[{"data":1,"prerenderedAt":951},["ShallowReactive",2],{"/blog/explain-this-code":3,"navigation-en-us":166,"banner-en-us":594,"footer-en-us":604,"blog-post-authors-en-us-Taylor McCaslin":848,"blog-related-posts-en-us-explain-this-code":864,"blog-promotions-en-us":889,"next-steps-en-us":941},{"id":4,"title":5,"authors":6,"body":8,"category":143,"date":144,"description":145,"extension":146,"externalUrl":147,"faq":147,"featured":148,"heroImage":149,"meta":150,"navigation":151,"path":152,"seo":153,"slug":157,"stem":158,"tags":159,"template":164,"updatedDate":147,"__hash__":165},"blogPosts/en-us/blog/explain-this-code.md","ML experiment: Explain this source code",[7],"Taylor McCaslin",{"type":9,"value":10,"toc":137},"minimark",[11,29,32,37,40,67,74,77,90,94,109,116,125,132],[12,13,14],"p",{},[15,16,17,18,23,24,28],"em",{},"This blog post is part of an ongoing series about GitLab's journey to ",[19,20,22],"a",{"href":21},"/blog/ai-ml-in-devsecops-series/","build and integrate AI/ML into our DevSecOps platform",". The series starts here: ",[19,25,27],{"href":26},"/blog/what-the-ml-ai/","What the ML is up with DevSecOps and AI?",". Throughout the series, we'll feature blogs from our product, engineering, and UX teams to showcase how we're infusing AI/ML into GitLab.",[12,30,31],{},"Deciphering the source code of a new software project can be a daunting or at least time-consuming task. The code may be poorly documented, or it may be written in a programming language that is unfamiliar to the developer. Even if the developer is familiar with the programming language, the code may be complex and difficult to understand. But what if developers had a helpful tool to figure out very quickly what code was doing? With recent advancements in AI models, it's now possible to have code explained in natural language.",[33,34,36],"h2",{"id":35},"explain-this-code-with-ai","Explain this code with AI",[12,38,39],{},"At GitLab, we’re experimenting with AI-assisted code explanations. We want to enable software developers to quickly understand source code they encounter. Whether it's starting with a new project, contributing to a project in a language they're not fluent in, or just trying to understand historical code, we want to help developers get up to speed quickly.",[12,41,42,43,48,49,54,55,60,61,66],{},"In a rapid prototype, our own ",[19,44,47],{"href":45,"rel":46},"https://gitlab.com/mishunov",[],"Denys Mishunov",", Staff Frontend Engineer, and ",[19,50,53],{"href":51,"rel":52},"https://gitlab.com/mle",[],"Michael Le",", Senior Product Designer for our ",[19,56,59],{"href":57,"rel":58},"https://handbook.gitlab.com/handbook/product/categories/#source-code-group",[],"Create::Source Code group",", leverage AI to power code explanations within ",[19,62,65],{"href":63,"rel":64},"https://docs.gitlab.com/user/project/repository/",[],"GitLab's repository source code file viewer",".",[12,68,69],{},[70,71],"img",{"alt":72,"src":73},"Prototype UX for Explain this Code","https://res.cloudinary.com/about-gitlab-com/image/upload/v1782398226/blog/Content%20Images/explain-this-code-hr.png",[12,75,76],{},"Above, you can see an example of highlighting a selection of code and asking for a code explanation. Watch the full demo below.",[78,79,82,83],"figure",{"className":80},[81],"video_container","\n  ",[84,85,89],"iframe",{"src":86,"frameBorder":87,"allowFullScreen":88},"https://www.youtube-nocookie.com/embed/xzsFfFqvlnU","0","true"," ",[33,91,93],{"id":92},"iterating-on-aiml-features","Iterating on AI/ML features",[12,95,96,97,102,103,108],{},"While just an experiment today, we are iterating on how to effectively bring features like this to our customers. We're starting on the repository file viewer, and this prototype can be extended to anywhere you interact with code within GitLab, from ",[19,98,101],{"href":99,"rel":100},"https://docs.gitlab.com/user/project/merge_requests/",[],"merge requests"," to ",[19,104,107],{"href":105,"rel":106},"https://docs.gitlab.com/user/snippets/",[],"snippets",", and beyond.",[12,110,111,112,115],{},"This experiment is just the start of the ways we’re looking to infuse GitLab with AI/ML capabilities to help GitLab users become more efficient and effective at their jobs. We are ",[19,113,114],{"href":26},"looking across the software development lifecycle"," for painful and time-consuming tasks that are ideal for AI Assisted features. We’ll continue to share these demos throughout this blog series.",[12,117,118,119,124],{},"Interested in using these AI-generated features? ",[19,120,123],{"href":121,"rel":122},"https://forms.gle/9eeUkPJauKsbLaoz5",[],"Join our waitlist"," and share your ideas.",[12,126,127,128,131],{},"Continue reading our ongoing series, \"",[19,129,130],{"href":21},"AI/ML in DevSecOps","\".",[12,133,134],{},[15,135,136],{},"Disclaimer: This blog contains information related to upcoming products, features, and functionality. It is important to note that the information in this blog post is for informational purposes only. Please do not rely on this information for purchasing or planning purposes. As with all projects, the items mentioned in this blog and linked pages are subject to change or delay. The development, release, and timing of any products, features, or functionality remain at the sole discretion of GitLab.",{"title":138,"searchDepth":139,"depth":139,"links":140},"",2,[141,142],{"id":35,"depth":139,"text":36},{"id":92,"depth":139,"text":93},"ai","2023-04-06","Learn how GitLab is experimenting with ML-powered source code explanation features in this fourth installment of our ongoing AI/ML in DevSecOps series.","md",null,false,"https://res.cloudinary.com/about-gitlab-com/image/upload/v1749662840/Blog/Hero%20Images/ai-experiment-stars.png",{},true,"/en-us/blog/explain-this-code",{"title":5,"description":145,"ogTitle":5,"ogDescription":145,"noIndex":148,"ogImage":149,"ogUrl":154,"ogSiteName":155,"ogType":156,"canonicalUrls":154},"https://about.gitlab.com/blog/explain-this-code","https://about.gitlab.com","article","explain-this-code","en-us/blog/explain-this-code",[160,161,162,163],"DevOps","product","features","AI","BlogPost","Jg07NsppK4HVlxQToEDF_JMCmsU5ghYQf3zg3SNxuuk",{"logo":167,"freeTrial":172,"sales":177,"login":182,"items":187,"search":514,"minimal":545,"duo":564,"switchNav":573,"pricingDeployment":584},{"config":168},{"href":169,"dataGaName":170,"dataGaLocation":171},"/","gitlab logo","header",{"text":173,"config":174},"Get free trial",{"href":175,"dataGaName":176,"dataGaLocation":171},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&glm_content=default-saas-trial/","free trial",{"text":178,"config":179},"Request a demo",{"href":180,"dataGaName":181,"dataGaLocation":171},"/sales/?contact-topic=request-demo","sales",{"text":183,"config":184},"Sign in",{"href":185,"dataGaName":186,"dataGaLocation":171},"https://gitlab.com/users/sign_in/","sign in",[188,217,317,322,436,492],{"text":189,"config":190,"menu":192},"Platform",{"dataNavLevelOne":191},"platform",{"type":193,"columns":194},"cards",[195,201,209],{"title":189,"description":196,"link":197},"The intelligent orchestration platform for DevSecOps",{"text":198,"config":199},"Explore our Platform",{"href":200,"dataGaName":191,"dataGaLocation":171},"/platform/",{"title":202,"description":203,"link":204},"GitLab Duo Agent Platform","Agentic AI for the entire software lifecycle",{"text":205,"config":206},"Meet GitLab Duo",{"href":207,"dataGaName":208,"dataGaLocation":171},"/gitlab-duo-agent-platform/","gitlab duo agent platform",{"title":210,"description":211,"link":212},"Why GitLab","See the top reasons enterprises choose GitLab",{"text":213,"config":214},"Learn more",{"href":215,"dataGaName":216,"dataGaLocation":171},"/why-gitlab/","why gitlab",{"text":218,"left":151,"config":219,"menu":221},"Product",{"dataNavLevelOne":220},"solutions",{"type":222,"link":223,"columns":227,"feature":296},"lists",{"text":224,"config":225},"View all Solutions",{"href":226,"dataGaName":220,"dataGaLocation":171},"/solutions/",[228,252,275],{"title":229,"description":230,"link":231,"items":236},"Automation","CI/CD and automation to accelerate deployment",{"config":232},{"icon":233,"href":234,"dataGaName":235,"dataGaLocation":171},"AutomatedCodeAlt","/solutions/delivery-automation/","automated software delivery",[237,241,244,248],{"text":238,"config":239},"CI/CD",{"href":240,"dataGaLocation":171,"dataGaName":238},"/solutions/continuous-integration/",{"text":202,"config":242},{"href":207,"dataGaLocation":171,"dataGaName":243},"gitlab duo agent platform - product menu",{"text":245,"config":246},"Source Code Management",{"href":247,"dataGaLocation":171,"dataGaName":245},"/solutions/source-code-management/",{"text":249,"config":250},"Automated Software Delivery",{"href":234,"dataGaLocation":171,"dataGaName":251},"Automated software delivery",{"title":253,"description":254,"link":255,"items":260},"Security","Deliver code faster without compromising security",{"config":256},{"href":257,"dataGaName":258,"dataGaLocation":171,"icon":259},"/solutions/application-security-testing/","security and compliance","ShieldCheckLight",[261,265,270],{"text":262,"config":263},"Application Security Testing",{"href":257,"dataGaName":264,"dataGaLocation":171},"Application security testing",{"text":266,"config":267},"Software Supply Chain Security",{"href":268,"dataGaLocation":171,"dataGaName":269},"/solutions/supply-chain/","Software supply chain security",{"text":271,"config":272},"Software Compliance",{"href":273,"dataGaName":274,"dataGaLocation":171},"/solutions/software-compliance/","software compliance",{"title":276,"link":277,"items":282},"Measurement",{"config":278},{"icon":279,"href":280,"dataGaName":281,"dataGaLocation":171},"DigitalTransformation","/solutions/visibility-measurement/","visibility and measurement",[283,287,291],{"text":284,"config":285},"Visibility & Measurement",{"href":280,"dataGaLocation":171,"dataGaName":286},"Visibility and Measurement",{"text":288,"config":289},"Value Stream Management",{"href":290,"dataGaLocation":171,"dataGaName":288},"/solutions/value-stream-management/",{"text":292,"config":293},"Analytics & Insights",{"href":294,"dataGaLocation":171,"dataGaName":295},"/solutions/analytics-and-insights/","Analytics and insights",{"title":297,"type":222,"items":298},"GitLab for",[299,305,311],{"text":300,"config":301},"Enterprise",{"icon":302,"href":303,"dataGaLocation":171,"dataGaName":304},"Building","/enterprise/","enterprise",{"text":306,"config":307},"Small Business",{"icon":308,"href":309,"dataGaLocation":171,"dataGaName":310},"Work","/small-business/","small business",{"text":312,"config":313},"Public Sector",{"icon":314,"href":315,"dataGaLocation":171,"dataGaName":316},"Organization","/solutions/public-sector/","public sector",{"text":318,"config":319},"Pricing",{"href":320,"dataGaName":321,"dataGaLocation":171,"dataNavLevelOne":321},"/pricing/","pricing",{"text":323,"config":324,"menu":326},"Resources",{"dataNavLevelOne":325},"resources",{"type":222,"link":327,"columns":331,"feature":425},{"text":328,"config":329},"View all resources",{"href":330,"dataGaName":325,"dataGaLocation":171},"/resources/",[332,365,392],{"title":333,"items":334},"Getting started",[335,340,345,350,355,360],{"text":336,"config":337},"Install",{"href":338,"dataGaName":339,"dataGaLocation":171},"/install/","install",{"text":341,"config":342},"Quick start guides",{"href":343,"dataGaName":344,"dataGaLocation":171},"/get-started/","quick setup checklists",{"text":346,"config":347},"Learn",{"href":348,"dataGaLocation":171,"dataGaName":349},"https://university.gitlab.com/","learn",{"text":351,"config":352},"Product documentation",{"href":353,"dataGaName":354,"dataGaLocation":171},"https://docs.gitlab.com/","product documentation",{"text":356,"config":357},"Best practice videos",{"href":358,"dataGaName":359,"dataGaLocation":171},"/getting-started-videos/","best practice videos",{"text":361,"config":362},"Integrations",{"href":363,"dataGaName":364,"dataGaLocation":171},"/integrations/","integrations",{"title":366,"items":367},"Discover",[368,373,378,383,387],{"text":369,"config":370},"Customer success stories",{"href":371,"dataGaName":372,"dataGaLocation":171},"/customers/","customer success stories",{"text":374,"config":375},"Blog",{"href":376,"dataGaName":377,"dataGaLocation":171},"/blog/","blog",{"text":379,"config":380},"Demo Hub",{"href":381,"dataGaName":382,"dataGaLocation":171},"/demo-hub/","demo hub",{"text":384,"config":385},"The Source",{"href":386,"dataGaName":377,"dataGaLocation":171},"/the-source/",{"text":388,"config":389},"Remote",{"href":390,"dataGaName":391,"dataGaLocation":171},"https://handbook.gitlab.com/handbook/company/culture/all-remote/","remote",{"title":393,"items":394},"Connect",[395,400,405,410,415,420],{"text":396,"config":397},"GitLab Services",{"href":398,"dataGaName":399,"dataGaLocation":171},"/services/","services",{"text":401,"config":402},"Contribute",{"href":403,"dataGaName":404,"dataGaLocation":171},"https://contributors.gitlab.com","contribute",{"text":406,"config":407},"Community",{"href":408,"dataGaName":409,"dataGaLocation":171},"/community/","community",{"text":411,"config":412},"Forum",{"href":413,"dataGaName":414,"dataGaLocation":171},"https://forum.gitlab.com/","forum",{"text":416,"config":417},"Events",{"href":418,"dataGaName":419,"dataGaLocation":171},"/events/","events",{"text":421,"config":422},"Partners",{"href":423,"dataGaName":424,"dataGaLocation":171},"/partners/","partners",{"config":426,"title":429,"text":430,"link":431},{"background":427,"textColor":428},"url('https://res.cloudinary.com/about-gitlab-com/image/upload/v1777322348/qpq8yrgn8knii57omj0c.png')","#000","What’s new in GitLab","Stay updated with our latest features and improvements.",{"text":432,"config":433},"Read the latest",{"href":434,"dataGaName":435,"dataGaLocation":171},"/whats-new/","whats new",{"text":437,"config":438,"menu":440},"Company",{"dataNavLevelOne":439},"company",{"type":222,"columns":441},[442],{"items":443},[444,449,455,457,462,467,472,477,482,487],{"text":445,"config":446},"About",{"href":447,"dataGaName":448,"dataGaLocation":171},"/company/","about",{"text":450,"config":451,"footerGa":454},"Jobs",{"href":452,"dataGaName":453,"dataGaLocation":171},"/jobs/","jobs",{"dataGaName":453},{"text":416,"config":456},{"href":418,"dataGaName":419,"dataGaLocation":171},{"text":458,"config":459},"Leadership",{"href":460,"dataGaName":461,"dataGaLocation":171},"/company/team/e-group/","leadership",{"text":463,"config":464},"Handbook",{"href":465,"dataGaName":466,"dataGaLocation":171},"https://handbook.gitlab.com/","handbook",{"text":468,"config":469},"Investor relations",{"href":470,"dataGaName":471,"dataGaLocation":171},"https://ir.gitlab.com/overview/default.aspx","investor relations",{"text":473,"config":474},"Trust Center",{"href":475,"dataGaName":476,"dataGaLocation":171},"/security/","trust center",{"text":478,"config":479},"AI Transparency Center",{"href":480,"dataGaName":481,"dataGaLocation":171},"/ai-transparency-center/","ai transparency center",{"text":483,"config":484},"Newsletter",{"href":485,"dataGaName":486,"dataGaLocation":171},"/company/contact/#contact-forms","newsletter",{"text":488,"config":489},"Press",{"href":490,"dataGaName":491,"dataGaLocation":171},"/press/","press",{"text":493,"config":494,"menu":495},"Contact us",{"dataNavLevelOne":439},{"type":222,"columns":496},[497],{"items":498},[499,504,509],{"text":500,"config":501},"Talk to sales",{"href":502,"dataGaName":503,"dataGaLocation":171},"/sales/","talk to sales",{"text":505,"config":506},"Support portal",{"href":507,"dataGaName":508,"dataGaLocation":171},"https://support.gitlab.com/hc/en-us","support portal",{"text":510,"config":511},"Customer portal",{"href":512,"dataGaName":513,"dataGaLocation":171},"https://customers.gitlab.com/customers/sign_in/","customer portal",{"close":515,"login":516,"suggestions":523},"Close",{"text":517,"link":518},"To search repositories and projects, login to",{"text":519,"config":520},"gitlab.com",{"href":185,"dataGaName":521,"dataGaLocation":522},"search login","search",{"text":524,"default":525},"Suggestions",[526,528,532,534,538,542],{"text":202,"config":527},{"href":207,"dataGaName":202,"dataGaLocation":522},{"text":529,"config":530},"Code Suggestions (AI)",{"href":531,"dataGaName":529,"dataGaLocation":522},"/solutions/code-suggestions/",{"text":238,"config":533},{"href":240,"dataGaName":238,"dataGaLocation":522},{"text":535,"config":536},"GitLab on AWS",{"href":537,"dataGaName":535,"dataGaLocation":522},"/partners/technology-partners/aws/",{"text":539,"config":540},"GitLab on Google Cloud",{"href":541,"dataGaName":539,"dataGaLocation":522},"/partners/technology-partners/google-cloud-platform/",{"text":543,"config":544},"Why GitLab?",{"href":215,"dataGaName":543,"dataGaLocation":522},{"freeTrial":546,"mobileIcon":551,"desktopIcon":556,"secondaryButton":559},{"text":547,"config":548},"Start free trial",{"href":549,"dataGaName":176,"dataGaLocation":550},"https://gitlab.com/-/trials/new/","nav",{"altText":552,"config":553},"Gitlab Icon",{"src":554,"dataGaName":555,"dataGaLocation":550},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203874/jypbw1jx72aexsoohd7x.svg","gitlab icon",{"altText":552,"config":557},{"src":558,"dataGaName":555,"dataGaLocation":550},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203875/gs4c8p8opsgvflgkswz9.svg",{"text":560,"config":561},"Get Started",{"href":562,"dataGaName":563,"dataGaLocation":550},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com/get-started/","get started",{"freeTrial":565,"mobileIcon":569,"desktopIcon":571},{"text":566,"config":567},"Learn more about GitLab Duo",{"href":207,"dataGaName":568,"dataGaLocation":550},"gitlab duo",{"altText":552,"config":570},{"src":554,"dataGaName":555,"dataGaLocation":550},{"altText":552,"config":572},{"src":558,"dataGaName":555,"dataGaLocation":550},{"button":574,"mobileIcon":579,"desktopIcon":581},{"text":575,"config":576},"/switch",{"href":577,"dataGaName":578,"dataGaLocation":550},"#contact","switch",{"altText":552,"config":580},{"src":554,"dataGaName":555,"dataGaLocation":550},{"altText":552,"config":582},{"src":583,"dataGaName":555,"dataGaLocation":550},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1773335277/ohhpiuoxoldryzrnhfrh.png",{"freeTrial":585,"mobileIcon":590,"desktopIcon":592},{"text":586,"config":587},"Back to pricing",{"href":320,"dataGaName":588,"dataGaLocation":550,"icon":589},"back to pricing","GoBack",{"altText":552,"config":591},{"src":554,"dataGaName":555,"dataGaLocation":550},{"altText":552,"config":593},{"src":558,"dataGaName":555,"dataGaLocation":550},{"title":595,"titleMobile":596,"button":597,"config":602},"Duo Agent Platform delivers 400% ROI, per new Forrester Consulting study.","400% ROI: Forrester TEI for GitLab Duo",{"text":213,"config":598},{"href":599,"dataGaName":600,"dataGaLocation":601},"https://about.gitlab.com/blog/gitlab-duo-agent-platform-delivers-400-percent-roi/","forrester-tei-dap-banner","global-banner",{"layout":603,"disabled":148},"release",{"data":605},{"text":606,"source":607,"edit":613,"contribute":618,"config":623,"items":628,"minimal":837},"Git is a trademark of Software Freedom Conservancy and our use of 'GitLab' is under license",{"text":608,"config":609},"View page source",{"href":610,"dataGaName":611,"dataGaLocation":612},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/","page source","footer",{"text":614,"config":615},"Edit this page",{"href":616,"dataGaName":617,"dataGaLocation":612},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/","web ide",{"text":619,"config":620},"Please contribute",{"href":621,"dataGaName":622,"dataGaLocation":612},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/","please contribute",{"twitter":624,"facebook":625,"youtube":626,"linkedin":627},"https://twitter.com/gitlab","https://www.facebook.com/gitlab","https://www.youtube.com/channel/UCnMGQ8QHMAnVIsI3xJrihhg","https://www.linkedin.com/company/gitlab-com",[629,676,729,773,805],{"title":318,"links":630,"subMenu":645},[631,635,640],{"text":632,"config":633},"View plans",{"href":320,"dataGaName":634,"dataGaLocation":612},"view plans",{"text":636,"config":637},"Why Premium?",{"href":638,"dataGaName":639,"dataGaLocation":612},"/pricing/premium/","why premium",{"text":641,"config":642},"Why Ultimate?",{"href":643,"dataGaName":644,"dataGaLocation":612},"/pricing/ultimate/","why ultimate",[646],{"title":647,"links":648},"Contact Us",[649,652,654,656,661,666,671],{"text":650,"config":651},"Contact sales",{"href":502,"dataGaName":181,"dataGaLocation":612},{"text":505,"config":653},{"href":507,"dataGaName":508,"dataGaLocation":612},{"text":510,"config":655},{"href":512,"dataGaName":513,"dataGaLocation":612},{"text":657,"config":658},"Status",{"href":659,"dataGaName":660,"dataGaLocation":612},"https://status.gitlab.com/","status",{"text":662,"config":663},"Terms of use",{"href":664,"dataGaName":665,"dataGaLocation":612},"/terms/","terms of use",{"text":667,"config":668},"Privacy statement",{"href":669,"dataGaName":670,"dataGaLocation":612},"/privacy/","privacy statement",{"text":672,"config":673},"Cookie preferences",{"dataGaName":674,"dataGaLocation":612,"id":675,"isOneTrustButton":151},"cookie preferences","ot-sdk-btn",{"title":218,"links":677,"subMenu":686},[678,682],{"text":679,"config":680},"DevSecOps platform",{"href":200,"dataGaName":681,"dataGaLocation":612},"devsecops platform",{"text":683,"config":684},"AI-Assisted Development",{"href":207,"dataGaName":685,"dataGaLocation":612},"ai-assisted development",[687],{"title":688,"links":689},"Topics",[690,695,700,704,709,714,719,724],{"text":691,"config":692},"CICD",{"href":693,"dataGaName":694,"dataGaLocation":612},"/topics/ci-cd/","cicd",{"text":696,"config":697},"GitOps",{"href":698,"dataGaName":699,"dataGaLocation":612},"/topics/gitops/","gitops",{"text":160,"config":701},{"href":702,"dataGaName":703,"dataGaLocation":612},"/topics/devops/","devops",{"text":705,"config":706},"Version Control",{"href":707,"dataGaName":708,"dataGaLocation":612},"/topics/version-control/","version control",{"text":710,"config":711},"DevSecOps",{"href":712,"dataGaName":713,"dataGaLocation":612},"/topics/devsecops/","devsecops",{"text":715,"config":716},"Cloud Native",{"href":717,"dataGaName":718,"dataGaLocation":612},"/topics/cloud-native/","cloud native",{"text":720,"config":721},"AI for Coding",{"href":722,"dataGaName":723,"dataGaLocation":612},"/topics/devops/ai-for-coding/","ai for coding",{"text":725,"config":726},"Agentic AI",{"href":727,"dataGaName":728,"dataGaLocation":612},"/topics/agentic-ai/","agentic ai",{"title":730,"links":731},"Solutions",[732,734,736,741,745,748,752,755,757,760,763,768],{"text":262,"config":733},{"href":257,"dataGaName":262,"dataGaLocation":612},{"text":251,"config":735},{"href":234,"dataGaName":235,"dataGaLocation":612},{"text":737,"config":738},"Agile development",{"href":739,"dataGaName":740,"dataGaLocation":612},"/solutions/agile-delivery/","agile delivery",{"text":742,"config":743},"SCM",{"href":247,"dataGaName":744,"dataGaLocation":612},"source code management",{"text":691,"config":746},{"href":240,"dataGaName":747,"dataGaLocation":612},"continuous integration & delivery",{"text":749,"config":750},"Value stream management",{"href":290,"dataGaName":751,"dataGaLocation":612},"value stream management",{"text":696,"config":753},{"href":754,"dataGaName":699,"dataGaLocation":612},"/solutions/gitops/",{"text":300,"config":756},{"href":303,"dataGaName":304,"dataGaLocation":612},{"text":758,"config":759},"Small business",{"href":309,"dataGaName":310,"dataGaLocation":612},{"text":761,"config":762},"Public sector",{"href":315,"dataGaName":316,"dataGaLocation":612},{"text":764,"config":765},"Education",{"href":766,"dataGaName":767,"dataGaLocation":612},"/solutions/education/","education",{"text":769,"config":770},"Financial services",{"href":771,"dataGaName":772,"dataGaLocation":612},"/solutions/finance/","financial services",{"title":323,"links":774},[775,777,779,781,784,786,789,791,793,795,797,799,801,803],{"text":336,"config":776},{"href":338,"dataGaName":339,"dataGaLocation":612},{"text":341,"config":778},{"href":343,"dataGaName":344,"dataGaLocation":612},{"text":346,"config":780},{"href":348,"dataGaName":349,"dataGaLocation":612},{"text":351,"config":782},{"href":353,"dataGaName":783,"dataGaLocation":612},"docs",{"text":374,"config":785},{"href":376,"dataGaName":377,"dataGaLocation":612},{"text":787,"config":788},"What's new",{"href":434,"dataGaName":435,"dataGaLocation":612},{"text":369,"config":790},{"href":371,"dataGaName":372,"dataGaLocation":612},{"text":388,"config":792},{"href":390,"dataGaName":391,"dataGaLocation":612},{"text":396,"config":794},{"href":398,"dataGaName":399,"dataGaLocation":612},{"text":401,"config":796},{"href":403,"dataGaName":404,"dataGaLocation":612},{"text":406,"config":798},{"href":408,"dataGaName":409,"dataGaLocation":612},{"text":411,"config":800},{"href":413,"dataGaName":414,"dataGaLocation":612},{"text":416,"config":802},{"href":418,"dataGaName":419,"dataGaLocation":612},{"text":421,"config":804},{"href":423,"dataGaName":424,"dataGaLocation":612},{"title":437,"links":806},[807,809,811,813,815,817,821,826,828,830,832],{"text":445,"config":808},{"href":447,"dataGaName":439,"dataGaLocation":612},{"text":450,"config":810},{"href":452,"dataGaName":453,"dataGaLocation":612},{"text":458,"config":812},{"href":460,"dataGaName":461,"dataGaLocation":612},{"text":463,"config":814},{"href":465,"dataGaName":466,"dataGaLocation":612},{"text":468,"config":816},{"href":470,"dataGaName":471,"dataGaLocation":612},{"text":818,"config":819},"Sustainability",{"href":820,"dataGaName":818,"dataGaLocation":612},"/sustainability/",{"text":822,"config":823},"Diversity, inclusion and belonging (DIB)",{"href":824,"dataGaName":825,"dataGaLocation":612},"/diversity-inclusion-belonging/","Diversity, inclusion and belonging",{"text":473,"config":827},{"href":475,"dataGaName":476,"dataGaLocation":612},{"text":483,"config":829},{"href":485,"dataGaName":486,"dataGaLocation":612},{"text":488,"config":831},{"href":490,"dataGaName":491,"dataGaLocation":612},{"text":833,"config":834},"Modern Slavery Transparency Statement",{"href":835,"dataGaName":836,"dataGaLocation":612},"https://handbook.gitlab.com/handbook/legal/modern-slavery-act-transparency-statement/","modern slavery transparency statement",{"items":838},[839,842,845],{"text":840,"config":841},"Terms",{"href":664,"dataGaName":665,"dataGaLocation":612},{"text":843,"config":844},"Cookies",{"dataGaName":674,"dataGaLocation":612,"id":675,"isOneTrustButton":151},{"text":846,"config":847},"Privacy",{"href":669,"dataGaName":670,"dataGaLocation":612},[849],{"id":850,"title":851,"body":147,"config":852,"content":854,"description":147,"extension":858,"meta":859,"navigation":151,"path":860,"seo":861,"stem":862,"__hash__":863},"blogAuthors/en-us/blog/authors/taylor-mccaslin.yml","Taylor Mccaslin",{"template":853},"BlogAuthor",{"name":7,"config":855},{"headshot":856,"ctfId":857},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1749667996/Blog/Author%20Headshots/tmccaslin-headshot.png","tmccaslin","yml",{},"/en-us/blog/authors/taylor-mccaslin",{},"en-us/blog/authors/taylor-mccaslin","7SPWjJi2CicE7Or_JC0bA95HjfK2vx1NkcbRlLVcgCk",[865,873,881],{"title":866,"description":867,"heroImage":868,"category":143,"date":869,"authors":870,"slug":872,"externalUrl":147},"How I built a demo generator with GitLab Duo Agent Platform","Demos haven't always looked like this. Looking back over my career, here's how they have evolved. Follow the tutorial to build your own demo and agent.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1765809212/noh0mdfn9o94ry9ykura.png","2026-08-13",[871],"Itzik Gan Baruch","agentic-click-through-demo",{"title":874,"description":875,"heroImage":876,"category":143,"date":877,"authors":878,"slug":880,"externalUrl":147},"How to govern agentic AI, MCPs, and AI code assistants","AI agents can write, push, and deploy without human review at each step. Learn a practical framework for controlling access, permissions, and audit trails.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1785337625/ifzlc2hyzaxhzmjgyymh.png","2026-07-31",[879],"Julie Griffin","govern-agentic-ai-mcps-code-assistants",{"title":882,"description":883,"heroImage":884,"category":143,"date":885,"authors":886,"slug":888,"externalUrl":147},"Claude Opus 5 on GitLab: Reasoning built for the hard tasks","Anthropic’s Claude Opus 5 is now available on GitLab Duo Agent Platform, delivering deeper reasoning without sacrificing speed.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1750099203/Blog/Hero%20Images/Blog/Hero%20Images/blog-image-template-1800x945%20%2820%29_2bJGC5ZP3WheoqzlLT05C5_1750099203484.png","2026-07-27",[887],"Brittany Lutz","claude-opus-5-on-gitlab-duo-agent-platform",{"promotions":890},[891,904,915,927],{"id":892,"categories":893,"header":894,"text":895,"button":896,"image":901},"ai-modernization",[143],"Is AI achieving its promise at scale?","Quiz will take 5 minutes or less",{"text":897,"config":898},"Get your AI maturity score",{"href":899,"dataGaName":900,"dataGaLocation":377},"/assessments/ai-modernization-assessment/","modernization assessment",{"config":902},{"src":903},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1772138786/qix0m7kwnd8x2fh1zq49.png",{"id":905,"categories":906,"header":907,"text":895,"button":908,"image":912},"devops-modernization",[161,713],"Are you just managing tools or shipping innovation?",{"text":909,"config":910},"Get your DevOps maturity score",{"href":911,"dataGaName":900,"dataGaLocation":377},"/assessments/devops-modernization-assessment/",{"config":913},{"src":914},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1772138785/eg818fmakweyuznttgid.png",{"id":916,"categories":917,"header":919,"text":895,"button":920,"image":924},"security-modernization",[918],"security","Are you trading speed for security?",{"text":921,"config":922},"Get your security maturity score",{"href":923,"dataGaName":900,"dataGaLocation":377},"/assessments/security-modernization-assessment/",{"config":925},{"src":926},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1772138786/p4pbqd9nnjejg5ds6mdk.png",{"id":928,"paths":929,"header":932,"text":933,"button":934,"image":939},"github-azure-migration",[930,931],"migration-from-azure-devops-to-gitlab","integrating-azure-devops-scm-and-gitlab","Is your team ready for GitHub's Azure move?","GitHub is already rebuilding around Azure. Find out what it means for you.",{"text":935,"config":936},"See how GitLab compares to GitHub",{"href":937,"dataGaName":938,"dataGaLocation":377},"/compare/gitlab-vs-github/github-azure-migration/","github azure migration",{"config":940},{"src":914},{"header":942,"blurb":943,"button":944,"secondaryButton":949},"Start building faster today","See what your team can do with the intelligent orchestration platform for DevSecOps.\n",{"text":945,"config":946},"Get your free trial",{"href":947,"dataGaName":176,"dataGaLocation":948},"https://gitlab.com/-/trial_registrations/new?glm_content=default-saas-trial&glm_source=about.gitlab.com/","feature",{"text":650,"config":950},{"href":502,"dataGaName":181,"dataGaLocation":948},1786803746937]