[{"data":1,"prerenderedAt":464},["ShallowReactive",2],{"/ai-native-playbook/contributors":3,"playbook-navigation-en-us":436},{"id":4,"title":5,"body":6,"category":6,"config":7,"content":11,"contributors":13,"description":6,"extension":427,"meta":428,"navigation":429,"order":6,"path":430,"playbookType":431,"seo":432,"slug":431,"stem":434,"testContent":6,"type":6,"__hash__":435},"playbookContributors/en-us/ai-native-playbook/contributors.yml","Contributors",null,{"layout":8,"template":9,"showShareLinks":10},"ai-native-playbook","PlaybookContributors",false,{"title":5,"body":12},"\nThis playbook is grounded in the work of engineering leaders and practitioners across the industry. The experts below are cited throughout these pages, mainly as authors of the IT Revolution forum papers we reference. We also draw on interviews and discussions with the SELF community and members of GitLab's Executive Advisory Board, whose input is paraphrased and anonymized in the text. We will add contributors as the playbook grows.\n\n**Want to contribute to the playbook? [Join SELF: The community for engineering leaders navigating the AI era](https://selfcommunity.co/).**\n\n## Forum paper authors\n\nThese practitioners authored the IT Revolution forum papers cited across the playbook.\n\n**[The Sociotechnical Architecture of AI-Enabled Enterprises: Principles, Patterns, and Practices for Human-Governed AI](https://itrevolution.com/product/sociotechnical-architecture-of-ai-enabled-enterprises/):** Ian Eslick, Collin Fox, Amanda Graham, Dr. Suzette Johnson, Charles Lafferty, Tom Kilcommons, Rosalind Radcliffe, Cat Swetel, Annie Vella, Sam Yeats, Dr. Robin Yeman.\n\n**When Coding Is Free, Where Is the Bottleneck? A Guide for Leaders Building Agent-Ready Delivery Systems:** Timothy Cochran, Bryan Finster, Tim Ottersburg, Scott Prugh, Amy Willard.\n\n**Agentic AI and Code Reviews: Toward a Pattern Language for Code Reviews in the Age of Agentic AI:** Zach Davis, Michelle Gill, Elisabeth Hendrickson, Angie Jones, Sha Ma, Randy Shoup, James Wickett.\n\n**Deliberate Compliance: A Field Guide to Owning Your IT Controls:** Clare Hawthorne, Ben Grinnell, Dustin Warner, James Nugent .\n\n**Raising Seniors: Rethinking How We Grow Engineers in the Age of AI:** Kent Beck, Jondavid Black, Cornelia Davis, Shawn Minto, Dan Neff, Ezra Savard, Adam Zimman.\n\n**When Agents Decide: Continuous Decision Intelligence and the Substrate Beneath It:** Adrian Cockcroft, Jeremy Eder, Joseph Enochs, Jenn Spykerman, Brian Wald.\n\n## Community contributors\n\nMuch of the practical advice in this playbook comes from engineering leaders in the SELF community and members of GitLab's Executive Advisory Board who shared how their teams work with agents today.\n",{"experts":14,"others":221},[15,72,98,136,158,194],{"paper":16,"people":17},"The Sociotechnical Architecture of AI-Enabled Enterprises: Principles, Patterns, and Practices for Human-Governed AI",[18,23,28,32,37,42,47,52,57,62,67],{"name":19,"title":20,"config":21},"Ian Eslick","SoFi",{"headshot":22},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791320802/q0qfkh5jqxtyjhwqqxz8.webp",{"name":24,"title":25,"config":26},"Collin Fox","United States Navy",{"headshot":27},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791320842/pftsz6czusxselaakhio.jpg",{"name":29,"config":30},"Amanda Graham",{"headshot":31},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791320885/d01gzz8cn1hpzn2g51ju.jpg",{"name":33,"title":34,"config":35},"Suzette Johnson","Northrop Grumman",{"headshot":36},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790636162/ut9hzo9ue8raogredlkx.jpg",{"name":38,"title":39,"config":40},"Chuck Lafferty","ADP",{"headshot":41},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790627913/lnpc5tiaaxbwm1tbmx4b.png",{"name":43,"title":44,"config":45},"Tom Kilcommons","Newton",{"headshot":46},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791320911/mxioxqcu6kr2xbzk6u8x.webp",{"name":48,"title":49,"config":50},"Rosalind Radcliffe","IBM",{"headshot":51},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791320933/hmdkzkm1luobojedhkgv.jpg",{"name":53,"title":54,"config":55},"Cat Swetel","Nubank",{"headshot":56},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791320955/p767pycd6k2skmu2iyys.webp",{"name":58,"title":59,"config":60},"Annie Vella","Inference Labs",{"headshot":61},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790346004/eng403p6f2erc4cxoyiw.png",{"name":63,"title":64,"config":65},"Sam Yeats","TeamForm",{"headshot":66},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791320978/s0lv9g0ssxzvdwfg05rh.webp",{"name":68,"title":69,"config":70},"Robin Yeman","Leidos",{"headshot":71},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790346149/ff7gsezf7aumk9mhok8x.jpg",{"paper":73,"people":74},"When Coding Is Free, Where Is the Bottleneck? A Guide for Leaders Building Agent-Ready Delivery Systems",[75,79,84,89,93],{"name":76,"config":77},"Timothy Cochran",{"headshot":78},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321092/dky5wlcr3si0dqmfwx1j.webp",{"name":80,"title":81,"config":82},"Bryan Finster","ACI Worldwide",{"headshot":83},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321115/x09ealhlmke9fmemulmy.webp",{"name":85,"title":86,"config":87},"Tim Ottersburg","NRC Health",{"headshot":88},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321134/sqhwjyqu0l6lacg2b97m.png",{"name":90,"title":81,"config":91},"Scott Prugh",{"headshot":92},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790635433/zxghccheau6t5phipgd7.png",{"name":94,"title":95,"config":96},"Amy Willard","John Deere",{"headshot":97},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321154/mdntexwkhwj4hqfhwhoy.jpg",{"paper":99,"people":100},"Agentic AI and Code Reviews: Toward a Pattern Language for Code Reviews in the Age of Agentic AI",[101,106,111,116,121,126,131],{"name":102,"title":103,"config":104},"Zach Davis","CXO.dev",{"headshot":105},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790346051/g3ap85fpxsixztgnsmz7.png",{"name":107,"title":108,"config":109},"Michelle Gill","Engineered by AI",{"headshot":110},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321246/drczr2uu1tjziuzt617m.webp",{"name":112,"title":113,"config":114},"Elisabeth Hendrickson","Curious Duck Digital Laboratory",{"headshot":115},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790283335/vtzpezmiegab5me5z6mv.jpg",{"name":117,"title":118,"config":119},"Angie Jones","The Agentic AI Foundation",{"headshot":120},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790689926/adqgf9ojseozk5vb5mfq.jpg",{"name":122,"title":123,"config":124},"Sha Ma","Topogy",{"headshot":125},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321271/ankf8jvfsrvdnfstobaw.webp",{"name":127,"title":128,"config":129},"Randy Shoup","CircleCI",{"headshot":130},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791320768/nrauh5b5df8zxpac8pik.png",{"name":132,"title":133,"config":134},"James Wickett","DryRun Security",{"headshot":135},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321308/ukwcecqkkzze8eci7m7e.jpg",{"paper":137,"people":138},"Deliberate Compliance: A Field Guide to Owning Your IT Controls",[139,144,149,154],{"name":140,"title":141,"config":142},"Clare Hawthorne","OxerLine Advisory",{"headshot":143},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790346279/xmyvxpm2rgdzlucybmww.jpg",{"name":145,"title":146,"config":147},"Ben Grinnell","Newton Impact",{"headshot":148},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790715084/r47eahhmnqhjc08we9wq.png",{"name":150,"title":151,"config":152},"James Nugent","General Motors",{"headshot":153},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321381/gdoldfmbvlnjzgxog8f7.webp",{"name":155,"title":86,"config":156},"Dustin Warner",{"headshot":157},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321401/h974ffj28ootrllrcfqr.jpg",{"paper":159,"people":160},"Raising Seniors: Rethinking How We Grow Engineers in the Age of AI",[161,165,169,174,179,184,189],{"name":162,"config":163},"Kent Beck",{"headshot":164},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321547/ggo0twno4iardncfhhrf.jpg",{"name":166,"title":34,"config":167},"Jondavid Black",{"headshot":168},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321588/cjxozs0ydq212aoqwodo.webp",{"name":170,"title":171,"config":172},"Cornelia Davis","Temporal Technologies",{"headshot":173},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321609/xlpr54ksqc5goq2qz1cr.webp",{"name":175,"title":176,"config":177},"Shawn Minto","Planview",{"headshot":178},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790689889/ndhpkb4tfjetqbqen0gq.jpg",{"name":180,"title":181,"config":182},"Dan Neff","Adobe",{"headshot":183},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321639/p2psakksru528sbsc0dz.webp",{"name":185,"title":186,"config":187},"Ezra Savard","Netflix",{"headshot":188},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321659/bmafjmjrztkaogbek59h.jpg",{"name":190,"title":191,"config":192},"Adam Zimman","exe",{"headshot":193},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790345913/xkdltizahnql7fgtg1ji.png",{"paper":195,"people":196},"When Agents Decide: Continuous Decision Intelligence and the Substrate Beneath It",[197,202,207,212,217],{"name":198,"title":199,"config":200},"Adrian Cockcroft","OrionX",{"headshot":201},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790260551/y3fkybudiqwcaetr4mgi.png",{"name":203,"title":204,"config":205},"Jeremy Eder","Red Hat",{"headshot":206},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790636349/m5tfrlj3ktds50g1nabb.png",{"name":208,"title":209,"config":210},"Joseph Enochs","Enterprise Vision Technologies",{"headshot":211},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321739/mo2fjtolmxhyhnlmzuar.jpg",{"name":213,"title":214,"config":215},"Jenn Spykerman","DefenseLogic AI",{"headshot":216},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790346228/rbzntw6htf1aovmckyz0.png",{"name":218,"config":219},"Brian Wald",{"headshot":220},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791321764/gw3yzvrmjjcy5r0oxr7t.jpg",[222,227,232,237,242,247,252,257,261,266,271,276,281,286,290,295,300,305,310,315,320,325,330,335,340,345,350,355,360,364,369,374,379,384,389,394,399,404,408,413,418,423],{"name":223,"title":224,"config":225},"Sead Ahmetović","WeAreDevelopers",{"headshot":226},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628662/ipmrneqlk0fpdlymbm4z.png",{"name":228,"title":229,"config":230},"Marcus Altman","Dolby Laboratories",{"headshot":231},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790867349/vb4shgagv88m37lzfgls.png",{"name":233,"title":234,"config":235},"Jason Bales","CACI",{"headshot":236},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790790152/xcmtj5gc9fwvzv4t2sh6.jpg",{"name":238,"title":239,"config":240},"Ludovic Bertrand","JCDecaux",{"headshot":241},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628465/wwjcawh6gixw6pbspq3n.png",{"name":243,"title":244,"config":245},"Grant Best","Options Clearing Corporation",{"headshot":246},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919218/dfcxqvk85jwmfhoyozva.jxl",{"name":248,"title":249,"config":250},"Serdar Bicer","Valven",{"headshot":251},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790867400/kocb8dcqajxbj17dgl4v.png",{"name":253,"title":254,"config":255},"Hari Bodduluri","AARP",{"headshot":256},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790867300/mpihb17nj9glwhct2a20.png",{"name":258,"title":239,"config":259},"Pierre Cheucle",{"headshot":260},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628610/huanbpxprhb4rwvln31n.png",{"name":262,"title":263,"config":264},"David Coomber","Netstock",{"headshot":265},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628163/aq48u1jpfotrt2pfewmm.png",{"name":267,"title":268,"config":269},"Jason Cox","Disney",{"headshot":270},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790788829/mzdoetfndufk1gpla6fr.jpg",{"name":272,"title":273,"config":274},"Chris Daden","Criteria",{"headshot":275},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790867213/pe0qd5nz29tszckawxd0.png",{"name":277,"title":278,"config":279},"Chad Dameworth","Capital Group",{"headshot":280},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919169/xjjqhz1n9ios5jolzz5a.jxl",{"name":282,"title":283,"config":284},"Jeff Davis","Indeed",{"headshot":285},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628340/guexbxb3grixp5nefsga.png",{"name":287,"title":234,"config":288},"Alan Donaldson",{"headshot":289},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791399539/qkzxqca6bzzdx461casl.avif",{"name":291,"title":292,"config":293},"Khalid Elsawaf","Morgan Stanley",{"headshot":294},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919585/frsysvxqgurkwo0ekbbl.jxl",{"name":296,"title":297,"config":298},"Gerhard Eschelbeck","Eschelbeck",{"headshot":299},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790867258/pv141jttlurcz33exkl5.png",{"name":301,"title":302,"config":303},"Fabiana Fernandes","Elsevier",{"headshot":304},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628216/y57uiruu1gvfifckr6fr.png",{"name":306,"title":307,"config":308},"Jeff Gallimore","Excella",{"headshot":309},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628403/afdxbuatrkuoaurkm2bc.png",{"name":311,"title":312,"config":313},"Tom Hashem","Seek Quality, LLC",{"headshot":314},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628717/kuwfzixts23daymotonr.png",{"name":316,"title":317,"config":318},"Bob Hoskins","Xantura",{"headshot":319},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919124/x6afkrfajcytb45xmlfk.jxl",{"name":321,"title":322,"config":323},"Greg Kennedy","UrbanFox",{"headshot":324},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919263/qdibfeg2hkjuzuppu3rs.jxl",{"name":326,"title":327,"config":328},"Mik Kersten","Lymyt",{"headshot":329},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790886564/j8yjdnplf9xg3ih2hayy.png",{"name":331,"title":332,"config":333},"Courtney Kissler Hawkins","Expeditors",{"headshot":334},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628099/zhlljnin7fgj2pzpggp7.jpg",{"name":336,"title":337,"config":338},"Jeremy Kooistra","Hilton",{"headshot":339},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919396/xliopwmwfy3mgfcajbh5.jxl",{"name":341,"title":342,"config":343},"Ram Kothur","Ally",{"headshot":344},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791320716/bvehngt1zpnesy65ih65.png",{"name":346,"title":347,"config":348},"Khaled Lakehal","Hercules Sealing Products",{"headshot":349},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790886520/v68u50xgzvi0wxjfzfiz.png",{"name":351,"title":352,"config":353},"Alyssa Levicky","Hyland",{"headshot":354},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919032/up9kkq510dzyflhr8toe.jxl",{"name":356,"title":357,"config":358},"Bjoern Meyer","Text Control, LLC",{"headshot":359},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790627800/cbubiuzkdnjmxhyz5eas.png",{"name":361,"title":224,"config":362},"Thomas Pamminger",{"headshot":363},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790867441/nlte0zzfynaejni6ibpc.png",{"name":365,"title":366,"config":367},"Owen Parker","Arkana Labs",{"headshot":368},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919643/zvl6onem4zy4mvuusnxu.jxl",{"name":370,"title":371,"config":372},"Opal Perry","easyJet",{"headshot":373},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628511/ibwi10ei4udkkqkfagwq.png",{"name":375,"title":376,"config":377},"John Rauser","Cisco Systems",{"headshot":378},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919486/h916olttj2igdiu1bvhi.jxl",{"name":380,"title":381,"config":382},"Antonio Rojas","Prime AI Consultants",{"headshot":383},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790886452/mjapoo9o31u0ew2oi5gi.png",{"name":385,"title":386,"config":387},"Kaushik Selvaraj","Fidelity Investments",{"headshot":388},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919536/osaplwzlhz45dhsj38ip.jxl",{"name":390,"title":391,"config":392},"Andrew Stellman","O'Reilly",{"headshot":393},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919076/tpqcsi1r8laslclejxms.jxl",{"name":395,"title":396,"config":397},"Cassie Shum","Praxa, Inc",{"headshot":398},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790627977/toetwvvgjhdpwkkmrfv4.png",{"name":400,"title":401,"config":402},"Kishan Thoppae","NexuSphere AI",{"headshot":403},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790697027/if6oi3bojiuktb4erqcr.png",{"name":405,"title":69,"config":406},"Paula Thrasher",{"headshot":407},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628557/az9yhffl4kfxpoye5oba.png",{"name":409,"title":410,"config":411},"Jan van Rooyen","FNBO",{"headshot":412},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919347/nskdbmtyttttu31rftlv.jxl",{"name":414,"title":415,"config":416},"Jason Vella","Tower Insurance",{"headshot":417},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628280/haeuxboq8eu92rps5kyi.png",{"name":419,"title":420,"config":421},"Christina Yakomin","Vanguard",{"headshot":422},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1790628019/mh1aniwc4qqt1mfvf39o.png",{"name":424,"title":366,"config":425},"Jeremy Yeatts",{"headshot":426},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1791919444/ufunxnpddknr1r02a0hf.jxl","yml",{},true,"/en-us/ai-native-playbook/contributors","contributors",{"title":5,"description":433},"This playbook is grounded in the work of engineering leaders and practitioners across the industry.","en-us/ai-native-playbook/contributors","OqR-1CAReacdxYpU2DjIkizX_fMpb9CSC-0RmWkchT4",[437,449,461],{"label":438,"items":439},"Key topics",[440,443,446],{"label":441,"href":442},"Redesigning the work","/ai-native-playbook/topics/redesigning-the-work/",{"label":444,"href":445},"Working with agents","/ai-native-playbook/topics/working-with-agents/",{"label":447,"href":448},"Governing and scaling","/ai-native-playbook/topics/governing-and-scaling/",{"label":450,"items":451},"About",[452,455,458],{"label":453,"href":454},"About the playbook","/ai-native-playbook/about/the-playbook/",{"label":456,"href":457},"What do we mean by \"AI-native\"?","/ai-native-playbook/about/what-is-ai-native/",{"label":459,"href":460},"The AI maturity ladder","/ai-native-playbook/about/maturity-ladder/",{"label":5,"href":462,"items":463},"/ai-native-playbook/contributors/",[],1792668583092]