{"id":"https://openalex.org/W4414129372","doi":"https://doi.org/10.3390/fi17090416","title":"Prompt-Driven and Kubernetes Error Report-Aware Container Orchestration","display_name":"Prompt-Driven and Kubernetes Error Report-Aware Container Orchestration","publication_year":2025,"publication_date":"2025-09-11","ids":{"openalex":"https://openalex.org/W4414129372","doi":"https://doi.org/10.3390/fi17090416"},"language":"en","primary_location":{"id":"doi:10.3390/fi17090416","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17090416","pdf_url":"https://www.mdpi.com/1999-5903/17/9/416/pdf?version=1757584782","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/17/9/416/pdf?version=1757584782","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119593284","display_name":"Niklas Beuter","orcid":"https://orcid.org/0009-0005-1660-8437"},"institutions":[{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Niklas Beuter","raw_affiliation_strings":["Expert Group AI in Applications, Institute for Interactive Systems, L\u00fcbeck University of Applied Sciences, 23562 L\u00fcbeck, Germany"],"raw_orcid":"https://orcid.org/0009-0005-1660-8437","affiliations":[{"raw_affiliation_string":"Expert Group AI in Applications, Institute for Interactive Systems, L\u00fcbeck University of Applied Sciences, 23562 L\u00fcbeck, Germany","institution_ids":["https://openalex.org/I9341345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056467638","display_name":"Andr\u00e9 Drews","orcid":"https://orcid.org/0000-0001-9496-2531"},"institutions":[{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andr\u00e9 Drews","raw_affiliation_strings":["Expert Group AI in Applications, Institute for Interactive Systems, L\u00fcbeck University of Applied Sciences, 23562 L\u00fcbeck, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9496-2531","affiliations":[{"raw_affiliation_string":"Expert Group AI in Applications, Institute for Interactive Systems, L\u00fcbeck University of Applied Sciences, 23562 L\u00fcbeck, Germany","institution_ids":["https://openalex.org/I9341345"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037534749","display_name":"Nane Kratzke","orcid":"https://orcid.org/0000-0001-5130-4969"},"institutions":[{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Nane Kratzke","raw_affiliation_strings":["Expert Group AI in Applications, Institute for Interactive Systems, L\u00fcbeck University of Applied Sciences, 23562 L\u00fcbeck, Germany"],"raw_orcid":"https://orcid.org/0000-0001-5130-4969","affiliations":[{"raw_affiliation_string":"Expert Group AI in Applications, Institute for Interactive Systems, L\u00fcbeck University of Applied Sciences, 23562 L\u00fcbeck, Germany","institution_ids":["https://openalex.org/I9341345"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5037534749"],"corresponding_institution_ids":["https://openalex.org/I9341345"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2532347,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"9","first_page":"416","last_page":"416"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9994999766349792,"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":0.9994999766349792,"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/T10260","display_name":"Software Engineering Research","score":0.9973999857902527,"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"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9970999956130981,"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/orchestration","display_name":"Orchestration","score":0.9150999784469604},{"id":"https://openalex.org/keywords/container","display_name":"Container (type theory)","score":0.8607000112533569},{"id":"https://openalex.org/keywords/devops","display_name":"DevOps","score":0.8292999863624573},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7818999886512756},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.3158999979496002},{"id":"https://openalex.org/keywords/obstacle","display_name":"Obstacle","score":0.31450000405311584}],"concepts":[{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.9150999784469604},{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.8607000112533569},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8532000184059143},{"id":"https://openalex.org/C9903902","wikidata":"https://www.wikidata.org/wiki/Q3025536","display_name":"DevOps","level":3,"score":0.8292999863624573},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7818999886512756},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5383999943733215},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.3158999979496002},{"id":"https://openalex.org/C2776650193","wikidata":"https://www.wikidata.org/wiki/Q264661","display_name":"Obstacle","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C548217200","wikidata":"https://www.wikidata.org/wiki/Q251","display_name":"Java","level":2,"score":0.30320000648498535},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.29760000109672546},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.28290000557899475},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.2745000123977661},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C91071405","wikidata":"https://www.wikidata.org/wiki/Q1413145","display_name":"Program slicing","level":3,"score":0.2685999870300293},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2538999915122986}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/fi17090416","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17090416","pdf_url":"https://www.mdpi.com/1999-5903/17/9/416/pdf?version=1757584782","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:43011ba56b3f42ed82cdf9887b6fb189","is_oa":true,"landing_page_url":"https://doaj.org/article/43011ba56b3f42ed82cdf9887b6fb189","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 17, Iss 9, p 416 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/fi17090416","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17090416","pdf_url":"https://www.mdpi.com/1999-5903/17/9/416/pdf?version=1757584782","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414129372.pdf","grobid_xml":"https://content.openalex.org/works/W4414129372.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1566511039","https://openalex.org/W2936268283","https://openalex.org/W2964273043","https://openalex.org/W2970476646","https://openalex.org/W3207553988","https://openalex.org/W4320890550","https://openalex.org/W4367360181","https://openalex.org/W4385287322","https://openalex.org/W4389479694","https://openalex.org/W4396681111"],"related_works":["https://openalex.org/W3110339796","https://openalex.org/W3135939249","https://openalex.org/W4393889292","https://openalex.org/W4376624698","https://openalex.org/W4403565591","https://openalex.org/W4393743571","https://openalex.org/W4288639410","https://openalex.org/W4288639263","https://openalex.org/W4391835618","https://openalex.org/W4288639245"],"abstract_inverted_index":{"Background:":[0],"Container":[1],"orchestration":[2,15],"systems":[3],"like":[4],"Kubernetes":[5,46,97,146],"rely":[6],"heavily":[7],"on":[8,142],"declarative":[9],"manifest":[10,20,47],"files,":[11],"which":[12],"serve":[13],"as":[14],"blueprints.":[16],"However,":[17],"managing":[18],"these":[19,70],"files":[21,48],"is":[22],"often":[23],"complex":[24],"and":[25,61,76,83,107,148,155],"requires":[26],"substantial":[27],"DevOps":[28,81],"expertise.":[29],"Methodology:":[30],"This":[31,133],"study":[32],"investigates":[33],"the":[34,43,67,123,136],"use":[35],"of":[36,45,69,102,139,152],"Large":[37],"Language":[38],"Models":[39],"(LLMs)":[40],"to":[41,79],"automate":[42],"creation":[44],"from":[49],"natural":[50],"language":[51],"specifications,":[52],"utilizing":[53],"prompt":[54,140,153],"engineering":[55,141],"techniques":[56,154],"within":[57],"an":[58],"innovative":[59],"error-":[60],"warning-report\u2013aware":[62],"refinement":[63],"process.":[64],"We":[65],"assess":[66],"capabilities":[68],"LLMs":[71,94,164],"using":[72],"Zero-Shot,":[73],"Few-Shot,":[74],"Prompt-Chaining,":[75],"Self-Refine":[77],"methods":[78],"address":[80],"needs":[82],"support":[84],"fully":[85],"automated":[86,166],"deployment":[87,113,167],"pipelines.":[88],"Results:":[89],"Our":[90],"findings":[91],"show":[92],"that":[93,125],"can":[95],"generate":[96],"manifests":[98],"with":[99],"varying":[100],"levels":[101],"manual":[103],"intervention.":[104],"Notably,":[105],"GPT-4":[106],"GPT-3.5":[108],"demonstrate":[109],"strong":[110],"potential":[111],"for":[112,145,162],"automation.":[114],"Interestingly,":[115],"smaller":[116],"models":[117,127],"sometimes":[118],"outperform":[119],"larger":[120,126],"ones,":[121],"challenging":[122],"assumption":[124],"always":[128],"yield":[129],"better":[130],"results.":[131],"Conclusions:":[132],"research":[134],"highlights":[135],"crucial":[137],"impact":[138],"LLM":[143],"performance":[144],"tasks":[147],"recommends":[149],"further":[150],"exploration":[151],"model":[156],"comparisons,":[157],"outlining":[158],"a":[159],"promising":[160],"path":[161],"integrating":[163],"into":[165],"workflows.":[168]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}