{"id":"https://openalex.org/W4415971886","doi":"https://doi.org/10.48550/arxiv.2507.05411","title":"AXLearn: Modular, Hardware-Agnostic Large Model Training","display_name":"AXLearn: Modular, Hardware-Agnostic Large Model Training","publication_year":2025,"publication_date":"2025-07-07","ids":{"openalex":"https://openalex.org/W4415971886","doi":"https://doi.org/10.48550/arxiv.2507.05411"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2507.05411","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.05411","pdf_url":"https://arxiv.org/pdf/2507.05411","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2507.05411","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100620072","display_name":"Mark Lee","orcid":"https://orcid.org/0000-0001-6643-4360"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lee, Mark","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102595468","display_name":"Chang Lan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lan, Chang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019477718","display_name":"Tom Gunter","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gunter, Tom","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058487388","display_name":"John Peebles","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peebles, John","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Zhou, Hanzhi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Hanzhi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106715753","display_name":"Kelvin Zou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zou, Kelvin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120284573","display_name":"Sneha Bangalore","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bangalore, Sneha","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027763497","display_name":"Chung\u2010Cheng Chiu","orcid":"https://orcid.org/0000-0001-9729-4778"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chiu, Chung-Cheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005166456","display_name":"Nan Du","orcid":"https://orcid.org/0000-0002-2728-917X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Du, Nan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017048711","display_name":"Xianzhi Du","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Du, Xianzhi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012225484","display_name":"Philipp Dufter","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dufter, Philipp","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Hou, Ruixuan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hou, Ruixuan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056606858","display_name":"Haoshuo Huang","orcid":"https://orcid.org/0000-0003-3945-3632"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Haoshuo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014088530","display_name":"Dongseong Hwang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hwang, Dongseong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100688402","display_name":"Xiang Kong","orcid":"https://orcid.org/0009-0006-3158-1495"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kong, Xiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037899479","display_name":"Jinhao Lei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lei, Jinhao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100707254","display_name":"Tao Lei","orcid":"https://orcid.org/0000-0002-3010-8085"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lei, Tao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102012996","display_name":"Meng Li","orcid":"https://orcid.org/0000-0002-3937-1250"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Meng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008046151","display_name":"LI Li","orcid":"https://orcid.org/0009-0002-1675-0861"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Li","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000747733","display_name":"Jingsheng Lu","orcid":"https://orcid.org/0000-0003-3272-8170"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lu, Jiarui","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101161171","display_name":"Zhiyun Lu","orcid":"https://orcid.org/0000-0001-9488-3366"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lu, Zhiyun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100802666","display_name":"Yiping Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Yiping","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079902855","display_name":"David Qiu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qiu, David","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070828113","display_name":"Vivek Rathod","orcid":"https://orcid.org/0000-0002-7606-4559"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rathod, Vivek","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Tong, Senyu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tong, Senyu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022528389","display_name":"Zhucheng Tu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tu, Zhucheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115597626","display_name":"Jianyu Wang","orcid":"https://orcid.org/0009-0000-3617-8562"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Jianyu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100339992","display_name":"Yongqiang Wang","orcid":"https://orcid.org/0000-0003-2876-5323"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Yongqiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100687845","display_name":"Zirui Wang","orcid":"https://orcid.org/0000-0002-5927-6322"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Zirui","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048093554","display_name":"Floris Weers","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Weers, Floris","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029332910","display_name":"Sam M. Wiseman","orcid":"https://orcid.org/0000-0002-3160-4697"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wiseman, Sam","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111279776","display_name":"Guoli Yin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yin, Guoli","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101722358","display_name":"Bowen Zhang","orcid":"https://orcid.org/0000-0001-9982-2968"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Bowen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069002442","display_name":"Xiyou Zhou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Xiyou","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007943946","display_name":"Danyang Zhuo","orcid":"https://orcid.org/0000-0002-0611-3941"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhuo, Danyang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Leong, Cheng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Leong, Cheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5112901893","display_name":"Ruoming Pang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pang, Ruoming","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":37,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.25940001010894775,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.25940001010894775,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.06800000369548798,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.061900001019239426,"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/modularity","display_name":"Modularity (biology)","score":0.6506999731063843},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.558899998664856},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5238999724388123},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4925000071525574},{"id":"https://openalex.org/keywords/constant","display_name":"Constant (computer programming)","score":0.4546999931335449},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.45419999957084656},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4528000056743622},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.44020000100135803}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6723999977111816},{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.6506999731063843},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.558899998664856},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5338000059127808},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5238999724388123},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4925000071525574},{"id":"https://openalex.org/C2777027219","wikidata":"https://www.wikidata.org/wiki/Q1284190","display_name":"Constant (computer programming)","level":2,"score":0.4546999931335449},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.45419999957084656},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4528000056743622},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.44020000100135803},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.41769999265670776},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4047999978065491},{"id":"https://openalex.org/C129844170","wikidata":"https://www.wikidata.org/wiki/Q41299","display_name":"Quadratic equation","level":2,"score":0.37229999899864197},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.3521000146865845},{"id":"https://openalex.org/C99862985","wikidata":"https://www.wikidata.org/wiki/Q10858068","display_name":"Production line","level":2,"score":0.34860000014305115},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33739998936653137},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.32089999318122864},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.2989000082015991},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.29339998960494995},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.2854999899864197},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2535000145435333}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:2507.05411","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.05411","pdf_url":"https://arxiv.org/pdf/2507.05411","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:doi:10.48550/arxiv.2507.05411","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2507.05411","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2507.05411","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2507.05411","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.05411","pdf_url":"https://arxiv.org/pdf/2507.05411","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"AXLearn":[0,23,61,94,117,137],"is":[1],"a":[2,25],"production":[3],"system":[4],"which":[5],"facilitates":[6],"scalable":[7],"and":[8,30,55,134],"high-performance":[9],"training":[10,81,124],"of":[11,97,103,136],"large":[12],"deep":[13,20],"learning":[14,21],"models.":[15],"Compared":[16],"to":[17,47,50,74,106,122],"other":[18,111],"state-of-art":[19],"systems,":[22],"has":[24],"unique":[26],"focus":[27],"on":[28,57],"modularity":[29],"support":[31],"for":[32],"hardware-agnostic":[33],"training.":[34],"AXLearn's":[35],"internal":[36],"interfaces":[37],"between":[38],"software":[39],"components":[40,46,69],"follow":[41],"strict":[42],"encapsulation,":[43],"allowing":[44],"different":[45,58],"be":[48],"assembled":[49],"facilitate":[51],"rapid":[52],"model":[53],"development":[54,133],"experimentation":[56],"hardware":[59],"infrastructure.":[60],"maintains":[62,118],"constant":[63],"complexity":[64,78],"as":[65,88,108],"we":[66,127],"scale":[67],"the":[68,71,114,132],"in":[70,79,110,131],"system,":[72],"compared":[73,105,121],"linear":[75],"or":[76],"quadratic":[77],"state-of-the-art":[80,123],"systems.":[82,112,125],"This":[83],"allows":[84],"integrating":[85],"features":[86],"such":[87],"Rotary":[89],"Position":[90],"Embeddings":[91],"(RoPE)":[92],"into":[93],"across":[95],"hundred":[96],"modules":[98],"with":[99],"just":[100],"10":[101],"lines":[102],"code,":[104],"hundreds":[107],"required":[109],"At":[113],"same":[115],"time,":[116],"equivalent":[119],"performance":[120],"Finally,":[126],"share":[128],"our":[129],"experience":[130],"operation":[135],"at":[138],"Apple.":[139]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
