup checklists",{"text":236,"config":653},{"href":238,"dataGaName":239,"dataGaLocation":471},{"text":241,"config":655},{"href":243,"dataGaName":244,"dataGaLocation":471},{"text":246,"config":657},{"href":248,"dataGaName":249,"dataGaLocation":471},{"text":251,"config":659},{"href":253,"dataGaName":254,"dataGaLocation":471},{"text":256,"config":661},{"href":258,"dataGaName":259,"dataGaLocation":471},{"text":264,"config":663},{"href":266,"dataGaName":267,"dataGaLocation":471},{"text":269,"config":665},{"href":271,"dataGaName":272,"dataGaLocation":471},{"text":274,"config":667},{"href":276,"dataGaName":277,"dataGaLocation":471},{"text":279,"config":669},{"href":281,"dataGaName":282,"dataGaLocation":471},{"text":284,"config":671},{"href":286,"dataGaName":287,"dataGaLocation":471},{"text":347,"config":673},{"href":349,"dataGaName":350,"dataGaLocation":471},{"text":675,"config":676},"What's new",{"href":295,"dataGaName":296,"dataGaLocation":471},{"text":678,"config":679},"All resources",{"href":230,"dataGaName":680,"dataGaLocation":471},"all resources",{"title":298,"links":682},[683,685,687,689,691,693,695,697,699,703,708],{"text":306,"config":684},{"href":308,"dataGaName":300,"dataGaLocation":471},{"text":311,"config":686},{"href":313,"dataGaName":314,"dataGaLocation":471},{"text":317,"config":688},{"href":319,"dataGaName":320,"dataGaLocation":471},{"text":322,"config":690},{"href":324,"dataGaName":325,"dataGaLocation":471},{"text":327,"config":692},{"href":329,"dataGaName":330,"dataGaLocation":471},{"text":332,"config":694},{"href":334,"dataGaName":335,"dataGaLocation":471},{"text":337,"config":696},{"href":339,"dataGaName":340,"dataGaLocation":471},{"text":342,"config":698},{"href":344,"dataGaName":345,"dataGaLocation":471},{"text":700,"config":701},"Sustainability",{"href":702,"dataGaName":700,"dataGaLocation":471},"/sustainability/",{"text":704,"config":705},"Diversity, inclusion and belonging (DIB)",{"href":706,"dataGaName":707,"dataGaLocation":471},"/diversity-inclusion-belonging/","Diversity, inclusion and belonging",{"text":709,"config":710},"Modern Slavery Transparency Statement",{"href":711,"dataGaName":712,"dataGaLocation":471},"https://handbook.gitlab.com/handbook/legal/modern-slavery-act-transparency-statement/","modern slavery transparency statement",{"items":714},[715,718,721],{"text":716,"config":717},"Terms",{"href":523,"dataGaName":524,"dataGaLocation":471},{"text":719,"config":720},"Cookies",{"dataGaName":533,"dataGaLocation":471,"id":534,"isOneTrustButton":15},{"text":722,"config":723},"Privacy",{"href":528,"dataGaName":529,"dataGaLocation":471},183,{"id":726,"title":727,"authors":728,"body":730,"category":9,"date":829,"description":830,"extension":831,"externalUrl":6,"faq":6,"featured":15,"heroImage":832,"meta":833,"navigation":15,"path":834,"seo":835,"slug":837,"stem":838,"tags":839,"template":841,"updatedDate":6,"__hash__":842},"blogPosts/en-us/blog/gitlab-google-gemini-argon.md","Gemini 4 Argon on GitLab: Built for long-running agentic work",[729],"Brittany Lutz",{"type":731,"value":732,"toc":822},"minimark",[733,737,746,751,754,757,766,769,773,776,780,795],[734,735,736],"p",{},"As AI models take on longer, multi-step work, the challenge is putting that power to use across the software lifecycle without adding risk or cost. Teams need to be able to move faster, within enterprise controls and guardrails.",[734,738,739,740,745],{},"Google's Gemini 4 Argon, now available on ",[741,742,386],"a",{"href":743,"rel":744},"https://docs.gitlab.com/user/duo_agent_platform/",[],", was built for that kind of work. With Argon, your team can delegate long, multi-step actions and receive outputs for review. In GitLab's internal evaluation, Gemini 4 Argon completed 93.3% of GitLab’s software engineering benchmark tasks.",[747,748,750],"h2",{"id":749},"reliable-execution-for-long-horizon-tasks","Reliable execution for long-horizon tasks",[734,752,753],{},"Work across the software lifecycle demands persistence and steady attention. Argon sustains its reasoning across the many steps of a task, reading files, running commands, and editing code through to completion. Your engineers can delegate to GitLab Duo agents powered by Argon with confidence and spend their time reviewing results instead of monitoring runs.",[734,755,756],{},"Google trained Argon to respect system boundaries, tell you when it couldn't find something or finish a task, and pause for confirmation before an irreversible step. Teams can hand off complex tasks and stay in control of the important decisions.",[734,758,759,760,765],{},"In internal evaluations, Argon resolved 73.3% of ",[741,761,764],{"href":762,"rel":763},"https://docs.gitlab.com/development/ai_features/ai_evaluation_guidelines/",[],"GitLab’s benchmark tasks",", with each change passing the benchmark’s tests across multiple programming languages. Of the runs that hit a tool error or timeout, Argon still completed 93.8% of them, so a single failure mid-run won’t force your team to start over. Agent output lands in a merge request, where your team reviews the result with the full context of the change.",[734,767,768],{},"Argon works through problems thoroughly, making it a strong model choice when finishing correctly matters more than finishing fast.",[747,770,772],{"id":771},"choose-the-gemini-model-that-fits-your-workload","Choose the Gemini model that fits your workload",[734,774,775],{},"Gemini 4 Argon is Google's newest frontier model and the most performant Gemini model on GitLab Duo Agent Platform. It handles long-horizon agentic actions especially well, including tasks that begin loosely defined. It pairs with the Flash models, which offer a lower-cost option for high-volume work, so you can match each workload to the best Gemini model. Whichever Gemini model you choose, it runs inside the same context layer, policy checks, and audit trail that cover every agentic action across your software lifecycle.",[747,777,779],{"id":778},"try-argon-on-gitlab-duo-agent-platform","Try Argon on GitLab Duo Agent Platform",[734,781,782,783,788,789,794],{},"Gemini 4 Argon is available now on GitLab Duo Agent Platform. Like other models, it runs on ",[741,784,787],{"href":785,"rel":786},"https://docs.gitlab.com/subscriptions/gitlab_credits/#models",[],"GitLab Credits",". Argon is available at promotional pricing of 2.86 ",[741,790,793],{"href":791,"rel":792},"https://docs.gitlab.com/subscriptions/gitlab_credits/#premium-models",[],"calls per credit",", through November 30, 2026. Starting December 1, standard pricing applies at 1.33 calls per credit.",[734,796,797,798,803,804,809,810,815,816,821],{},"If you already use GitLab Duo Agent Platform, you can try Argon today by choosing Gemini 4 Argon in ",[741,799,802],{"href":800,"rel":801},"https://docs.gitlab.com/user/duo_agent_platform/model_selection/",[],"model selection",". GitLab Premium and Ultimate customers can ",[741,805,808],{"href":806,"rel":807},"https://docs.gitlab.com/user/duo_agent_platform/turn_on_off/",[],"turn on Duo Agent Platform"," and try Argon using the ",[741,811,814],{"href":812,"rel":813},"https://docs.gitlab.com/subscriptions/gitlab_credits/#included-credits",[],"GitLab Credits included with your subscription",". New to Duo Agent Platform? ",[741,817,820],{"href":818,"rel":819},"https://about.gitlab.com/gitlab-duo-agent-platform/",[],"Start a free trial"," today.",{"title":823,"searchDepth":824,"depth":824,"links":825},"",2,[826,827,828],{"id":749,"depth":824,"text":750},{"id":771,"depth":824,"text":772},{"id":778,"depth":824,"text":779},"2026-10-14","Google's Gemini 4 Argon is now available on GitLab Duo Agent Platform, built to carry multi-step engineering work through to review.","md","https://res.cloudinary.com/about-gitlab-com/image/upload/v1773856365/gsx2c0vqlswox3ldmq88.jpg",{},"/en-us/blog/gitlab-google-gemini-argon",{"config":836,"title":727,"description":830},{"noIndex":10},"gitlab-google-gemini-argon","en-us/blog/gitlab-google-gemini-argon",[12,840],"product","BlogPost","oIan1PjspqFl3r41AS9q8LCeADJS5ehFaJDgiofkkA8",[844,851],{"title":845,"heroImage":846,"category":9,"description":847,"authors":848,"slug":850,"externalUrl":6},"How AI-assisted code suggestions will advance DevSecOps","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749662840/Blog/Hero%20Images/ai-experiment-stars.png","In this second blog in our ‘Future of AI/ML in DevSecOps’ series, find out the impact of AI Assisted code suggestions on the software development lifecycle.",[849],"Neha Khalwadekar","ai-assisted-code-suggestions",{"title":852,"heroImage":846,"category":9,"description":853,"authors":854,"slug":856,"externalUrl":6},"What the ML is up with DevSecOps and AI?","AI will revolutionize DevSecOps platforms. Learn about where GitLab is today and what we're working on.",[855],"Taylor McCaslin","what-the-ml-ai",1792049969419]