{"id":"https://openalex.org/W7134853026","doi":"https://doi.org/10.48550/arxiv.2603.07016","title":"SuperSkillsStack: Agency, Domain Knowledge, Imagination, and Taste in Human-AI Design Education","display_name":"SuperSkillsStack: Agency, Domain Knowledge, Imagination, and Taste in Human-AI Design Education","publication_year":2026,"publication_date":"2026-03-07","ids":{"openalex":"https://openalex.org/W7134853026","doi":"https://doi.org/10.48550/arxiv.2603.07016"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.07016","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/A5101856573","display_name":"Qian Huang","orcid":"https://orcid.org/0000-0001-9658-4714"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Huang, Qian","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5033941238","display_name":"King Wang Poon","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Poon, King Wang","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101856573"],"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/T10672","display_name":"Design Education and Practice","score":0.7343000173568726,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.7343000173568726,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13518","display_name":"Architecture and Computational Design","score":0.02329999953508377,"subfield":{"id":"https://openalex.org/subfields/2216","display_name":"Architecture"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10803","display_name":"Innovative Human-Technology Interaction","score":0.02239999920129776,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/generative-grammar","display_name":"Generative grammar","score":0.6234999895095825},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5726000070571899},{"id":"https://openalex.org/keywords/taste","display_name":"Taste","score":0.5360999703407288},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5297999978065491},{"id":"https://openalex.org/keywords/generative-design","display_name":"Generative Design","score":0.5213000178337097},{"id":"https://openalex.org/keywords/design-education","display_name":"Design education","score":0.5194000005722046},{"id":"https://openalex.org/keywords/human-intelligence","display_name":"Human intelligence","score":0.49480000138282776},{"id":"https://openalex.org/keywords/experience-design","display_name":"Experience design","score":0.4169999957084656},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.39169999957084656}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6234999895095825},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5726000070571899},{"id":"https://openalex.org/C8868529","wikidata":"https://www.wikidata.org/wiki/Q124794","display_name":"Taste","level":2,"score":0.5360999703407288},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5297999978065491},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.5213000178337097},{"id":"https://openalex.org/C144229578","wikidata":"https://www.wikidata.org/wiki/Q3467934","display_name":"Design education","level":2,"score":0.5194000005722046},{"id":"https://openalex.org/C105409693","wikidata":"https://www.wikidata.org/wiki/Q5937824","display_name":"Human intelligence","level":2,"score":0.49480000138282776},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4537999927997589},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4431999921798706},{"id":"https://openalex.org/C9496109","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"Experience design","level":3,"score":0.4169999957084656},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.39169999957084656},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36340001225471497},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.36230000853538513},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.33959999680519104},{"id":"https://openalex.org/C2780103759","wikidata":"https://www.wikidata.org/wiki/Q5264375","display_name":"Design science","level":2,"score":0.3278999924659729},{"id":"https://openalex.org/C138852830","wikidata":"https://www.wikidata.org/wiki/Q2292993","display_name":"Design methods","level":2,"score":0.32749998569488525},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.32280001044273376},{"id":"https://openalex.org/C142778471","wikidata":"https://www.wikidata.org/wiki/Q1200670","display_name":"Design thinking","level":2,"score":0.3188000023365021},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.3151000142097473},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.30169999599456787},{"id":"https://openalex.org/C87868495","wikidata":"https://www.wikidata.org/wiki/Q750843","display_name":"Information processing","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C2778712445","wikidata":"https://www.wikidata.org/wiki/Q5264352","display_name":"Design knowledge","level":3,"score":0.2924000024795532},{"id":"https://openalex.org/C120588126","wikidata":"https://www.wikidata.org/wiki/Q1365082","display_name":"Information design","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.27129998803138733},{"id":"https://openalex.org/C133112747","wikidata":"https://www.wikidata.org/wiki/Q7251931","display_name":"Protocol analysis","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.2676999866962433},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C139140526","wikidata":"https://www.wikidata.org/wiki/Q8034614","display_name":"Job design","level":4,"score":0.26249998807907104},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.25519999861717224},{"id":"https://openalex.org/C206674616","wikidata":"https://www.wikidata.org/wiki/Q7038222","display_name":"Program Design Language","level":2,"score":0.25429999828338623},{"id":"https://openalex.org/C2779318504","wikidata":"https://www.wikidata.org/wiki/Q1438035","display_name":"Research design","level":2,"score":0.25110000371932983},{"id":"https://openalex.org/C13854087","wikidata":"https://www.wikidata.org/wiki/Q1061656","display_name":"Interaction design","level":2,"score":0.2502000033855438}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.07016","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2603.07016","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.07016","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2603.07016","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"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":{"This":[0],"study":[1,60,162],"examines":[2],"how":[3,47],"students":[4,79,99,123],"integrate":[5],"generative":[6,37,146],"artificial":[7],"intelligence":[8],"(AI)":[9],"into":[10],"design":[11,43,67,73,89,114,177],"projects":[12],"through":[13],"the":[14,17,84,88,164],"lens":[15],"of":[16,87,166],"SuperSkillsStack":[18],"framework,":[19],"which":[20],"identifies":[21],"four":[22],"key":[23],"human":[24,48,103,159,169],"competencies":[25],"for":[26,158],"effective":[27,173],"human-AI":[28,174],"collaboration:":[29],"Agency,":[30],"Domain":[31,116],"Knowledge,":[32],"Imagination,":[33],"and":[34,95,112,138],"Taste.":[35],"As":[36],"AI":[38,82,128,147],"increasingly":[39],"transforms":[40],"creative":[41],"practice,":[42],"education":[44],"must":[45],"consider":[46],"capabilities":[49,170],"are":[50],"cultivated":[51],"alongside":[52],"technological":[53],"tools.":[54],"Using":[55],"qualitative":[56],"thematic":[57],"analysis,":[58],"this":[59],"analyzes":[61],"reflective":[62],"writings":[63],"from":[64,119],"80":[65],"student":[66],"teams":[68],"participating":[69],"in":[70,127,136,176],"a":[71,133,151,156],"human-centered":[72],"course.":[74],"The":[75,142,161],"findings":[76],"show":[77],"that":[78,145],"primarily":[80,149],"used":[81],"during":[83],"early":[85],"stages":[86],"process,":[90],"including":[91],"brainstorming,":[92],"information":[93],"synthesis,":[94],"problem":[96],"framing.":[97],"However,":[98],"consistently":[100],"relied":[101],"on":[102],"judgment":[104],"to":[105,124,171],"interpret":[106],"contextual":[107],"information,":[108],"validate":[109],"AI-generated":[110],"outputs,":[111],"refine":[113],"solutions.":[115],"knowledge":[117],"derived":[118],"field":[120],"observations":[121],"enabled":[122],"detect":[125],"inaccuracies":[126],"suggestions,":[129],"while":[130],"taste":[131],"played":[132],"critical":[134],"role":[135],"evaluating":[137],"selecting":[139],"meaningful":[140],"ideas.":[141],"results":[143],"suggest":[144],"functions":[148],"as":[150],"cognitive":[152],"accelerator":[153],"rather":[154],"than":[155],"replacement":[157],"creativity.":[160],"highlights":[163],"importance":[165],"cultivating":[167],"higher-order":[168],"support":[172],"collaboration":[175],"education.":[178]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2026-03-11T00:00:00"}
