[{"data":1,"prerenderedAt":113},["ShallowReactive",2],{"/ai-native-playbook":3,"playbook-navigation-en-us":50,"playbook-hub-topics-en-us":79},{"id":4,"title":5,"body":6,"category":6,"config":7,"content":10,"description":6,"extension":41,"meta":42,"navigation":43,"path":44,"playbookType":45,"seo":46,"slug":6,"stem":48,"testContent":6,"type":6,"__hash__":49},"playbookHub/en-us/ai-native-playbook/index.yml","",null,{"layout":8,"template":9},"ai-native-playbook","PlaybookHub",[11,16,18,23,30],{"componentName":12,"componentContent":13},"Hero",{"title":14,"description":15},"The AI-Native Engineering Playbook","A practical guide for software engineering and R&D teams redesigning how they build and ship software with agentic AI – with real-world proven best practices captured from practitioners.",{"componentName":17},"LetterMatrix",{"componentName":19,"componentContent":20},"TopicGrid",{"heading":21,"source":22},"Key topics in AI-native engineering","model",{"componentName":24,"componentContent":25},"ProseSection",{"heading":26,"body":27},"Leading the shift to AI-native engineering",[28,29],"This playbook is about how software engineering and R&D teams are redesigning their practices to build and ship software with agentic AI. As agents take on more of the coding itself, the work shifts to everything around it: finding where delivery actually slows, deciding what people and agents each do best, making the codebase safe for agents to work in, verifying what they produce before it ships, and growing the engineers who now direct them.","Every practice here is grounded in what engineering leaders at GitLab and across our customer community are actually doing, and these pages will keep changing as the practice does, so treat them as a current, shared reference rather than a finished manual.",{"componentName":31,"componentContent":32},"SelfBanner",{"eyebrow":33,"titleAccent":34,"titleRest":35,"description":36,"button":37},"/ software engineering leadership forum","SELF","Program","Thought leadership and community for software engineering leaders navigating the AI era.",{"text":38,"config":39},"Learn more",{"href":40},"https://selfcommunity.co/","yml",{},true,"/en-us/ai-native-playbook","hub",{"title":14,"description":47},"A practical guide for engineering and R&D teams rebuilding how they ship software with agentic AI, drawn from what practitioners are actually doing.","en-us/ai-native-playbook/index","XBR7cNyWc1bTN0UlO7_HkgZhT1t2wQIYrb1KN-u0UF0",[51,63,75],{"label":52,"items":53},"Key topics",[54,57,60],{"label":55,"href":56},"Redesigning the work","/ai-native-playbook/topics/redesigning-the-work/",{"label":58,"href":59},"Working with agents","/ai-native-playbook/topics/working-with-agents/",{"label":61,"href":62},"Governing and scaling","/ai-native-playbook/topics/governing-and-scaling/",{"label":64,"items":65},"About",[66,69,72],{"label":67,"href":68},"About the playbook","/ai-native-playbook/about/the-playbook/",{"label":70,"href":71},"What do we mean by \"AI-native\"?","/ai-native-playbook/about/what-is-ai-native/",{"label":73,"href":74},"The AI maturity ladder","/ai-native-playbook/about/maturity-ladder/",{"label":76,"href":77,"items":78},"Contributors","/ai-native-playbook/contributors/",[],[80,91,102],{"title":55,"titleHref":56,"links":81},[82,85,88],{"label":83,"href":84},"Find the real bottleneck","/ai-native-playbook/topics/redesigning-the-work/find-the-real-bottleneck/",{"label":86,"href":87},"Rework the workflow around agents","/ai-native-playbook/topics/redesigning-the-work/rework-the-workflow-around-agents/",{"label":89,"href":90},"Match the method to the task","/ai-native-playbook/topics/redesigning-the-work/match-the-method-to-the-task/",{"title":58,"titleHref":59,"links":92},[93,96,99],{"label":94,"href":95},"Decide where human judgment stays","/ai-native-playbook/topics/working-with-agents/decide-where-human-judgment-stays/",{"label":97,"href":98},"Earn autonomy with evidence","/ai-native-playbook/topics/working-with-agents/earn-autonomy-with-evidence/",{"label":100,"href":101},"Build human checkpoints into the workflow","/ai-native-playbook/topics/working-with-agents/build-human-checkpoints-into-the-workflow/",{"title":61,"titleHref":62,"links":103},[104,107,110],{"label":105,"href":106},"Make the codebase and its context agent-ready","/ai-native-playbook/topics/governing-and-scaling/make-the-codebase-and-its-context-agent-ready/",{"label":108,"href":109},"Verify what agents produce","/ai-native-playbook/topics/governing-and-scaling/verify-what-agents-produce/",{"label":111,"href":112},"Own your controls and evidence","/ai-native-playbook/topics/governing-and-scaling/own-your-controls-and-evidence/",1792628544077]