{"id":"https://openalex.org/W7134062764","doi":"https://doi.org/10.48550/arxiv.2603.04756","title":"MOOSEnger -- a Domain-Specific AI Agent for the MOOSE Ecosystem","display_name":"MOOSEnger -- a Domain-Specific AI Agent for the MOOSE Ecosystem","publication_year":2026,"publication_date":"2026-03-05","ids":{"openalex":"https://openalex.org/W7134062764","doi":"https://doi.org/10.48550/arxiv.2603.04756"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.04756","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128242799","display_name":"Mengnan Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Li, Mengnan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128243336","display_name":"Jason Miller","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Miller, Jason","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039540052","display_name":"Zachary M. Prince","orcid":"https://orcid.org/0000-0003-0288-9643"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Prince, Zachary","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037282372","display_name":"Alexander Lindsay","orcid":"https://orcid.org/0000-0002-6988-2123"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lindsay, Alexander","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5128269280","display_name":"Cody Permann","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Permann, Cody","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5128242799"],"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/T11986","display_name":"Scientific Computing and Data Management","score":0.2492000013589859,"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"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.2492000013589859,"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/T13286","display_name":"Modeling and Simulation Systems","score":0.11749999970197678,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11195","display_name":"Simulation Techniques and Applications","score":0.09629999846220016,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.5809000134468079},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5583000183105469},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5533000230789185},{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.5458999872207642},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5439000129699707},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.46050000190734863},{"id":"https://openalex.org/keywords/plug-in","display_name":"Plug-in","score":0.44020000100135803},{"id":"https://openalex.org/keywords/bounded-function","display_name":"Bounded function","score":0.4050000011920929},{"id":"https://openalex.org/keywords/transient","display_name":"Transient (computer programming)","score":0.376800000667572},{"id":"https://openalex.org/keywords/syntax","display_name":"Syntax","score":0.37599998712539673}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7889000177383423},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5809000134468079},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5583000183105469},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5533000230789185},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.5458999872207642},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5439000129699707},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.46050000190734863},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.45879998803138733},{"id":"https://openalex.org/C4924752","wikidata":"https://www.wikidata.org/wiki/Q184148","display_name":"Plug-in","level":2,"score":0.44020000100135803},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4097999930381775},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.4050000011920929},{"id":"https://openalex.org/C2780799671","wikidata":"https://www.wikidata.org/wiki/Q17087362","display_name":"Transient (computer programming)","level":2,"score":0.376800000667572},{"id":"https://openalex.org/C60048249","wikidata":"https://www.wikidata.org/wiki/Q37437","display_name":"Syntax","level":2,"score":0.37599998712539673},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.36899998784065247},{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.36640000343322754},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.353300005197525},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.31029999256134033},{"id":"https://openalex.org/C2780870223","wikidata":"https://www.wikidata.org/wiki/Q1004415","display_name":"Runtime system","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.30079999566078186},{"id":"https://openalex.org/C164155591","wikidata":"https://www.wikidata.org/wiki/Q2067766","display_name":"Satisfiability modulo theories","level":2,"score":0.2903999984264374},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.28349998593330383},{"id":"https://openalex.org/C2779639559","wikidata":"https://www.wikidata.org/wiki/Q7661178","display_name":"Symbolic execution","level":3,"score":0.2791999876499176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27799999713897705},{"id":"https://openalex.org/C73752529","wikidata":"https://www.wikidata.org/wiki/Q79872","display_name":"Object-oriented programming","level":2,"score":0.27480000257492065},{"id":"https://openalex.org/C145644426","wikidata":"https://www.wikidata.org/wiki/Q169411","display_name":"Unified Modeling Language","level":3,"score":0.27390000224113464},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.27140000462532043},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2703999876976013},{"id":"https://openalex.org/C46743427","wikidata":"https://www.wikidata.org/wiki/Q1341685","display_name":"Inference engine","level":3,"score":0.262800008058548},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.26190000772476196},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.260699987411499},{"id":"https://openalex.org/C2779982483","wikidata":"https://www.wikidata.org/wiki/Q6094420","display_name":"Iterative refinement","level":2,"score":0.25540000200271606},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2549999952316284},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.25380000472068787},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.25189998745918274}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.04756","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2603.04756","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.04756","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:doi:10.48550/arxiv.2603.04756","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"score":0.6297814249992371,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"MOOSEnger":[0,36,193],"is":[1],"a":[2,38,80,113,175,195],"tool-enabled":[3],"AI":[4],"agent":[5,68],"tailored":[6],"to":[7],"the":[8,23,138,142],"Multiphysics":[9],"Object-Oriented":[10],"Simulation":[11],"Environment":[12],"(MOOSE).":[13],"MOOSE":[14,81,139],"cases":[15],"are":[16,131],"specified":[17],"in":[18,141],"HIT":[19,110],"\".i\"":[20],"input":[21,90,96,101],"files;":[22],"large":[24],"object":[25,120],"catalog":[26],"and":[27,33,60,77,92,98,117,134,168,191],"strict":[28],"syntax":[29,128],"make":[30],"initial":[31],"setup":[32],"debugging":[34],"slow.":[35],"offers":[37],"conversational":[39],"workflow":[40],"that":[41,83],"turns":[42],"natural-language":[43],"intent":[44],"into":[45,155],"runnable":[46],"inputs":[47],"by":[48,171],"combining":[49],"retrieval-augmented":[50],"generation":[51],"over":[52,125],"curated":[53],"docs/examples":[54],"with":[55,112,137],"deterministic,":[56],"MOOSE-aware":[57],"parsing,":[58,86],"validation,":[59],"execution":[61,147,197],"tools.":[62],"A":[63],"core-plus-domain":[64],"architecture":[65],"separates":[66],"reusable":[67],"infrastructure":[69],"(configuration,":[70],"registries,":[71],"tool":[72],"dispatch,":[73],"retrieval":[74],"services,":[75],"persistence,":[76],"evaluation)":[78],"from":[79],"plugin":[82],"adds":[84],"HIT-based":[85],"syntax-preserving":[87],"ingestion":[88],"of":[89],"files,":[91],"domain-specific":[93],"utilities":[94],"for":[95,202],"repair":[97],"checking.":[99],"An":[100],"precheck":[102],"pipeline":[103],"removes":[104],"hidden":[105],"formatting":[106],"artifacts,":[107],"fixes":[108],"malformed":[109],"structure":[111],"bounded":[114],"grammar-constrained":[115],"loop,":[116],"resolves":[118],"invalid":[119],"types":[121],"via":[122,144],"similarity":[123],"search":[124],"an":[126,145,203],"application":[127],"registry.":[129],"Inputs":[130],"then":[132],"validated":[133],"optionally":[135],"smoke-tested":[136],"runtime":[140],"loop":[143],"MCP-backed":[146],"backend":[148],"(with":[149],"local":[150],"fallback),":[151],"translating":[152],"solver":[153],"diagnostics":[154],"iterative":[156],"verify-and-correct":[157],"updates.":[158],"Built-in":[159],"evaluation":[160],"reports":[161],"RAG":[162],"metrics":[163],"(faithfulness,":[164],"relevancy,":[165],"context":[166],"precision/recall)":[167],"end-to-end":[169],"success":[170],"actual":[172],"execution.":[173],"On":[174],"125-prompt":[176],"benchmark":[177],"spanning":[178],"diffusion,":[179],"transient":[180],"heat":[181],"conduction,":[182],"solid":[183],"mechanics,":[184],"porous":[185],"flow,":[186],"incompressible":[187],"Navier--Stokes,":[188],"phase":[189],"field":[190],"plasticity,":[192],"achieves":[194],"0.90":[196],"pass":[198],"rate":[199],"versus":[200],"0.06":[201],"LLM-only":[204],"baseline.":[205]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2026-03-07T00:00:00"}
