{"id":"https://openalex.org/W7166891682","doi":"https://doi.org/10.48550/arxiv.2606.31311","title":"From Idea to Prototype in an Afternoon: Scaffolded, AI-Assisted Rapid VA Prototyping","display_name":"From Idea to Prototype in an Afternoon: Scaffolded, AI-Assisted Rapid VA Prototyping","publication_year":2026,"publication_date":"2026-06-30","ids":{"openalex":"https://openalex.org/W7166891682","doi":"https://doi.org/10.48550/arxiv.2606.31311"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.31311","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.31311","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,"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":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.31311","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135566014","display_name":"Gennady Andrienko","orcid":"https://orcid.org/0000-0002-8574-6295"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andrienko, Gennady","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5135634173","display_name":"Natalia Andrienko","orcid":"https://orcid.org/0000-0003-3313-1560"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andrienko, Natalia","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":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":0.4481000006198883,"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":0.4481000006198883,"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/T10799","display_name":"Data Visualization and Analytics","score":0.13600000739097595,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.027699999511241913,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.8359000086784363},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5329999923706055},{"id":"https://openalex.org/keywords/scaffold","display_name":"Scaffold","score":0.4650999903678894},{"id":"https://openalex.org/keywords/rapid-prototyping","display_name":"Rapid prototyping","score":0.367000013589859},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.35679998993873596},{"id":"https://openalex.org/keywords/workflow-technology","display_name":"Workflow technology","score":0.3483000099658966},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.3124000132083893}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8359000086784363},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6902999877929688},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5329999923706055},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5317999720573425},{"id":"https://openalex.org/C89429830","wikidata":"https://www.wikidata.org/wiki/Q735710","display_name":"Scaffold","level":2,"score":0.4650999903678894},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4007999897003174},{"id":"https://openalex.org/C2780395129","wikidata":"https://www.wikidata.org/wiki/Q1128971","display_name":"Rapid prototyping","level":2,"score":0.367000013589859},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.35679998993873596},{"id":"https://openalex.org/C19612761","wikidata":"https://www.wikidata.org/wiki/Q8034836","display_name":"Workflow technology","level":3,"score":0.3483000099658966},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3343000113964081},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.3124000132083893},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C49777639","wikidata":"https://www.wikidata.org/wiki/Q5264354","display_name":"Design language","level":2,"score":0.2922999858856201},{"id":"https://openalex.org/C188220564","wikidata":"https://www.wikidata.org/wiki/Q3325097","display_name":"Workflow engine","level":3,"score":0.2915000021457672},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2872999906539917},{"id":"https://openalex.org/C75795011","wikidata":"https://www.wikidata.org/wiki/Q917904","display_name":"Typology","level":2,"score":0.28519999980926514},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.28360000252723694},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.27790001034736633},{"id":"https://openalex.org/C140824633","wikidata":"https://www.wikidata.org/wiki/Q2808660","display_name":"Workflow management system","level":3,"score":0.27059999108314514},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.25699999928474426}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.31311","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.31311","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,"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":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.31311","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.31311","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,"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":false,"raw_source_name":null,"raw_type":"Preprint"},"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":{"Testing":[0],"a":[1,12,25,28,50,63,73,77,83,87,102,139,143,185,192],"new":[2],"visual-analytics":[3],"idea":[4,42],"usually":[5],"takes":[6],"months:":[7],"one":[8,39],"needs":[9,184],"to":[10,38,123],"find":[11],"realistic":[13],"data":[14],"set,":[15],"clean":[16],"it,":[17],"and":[18,31,52,82,117,142,166,198],"implement":[19],"an":[20,32,174],"interactive":[21],"prototype.":[22],"We":[23,90,179],"describe":[24],"case":[26],"where":[27],"workflow":[29,79],"language":[30,140],"AI":[33],"assistant":[34,100],"reduced":[35],"this":[36],"effort":[37],"afternoon.":[40],"The":[41,94,105],"under":[43],"test:":[44],"relax":[45],"the":[46,54,67,99,111,128,130,151,182],"Pareto":[47],"frontier":[48],"with":[49],"tolerance":[51],"group":[53],"surviving":[55],"options":[56],"into":[57],"recurring":[58],"types":[59],"--":[60],"``constellations''":[61],"on":[62],"``soft":[64],"sky''.":[65],"Using":[66],"Artifact--Transform":[68],"Workflow":[69],"Language":[70],"(ATWL)":[71],"as":[72],"scaffold,":[74],"we":[75],"obtained":[76],"consistent":[78],"in":[80,86,191],"minutes":[81],"running":[84],"prototype":[85],"few":[88],"hours.":[89],"derive":[91],"three":[92],"lessons.":[93],"scaffold":[95,106,131],"matters:":[96,134],"without":[97],"ATWL":[98],"produced":[101],"naive":[103],"workflow.":[104],"alone":[107],"is":[108,132,195],"not":[109],"enough:":[110],"first":[112],"implementation":[113],"was":[114,121],"only":[115],"average,":[116],"expert":[118],"knowledge":[119,189],"injection":[120],"needed":[122],"reach":[124],"state-of-the-art":[125],"quality.":[126],"Finally,":[127],"way":[129],"used":[133],"controlled":[135],"experiments":[136],"show":[137],"that":[138,153,167,181,194],"definition":[141],"library":[144],"of":[145,150,187],"examples":[146],"support":[147],"different":[148],"aspects":[149],"task,":[152],"providing":[154],"both":[155,196],"at":[156],"once":[157],"reduces":[158],"quality":[159],"because":[160],"template":[161],"following":[162],"displaces":[163],"creative":[164],"content,":[165],"scaffolds":[168],"work":[169],"best":[170],"when":[171],"introduced":[172],"after":[173],"initial":[175],"unconstrained":[176],"design":[177],"pass.":[178],"argue":[180],"field":[183],"typology":[186],"human":[188],"injection,":[190],"form":[193],"human-editable":[197],"machine-accessible.":[199]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-07-02T00:00:00"}