{"id":"https://openalex.org/W7165773863","doi":"https://doi.org/10.1145/3805689.3812421","title":"Open AI in the Wild: Adoption and Adaptation of Open Models on r/LocalLLaMA","display_name":"Open AI in the Wild: Adoption and Adaptation of Open Models on r/LocalLLaMA","publication_year":2026,"publication_date":"2026-06-20","ids":{"openalex":"https://openalex.org/W7165773863","doi":"https://doi.org/10.1145/3805689.3812421"},"language":null,"primary_location":{"id":"pmh:oai:arXiv.org:2606.22211","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2606.22211","pdf_url":"https://arxiv.org/pdf/2606.22211","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"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":null,"raw_type":"text"},"type":"article","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2606.22211","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139297958","display_name":"Woohyeuk Lee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lee, Woohyeuk","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034085206","display_name":"James Howison","orcid":"https://orcid.org/0000-0002-5702-149X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Howison, James","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128801796","display_name":"M. y. Lee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lee, Min Kyung","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5139257545","display_name":"Hanlin Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Hanlin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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":0.933697,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.21240000426769257,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.21240000426769257,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.21089999377727509,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13398","display_name":"Data Analysis with R","score":0.042100001126527786,"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/openness-to-experience","display_name":"Openness to experience","score":0.7910000085830688},{"id":"https://openalex.org/keywords/interdependence","display_name":"Interdependence","score":0.6549999713897705},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.567300021648407},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.5550000071525574},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4731999933719635},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.4596000015735626},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.39430001378059387},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.3873000144958496}],"concepts":[{"id":"https://openalex.org/C84976871","wikidata":"https://www.wikidata.org/wiki/Q2015673","display_name":"Openness to experience","level":2,"score":0.7910000085830688},{"id":"https://openalex.org/C185874996","wikidata":"https://www.wikidata.org/wiki/Q269699","display_name":"Interdependence","level":2,"score":0.6549999713897705},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6050000190734863},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5924999713897705},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.567300021648407},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.5550000071525574},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4731999933719635},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.4596000015735626},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.39430001378059387},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3873000144958496},{"id":"https://openalex.org/C148415826","wikidata":"https://www.wikidata.org/wiki/Q1469997","display_name":"Open innovation","level":2,"score":0.3747999966144562},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3677999973297119},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35670000314712524},{"id":"https://openalex.org/C2776280689","wikidata":"https://www.wikidata.org/wiki/Q936635","display_name":"Community of practice","level":2,"score":0.35359999537467957},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3427000045776367},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.33649998903274536},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.2840999960899353},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C2780535194","wikidata":"https://www.wikidata.org/wiki/Q309901","display_name":"Open data","level":2,"score":0.2757999897003174},{"id":"https://openalex.org/C184356942","wikidata":"https://www.wikidata.org/wiki/Q830382","display_name":"Best practice","level":2,"score":0.26980000734329224},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.2644999921321869},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.25780001282691956},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.2567000091075897},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2540000081062317}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:arXiv.org:2606.22211","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2606.22211","pdf_url":"https://arxiv.org/pdf/2606.22211","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"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":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2606.22211","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2606.22211","pdf_url":"https://arxiv.org/pdf/2606.22211","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"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":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6572673320770264,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G2594442590","display_name":"NRT-AI: Convergent, Responsible, and Ethical Artificial Intelligence Training Experience for Roboticists","funder_award_id":"2125858","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6339156990","display_name":null,"funder_award_id":"DGE-2125858","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320310620","display_name":"University of Texas at Austin","ror":"https://ror.org/00hj54h04"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7165773863.pdf","grobid_xml":"https://content.openalex.org/works/W7165773863.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Existing":[0],"work":[1],"on":[2,7,59],"AI":[3,157],"openness":[4,26,78],"has":[5],"focused":[6],"defining":[8],"what":[9],"technical":[10],"components":[11],"or":[12],"release":[13],"practices":[14],"qualify":[15],"a":[16,54,169],"system":[17],"as":[18,97,119,121,124],"\"open\".":[19],"However,":[20],"less":[21],"is":[22,27],"known":[23],"about":[24],"how":[25,138,175],"understood":[28],"and":[29,37,61,88,101,114,128,141,147,174,181],"put":[30],"into":[31],"practice":[32],"by":[33],"people":[34],"who":[35],"adopt":[36],"adapt":[38,92],"these":[39],"models":[40,65,93],"under":[41,94],"real-world":[42],"constraints.":[43],"In":[44],"this":[45],"paper,":[46],"we":[47,73],"present":[48],"an":[49],"empirical":[50],"study":[51],"of":[52,70,168,172],"r/LocalLLaMA,":[53],"large":[55],"online":[56],"community":[57,71],"centered":[58],"running":[60],"customizing":[62],"open":[63,109,156,189],"foundation":[64],"locally.":[66],"Through":[67],"thematic":[68],"analysis":[69],"discussions,":[72],"find":[74],"that":[75],"members":[76],"conceptualize":[77],"pragmatically":[79],"-":[80],"in":[81,153,188],"relation":[82],"to":[83,91,116,132],"reliability,":[84],"local":[85],"control,":[86],"privacy,":[87],"the":[89,154,166],"ability":[90],"constraints":[95],"such":[96,123],"compute":[98],"resources,":[99],"licensing,":[100],"usability.":[102],"We":[103,135,163],"identify":[104],"key":[105],"motivations":[106],"for":[107,178],"adopting":[108],"models,":[110],"including":[111,143],"autonomy,":[112],"experimentation,":[113],"resistance":[115],"platform":[117],"instability,":[118],"well":[120],"deterrents":[122],"steep":[125],"learning":[126],"curves":[127],"performance":[129],"gaps":[130],"compared":[131],"closed":[133],"systems.":[134],"further":[136],"describe":[137],"shared":[139],"resources":[140],"projects,":[142],"datasets,":[144],"evaluation":[145],"frameworks,":[146],"inference":[148],"tools,":[149],"sustain":[150],"interdependent":[151],"development":[152],"broader":[155],"ecosystem":[158],"beyond":[159],"individual":[160],"model":[161,190],"releases.":[162],"then":[164],"discuss":[165],"implications":[167],"utility-oriented":[170],"view":[171],"openness,":[173],"producer":[176],"support":[177],"downstream":[179],"usability":[180],"infrastructure":[182],"could":[183],"better":[184],"enable":[185],"sustained":[186],"innovation":[187],"ecosystems.":[191]},"counts_by_year":[],"updated_date":"2026-06-26T06:17:10.115597","created_date":"2026-06-25T00:00:00"}
