{"id":"https://openalex.org/W7203679066","doi":"https://doi.org/10.21105/joss.11234","title":"OGX: An Open-Source, Vendor-Neutral Generative AI Application Server","display_name":"OGX: An Open-Source, Vendor-Neutral Generative AI Application Server","publication_year":2026,"publication_date":"2026-11-03","ids":{"openalex":"https://openalex.org/W7203679066","doi":"https://doi.org/10.21105/joss.11234"},"language":"en","primary_location":{"id":"doi:10.21105/joss.11234","doi":"https://doi.org/10.21105/joss.11234","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.11234","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.11234.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["arxiv","crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://joss.theoj.org/papers/10.21105/joss.11234.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024771328","display_name":"Francisco Javier Arceo","orcid":"https://orcid.org/0009-0009-7432-2006","observed_orcids":["https://orcid.org/0009-0009-7432-2006"]},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Francisco Javier Arceo","raw_affiliation_strings":["Red Hat AI, USA"],"raw_orcid":"https://orcid.org/0009-0009-7432-2006","affiliations":[{"raw_affiliation_string":"Red Hat AI, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147432386","display_name":"S\u00e9bastien Han","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S\u00e9bastien Han","raw_affiliation_strings":["Red Hat AI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Red Hat AI, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043830265","display_name":"Matthew Farrellee","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Matthew Farrellee","raw_affiliation_strings":["Independent"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Independent","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147415010","display_name":"Charlie Doern","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Charlie Doern","raw_affiliation_strings":["Red Hat AI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Red Hat AI, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147398139","display_name":"Yuan Tang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuan Tang","raw_affiliation_strings":["Red Hat AI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Red Hat AI, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153478596","display_name":"Derek Higgins","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Derek Higgins","raw_affiliation_strings":["Red Hat AI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Red Hat AI, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135728962","display_name":"Varsha Prasad Narsing","orcid":"https://orcid.org/0009-0006-4421-3632","observed_orcids":["https://orcid.org/0009-0006-4421-3632","https://orcid.org/0000-0002-7934-3393"]},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Varsha Prasad Narsing","raw_affiliation_strings":["Red Hat AI, USA"],"raw_orcid":"https://orcid.org/0009-0006-4421-3632","affiliations":[{"raw_affiliation_string":"Red Hat AI, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069706674","display_name":"Gordon Sim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gordon Sim","raw_affiliation_strings":["Red Hat AI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Red Hat AI, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147403512","display_name":"Sumanth Kamenani","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sumanth Kamenani","raw_affiliation_strings":["Red Hat AI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Red Hat AI, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147429394","display_name":"Ben Browning","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ben Browning","raw_affiliation_strings":["Red Hat AI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Red Hat AI, USA","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041172869","display_name":"Raghotham Murthy","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raghotham Murthy","raw_affiliation_strings":["Meta, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Meta, USA","institution_ids":["https://openalex.org/I4210114444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.55428661,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"127","first_page":"11234","last_page":"11234"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13904","display_name":"Artificial Intelligence Applications","score":0.82669997215271,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13904","display_name":"Artificial Intelligence Applications","score":0.82669997215271,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10028","display_name":"Topic Modeling","score":0.09860000014305115,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10181","display_name":"Natural Language Processing Techniques","score":0.02370000071823597,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/agentic-ai","display_name":"agentic AI","score":0.6570000052452087},{"id":"https://openalex.org/keywords/retrieval-augmented-generation","display_name":"retrieval-augmented generation","score":0.8029999732971191},{"id":"https://openalex.org/keywords/tool-calling","display_name":"tool calling","score":0.8389999866485596},{"id":"https://openalex.org/keywords/kubernetes-operator","display_name":"Kubernetes operator","score":0.6990000009536743},{"id":"https://openalex.org/keywords/python-library","display_name":"Python library","score":0.414000004529953}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7612000107765198},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.7016000151634216},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5415999889373779},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5388000011444092},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.5259000062942505},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4551999866962433},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4481000006198883},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.447299987077713},{"id":"https://openalex.org/C205606062","wikidata":"https://www.wikidata.org/wiki/Q5249645","display_name":"Decoupling (probability)","level":2,"score":0.4000999927520752},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3871000111103058},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.37560001015663147},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3573000133037567},{"id":"https://openalex.org/C164554305","wikidata":"https://www.wikidata.org/wiki/Q71550","display_name":"Application server","level":2,"score":0.3440999984741211},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.34279999136924744},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3278999924659729},{"id":"https://openalex.org/C2777851325","wikidata":"https://www.wikidata.org/wiki/Q7094102","display_name":"Online model","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C11392498","wikidata":"https://www.wikidata.org/wiki/Q11288","display_name":"Web server","level":3,"score":0.2912999987602234},{"id":"https://openalex.org/C139968098","wikidata":"https://www.wikidata.org/wiki/Q3055454","display_name":"Development environment","level":2,"score":0.28060001134872437},{"id":"https://openalex.org/C2776654903","wikidata":"https://www.wikidata.org/wiki/Q2601463","display_name":"SAFER","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27090001106262207},{"id":"https://openalex.org/C99613125","wikidata":"https://www.wikidata.org/wiki/Q165194","display_name":"Application programming interface","level":2,"score":0.2623000144958496},{"id":"https://openalex.org/C108383078","wikidata":"https://www.wikidata.org/wiki/Q7096399","display_name":"Open platform","level":3,"score":0.2614000141620636},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.2590000033378601},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.25690001249313354},{"id":"https://openalex.org/C13743948","wikidata":"https://www.wikidata.org/wiki/Q45842","display_name":"Web crawler","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.21105/joss.11234","doi":"https://doi.org/10.21105/joss.11234","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.11234","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.11234.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2608.14580","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.14580","pdf_url":"https://arxiv.org/pdf/2608.14580","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2608.14580","doi":"https://doi.org/10.48550/arxiv.2608.14580","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2608.14580","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.21105/joss.11234","doi":"https://doi.org/10.21105/joss.11234","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.11234","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.11234.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7203679066.pdf","grobid_xml":"https://content.openalex.org/works/W7203679066.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7213276484","https://openalex.org/W4407017572","https://openalex.org/W7222117911","https://openalex.org/W7151512062","https://openalex.org/W7112110336","https://openalex.org/W6910756169","https://openalex.org/W7104875389","https://openalex.org/W7162698949","https://openalex.org/W3108172579","https://openalex.org/W4415387706"],"abstract_inverted_index":{"OGX":[0,96],"(Open":[1,69],"GenAI":[2],"Stack),":[3],"formerly":[4],"Llama":[5],"Stack":[6,8],"(Llama":[7],"Contributors,":[9,25,87],"2025),":[10],"is":[11],"an":[12],"open-source":[13],"AI":[14],"application":[15,50],"server":[16,46],"and":[17,34,42,55,79,93,97,115],"Python":[18],"library":[19],"with":[20,58],"interchangeable":[21],"backend":[22,103],"providers":[23],"(OGX":[24,86],"2026b).Teams":[26],"building":[27],"retrieval-augmented":[28],"generation":[29],"(RAG)":[30],"pipelines,":[31],"conversational":[32],"agents,":[33],"tool-calling":[35],"workflows":[36],"can":[37],"change":[38],"their":[39],"inference":[40,78],"engine":[41],"vector":[43,80],"database":[44],"through":[45],"configuration":[47],"without":[48],"rewriting":[49],"code.OGX":[51],"implements":[52],"OpenAI,":[53],"Anthropic,":[54],"Google":[56],"APIs,":[57],"the":[59],"Responses":[60,70],"API":[61],"for":[62,104],"server-side":[63],"orchestration":[64],"as":[65,109],"its":[66,98],"primary":[67],"focus":[68],"Community,":[71],"2026).The":[72],"cited":[73],"v1.5.0":[74],"release":[75],"supports":[76],"configurable":[77],"storage":[81],"providers.A":[82],"companion":[83],"Kubernetes":[84],"Operator":[85],"2026a)":[88],"manages":[89],"deployments,":[90],"including":[91],"shared":[92],"per-tenant":[94],"instances.Together,":[95],"operator":[99],"provide":[100],"a":[101],"self-hosted":[102],"AI-powered":[105],"developer":[106],"tools":[107],"such":[108],"Claude":[110],"Code,":[111],"Codex":[112],"CLI,":[113],"OpenCode,":[114],"OpenHands.":[116]},"counts_by_year":[],"updated_date":"2026-11-05T12:25:35.769452","created_date":"2026-08-19T00:00:00"}
