{"id":"https://openalex.org/W4404385440","doi":"https://doi.org/10.1145/3698038.3698525","title":"Building AI Agents for Autonomous Clouds: Challenges and Design Principles","display_name":"Building AI Agents for Autonomous Clouds: Challenges and Design Principles","publication_year":2024,"publication_date":"2024-11-14","ids":{"openalex":"https://openalex.org/W4404385440","doi":"https://doi.org/10.1145/3698038.3698525"},"language":"en","primary_location":{"id":"doi:10.1145/3698038.3698525","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3698038.3698525","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Cloud Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3698038.3698525","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088243281","display_name":"Manish Shetty","orcid":"https://orcid.org/0000-0002-8630-3998"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Manish Shetty","raw_affiliation_strings":["University of California, Berkeley"],"affiliations":[{"raw_affiliation_string":"University of California, Berkeley","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084297995","display_name":"Yinfang Chen","orcid":"https://orcid.org/0009-0003-5408-2347"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yinfang Chen","raw_affiliation_strings":["University of Illinois Urbana-Champaign"],"affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017379860","display_name":"Gagan Somashekar","orcid":"https://orcid.org/0000-0001-6949-8685"},"institutions":[{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gagan Somashekar","raw_affiliation_strings":["Microsoft"],"affiliations":[{"raw_affiliation_string":"Microsoft","institution_ids":["https://openalex.org/I4210164937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070950193","display_name":"Minghua Ma","orcid":"https://orcid.org/0000-0002-6303-1731"},"institutions":[{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Minghua Ma","raw_affiliation_strings":["Microsoft"],"affiliations":[{"raw_affiliation_string":"Microsoft","institution_ids":["https://openalex.org/I4210164937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041794289","display_name":"Yogesh Simmhan","orcid":"https://orcid.org/0000-0003-4140-7774"},"institutions":[{"id":"https://openalex.org/I59270414","display_name":"Indian Institute of Science Bangalore","ror":"https://ror.org/04dese585","country_code":"IN","type":"education","lineage":["https://openalex.org/I59270414"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Yogesh Simmhan","raw_affiliation_strings":["Indian Institue of Science"],"affiliations":[{"raw_affiliation_string":"Indian Institue of Science","institution_ids":["https://openalex.org/I59270414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038940425","display_name":"Xuchao Zhang","orcid":"https://orcid.org/0009-0002-1492-0476"},"institutions":[{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xuchao Zhang","raw_affiliation_strings":["Microsoft"],"affiliations":[{"raw_affiliation_string":"Microsoft","institution_ids":["https://openalex.org/I4210164937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011277895","display_name":"Jonathan Mace","orcid":"https://orcid.org/0000-0002-3701-9296"},"institutions":[{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jonathan Mace","raw_affiliation_strings":["Microsoft Research"],"affiliations":[{"raw_affiliation_string":"Microsoft Research","institution_ids":["https://openalex.org/I4210164937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107438807","display_name":"Dax Vandevoorde","orcid":null},"institutions":[{"id":"https://openalex.org/I64506506","display_name":"Agnes Scott College","ror":"https://ror.org/05pgk5e03","country_code":"US","type":"education","lineage":["https://openalex.org/I64506506"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dax Vandevoorde","raw_affiliation_strings":["Agnes Scott College"],"affiliations":[{"raw_affiliation_string":"Agnes Scott College","institution_ids":["https://openalex.org/I64506506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031382622","display_name":"Pedro Las-Casas","orcid":"https://orcid.org/0000-0002-7590-3736"},"institutions":[{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pedro Las-Casas","raw_affiliation_strings":["Microsoft"],"affiliations":[{"raw_affiliation_string":"Microsoft","institution_ids":["https://openalex.org/I4210164937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113395855","display_name":"Shachee Mishra Gupta","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shachee Mishra Gupta","raw_affiliation_strings":["Microsoft"],"affiliations":[{"raw_affiliation_string":"Microsoft","institution_ids":["https://openalex.org/I4210164937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024224291","display_name":"Suman Nath","orcid":"https://orcid.org/0000-0001-7813-9756"},"institutions":[{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Suman Nath","raw_affiliation_strings":["Microsoft Research"],"affiliations":[{"raw_affiliation_string":"Microsoft Research","institution_ids":["https://openalex.org/I4210164937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101967802","display_name":"Chetan Bansal","orcid":"https://orcid.org/0000-0003-0102-8139"},"institutions":[{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chetan Bansal","raw_affiliation_strings":["Microsoft"],"affiliations":[{"raw_affiliation_string":"Microsoft","institution_ids":["https://openalex.org/I4210164937"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5095776884","display_name":"Saravan Rajmohan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Saravan Rajmohan","raw_affiliation_strings":["Microsoft"],"affiliations":[{"raw_affiliation_string":"Microsoft","institution_ids":["https://openalex.org/I4210164937"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5088243281"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":4.7289,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.95506119,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"99","last_page":"110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9753999710083008,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6486237049102783},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3823056221008301},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.3413185477256775},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33298957347869873},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18986719846725464}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6486237049102783},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3823056221008301},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3413185477256775},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33298957347869873},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18986719846725464}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3698038.3698525","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3698038.3698525","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Cloud Computing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3698038.3698525","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3698038.3698525","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Cloud Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1566869360","https://openalex.org/W1968820691","https://openalex.org/W1973883609","https://openalex.org/W2099517310","https://openalex.org/W2104969543","https://openalex.org/W2110514745","https://openalex.org/W2150478767","https://openalex.org/W2368150479","https://openalex.org/W2507664455","https://openalex.org/W2528800812","https://openalex.org/W2529351870","https://openalex.org/W2734941459","https://openalex.org/W2809376319","https://openalex.org/W2895482461","https://openalex.org/W2896963046","https://openalex.org/W2899050079","https://openalex.org/W2901543039","https://openalex.org/W2911282308","https://openalex.org/W2931122162","https://openalex.org/W2942544869","https://openalex.org/W2963999143","https://openalex.org/W2973084513","https://openalex.org/W2979830411","https://openalex.org/W3020610636","https://openalex.org/W3083560262","https://openalex.org/W3086623952","https://openalex.org/W3091053544","https://openalex.org/W3096533337","https://openalex.org/W3137205257","https://openalex.org/W3155877134","https://openalex.org/W3178169350","https://openalex.org/W3217360625","https://openalex.org/W4286239135","https://openalex.org/W4288057803","https://openalex.org/W4308361824","https://openalex.org/W4308643080","https://openalex.org/W4308648323","https://openalex.org/W4312433903","https://openalex.org/W4315783803","https://openalex.org/W4367046692","https://openalex.org/W4383898363","https://openalex.org/W4383898437","https://openalex.org/W4384345635","https://openalex.org/W4385568016","https://openalex.org/W4387321514","https://openalex.org/W4387321636","https://openalex.org/W4389158499","https://openalex.org/W4389158500","https://openalex.org/W4389162037","https://openalex.org/W4391876619","https://openalex.org/W4394946189","https://openalex.org/W4396757495","https://openalex.org/W4400484665","https://openalex.org/W6839719062"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"rapid":[1],"growth":[2],"in":[3,37,61],"the":[4,23,41,89,101,117,125,163,171],"use":[5],"of":[6,16,44,91,103],"Large":[7],"Language":[8],"Models":[9],"(LLMs)":[10],"and":[11,19,53,77,84,93,109,127,154,161,169,177,183],"AI":[12,62],"Agents":[13],"as":[14],"part":[15],"software":[17],"development":[18],"deployment":[20],"is":[21,57,98],"revolutionizing":[22],"information":[24],"technology":[25],"landscape.":[26],"While":[27],"code":[28],"generation":[29],"receives":[30],"significant":[31,50],"attention,":[32],"a":[33,58,121,139,175],"higher-impact":[34],"application":[35],"lies":[36],"using":[38,151],"agents":[39,185],"for":[40,63,106,119,180,186],"operational":[42,72],"resilience":[43],"cloud":[45],"services,":[46],"which":[47,67],"currently":[48],"require":[49],"human":[51,82],"effort":[52],"domain":[54],"knowledge.":[55],"There":[56],"growing":[59],"interest":[60],"IT":[64],"Operations":[65],"(AIOps),":[66],"aims":[68],"to":[69,159,173],"automate":[70],"complex":[71],"tasks,":[73],"like":[74],"fault":[75],"localization":[76],"root":[78],"cause":[79],"analysis,":[80],"reducing":[81],"intervention":[83],"customer":[85],"impact.":[86],"However,":[87],"achieving":[88],"vision":[90,114],"autonomous":[92,187],"self-healing":[94],"clouds":[95],"through":[96],"AIOps":[97,111],"hampered":[99],"by":[100,123],"lack":[102],"standardized":[104],"frameworks":[105],"building,":[107,181],"evaluating,":[108,182],"improving":[110,184],"agents.":[112],"This":[113],"paper":[115],"lays":[116],"groundwork":[118,172],"such":[120],"framework":[122,179],"framing":[124],"requirements":[126],"then":[128],"discussing":[129],"design":[130],"decisions":[131],"that":[132,144],"satisfy":[133],"them.":[134],"We":[135,165],"also":[136],"propose":[137],"AIOpsLab,":[138],"prototype":[140],"implementation":[141],"leveraging":[142],"agent-cloud-interface":[143],"orchestrates":[145],"an":[146,157],"application,":[147],"injects":[148],"real-time":[149],"faults":[150],"chaos":[152],"engineering,":[153],"interfaces":[155],"with":[156],"agent":[158],"localize":[160],"resolve":[162],"faults.":[164],"report":[166],"promising":[167],"results":[168],"lay":[170],"build":[174],"modular":[176],"robust":[178],"clouds.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":13}],"updated_date":"2026-04-22T08:38:42.863108","created_date":"2025-10-10T00:00:00"}
