{"id":"https://openalex.org/W7164867810","doi":"https://doi.org/10.1145/3816713.3818808","title":"Deterministic Blackboard Pipelines with Specialized LLM Knowledge Sources: A Generalizable Architecture for Intelligent Multi-Stage Reasoning","display_name":"Deterministic Blackboard Pipelines with Specialized LLM Knowledge Sources: A Generalizable Architecture for Intelligent Multi-Stage Reasoning","publication_year":2026,"publication_date":"2026-06-15","ids":{"openalex":"https://openalex.org/W7164867810","doi":"https://doi.org/10.1145/3816713.3818808"},"language":null,"primary_location":{"id":"doi:10.1145/3816713.3818808","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3816713.3818808","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Conference on Advances in Information Technology","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3816713.3818808","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028817409","display_name":"T. Bass","orcid":"https://orcid.org/0000-0001-9368-6838"},"institutions":[{"id":"https://openalex.org/I55913730","display_name":"Bangkok University","ror":"https://ror.org/002qeva03","country_code":"TH","type":"education","lineage":["https://openalex.org/I55913730"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Tim Bass","raw_affiliation_strings":["Independent Researcher, Bangkok, Bangkok, Thailand"],"raw_orcid":"https://orcid.org/0000-0001-9368-6838","affiliations":[{"raw_affiliation_string":"Independent Researcher, Bangkok, Bangkok, Thailand","institution_ids":["https://openalex.org/I55913730"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5028817409"],"corresponding_institution_ids":["https://openalex.org/I55913730"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.95158386,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10906","display_name":"AI-based Problem Solving and Planning","score":0.3395000100135803,"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"}},"topics":[{"id":"https://openalex.org/T10906","display_name":"AI-based Problem Solving and Planning","score":0.3395000100135803,"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"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.11900000274181366,"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"}},{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.11659999936819077,"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/blackboard-system","display_name":"Blackboard system","score":0.7688999772071838},{"id":"https://openalex.org/keywords/blackboard","display_name":"Blackboard (design pattern)","score":0.7193999886512756},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6148999929428101},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4632999897003174},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.40610000491142273},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.38679999113082886},{"id":"https://openalex.org/keywords/automated-reasoning","display_name":"Automated reasoning","score":0.3765999972820282},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3684999942779541}],"concepts":[{"id":"https://openalex.org/C157273737","wikidata":"https://www.wikidata.org/wiki/Q1753023","display_name":"Blackboard system","level":3,"score":0.7688999772071838},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7441999912261963},{"id":"https://openalex.org/C2778308757","wikidata":"https://www.wikidata.org/wiki/Q23601418","display_name":"Blackboard (design pattern)","level":2,"score":0.7193999886512756},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6148999929428101},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4632999897003174},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41589999198913574},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.40610000491142273},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3919999897480011},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.38679999113082886},{"id":"https://openalex.org/C195344581","wikidata":"https://www.wikidata.org/wiki/Q2555318","display_name":"Automated reasoning","level":2,"score":0.3765999972820282},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3684999942779541},{"id":"https://openalex.org/C2776452267","wikidata":"https://www.wikidata.org/wiki/Q1503443","display_name":"Secrecy","level":2,"score":0.3540000021457672},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.3328000009059906},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.3199999928474426},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.3111000061035156},{"id":"https://openalex.org/C22607594","wikidata":"https://www.wikidata.org/wiki/Q5375150","display_name":"Enabling","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C56397880","wikidata":"https://www.wikidata.org/wiki/Q6044094","display_name":"Intelligent decision support system","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.2741999924182892},{"id":"https://openalex.org/C128838566","wikidata":"https://www.wikidata.org/wiki/Q275603","display_name":"Logic programming","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.2689000070095062},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.2531000077724457},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.25189998745918274}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3816713.3818808","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3816713.3818808","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Conference on Advances in Information Technology","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3816713.3818808","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3816713.3818808","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Conference on Advances in Information Technology","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7771117091178894}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W1968431527","https://openalex.org/W2051768896","https://openalex.org/W2089330946","https://openalex.org/W2158449659","https://openalex.org/W7133238939"],"related_works":[],"abstract_inverted_index":{"Classical":[0],"blackboard":[1,74,190],"architectures":[2],"offer":[3],"powerful":[4],"shared-state":[5],"coordination":[6,86,142],"for":[7,56,202],"multi-agent":[8],"reasoning,":[9],"but":[10],"their":[11],"opportunistic":[12,36],"Knowledge":[13],"Source":[14],"(KS)":[15],"firing":[16],"model":[17],"is":[18,96,113,175],"known":[19],"to":[20],"create":[21],"emergent,":[22],"difficult-to-trace":[23],"execution":[24],"that":[25,90],"limits":[26],"practical":[27,185],"widespread":[28],"adoption.":[29],"This":[30],"paper":[31],"proposes":[32],"a":[33,40,49,57,65,150,178,184],"simplification:":[34],"replace":[35],"KS":[37,47,81,134],"activation":[38],"with":[39,136,192],"deterministic":[41],"pipeline":[42,106,138],"scheduler,":[43],"and":[44,80,126,131,164],"realize":[45],"LLM-based":[46],"as":[48,177],"specialized":[50,168],"Large":[51],"Language":[52],"Model":[53],"(LLM)":[54],"prompted":[55],"distinct":[58],"task":[59],"specialization":[60,82,92],"role.":[61],"The":[62,181],"resulting":[63],"architecture,":[64],"Deterministic":[66],"LLM":[67,91,169,194],"Blackboard":[68],"Pipeline":[69],"(DLBP),":[70],"preserves":[71],"the":[72,97,103,133],"core":[73],"value":[75],"proposition":[76],"of":[77,100,187],"shared":[78],"state":[79],"while":[83],"dramatically":[84],"reducing":[85],"complexity.":[87],"We":[88,145],"argue":[89],"via":[93],"prompt":[94,161],"engineering":[95],"key":[98],"enabler":[99],"domain":[101],"portability:":[102],"same":[104],"five-role":[105],"skeleton":[107],"(Normalizer,":[108],"Proposer,":[109],"Critic,":[110],"Verifier,":[111],"Correlator)":[112],"hypothetically":[114],"mapped":[115],"across":[116,167],"domains":[117],"(cybersecurity,":[118],"medical":[119],"triage,":[120],"financial":[121],"fraud":[122],"detection,":[123],"legal":[124],"discovery,":[125],"industrial":[127],"monitoring)":[128],"by":[129],"substituting":[130],"refining":[132],"prompts,":[135],"minimal":[137],"architecture":[139,182],"modifications":[140],"or":[141],"logic":[143],"changes.":[144],"report":[146],"operational":[147],"validation":[148],"from":[149],"cyber":[151],"situational":[152],"awareness":[153],"instantiation,":[154],"demonstrating":[155],"per-KS":[156],"latency":[157],"profiles,":[158],"fallback":[159],"behavior,":[160],"regression":[162],"recovery,":[163],"cost":[165],"tradeoffs":[166],"roles.":[170],"An":[171],"extended":[172],"case":[173],"study":[174],"available":[176],"companion":[179],"preprint.":[180],"represents":[183],"convergence":[186],"classical":[188],"AI":[189],"principles":[191],"modern":[193],"capabilities,":[195],"yielding":[196],"an":[197],"intelligent":[198],"systems":[199],"pattern":[200],"suitable":[201],"many":[203],"decomposable":[204],"multi-stage":[205],"reasoning":[206],"tasks.":[207]},"counts_by_year":[],"updated_date":"2026-06-16T07:37:23.134862","created_date":"2026-06-16T00:00:00"}
