{"id":"https://openalex.org/W7128675145","doi":"https://doi.org/10.3390/systems14020197","title":"Optimized to Death: The Hypernetic Law of Experience","display_name":"Optimized to Death: The Hypernetic Law of Experience","publication_year":2026,"publication_date":"2026-02-12","ids":{"openalex":"https://openalex.org/W7128675145","doi":"https://doi.org/10.3390/systems14020197"},"language":"en","primary_location":{"id":"doi:10.3390/systems14020197","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14020197","pdf_url":"https://www.mdpi.com/2079-8954/14/2/197/pdf?version=1770883928","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/14/2/197/pdf?version=1770883928","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080781532","display_name":"Dustin Daniel","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144647","display_name":"C\u00e2mara Municipal de Almada","ror":"https://ror.org/04ym5ed21","country_code":"PT","type":"other","lineage":["https://openalex.org/I4210144647"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Dustin Daniel","raw_affiliation_strings":["Daniel Development Group, 28150 N. Alma School Pkwy, Scottsdale, AZ 85262, USA"],"raw_orcid":"https://orcid.org/0009-0007-9618-5298","affiliations":[{"raw_affiliation_string":"Daniel Development Group, 28150 N. Alma School Pkwy, Scottsdale, AZ 85262, USA","institution_ids":["https://openalex.org/I4210144647"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5080781532"],"corresponding_institution_ids":["https://openalex.org/I4210144647"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17597562,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"2","first_page":"197","last_page":"197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11883","display_name":"Embodied and Extended Cognition","score":0.12409999966621399,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11883","display_name":"Embodied and Extended Cognition","score":0.12409999966621399,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12090","display_name":"Language and cultural evolution","score":0.056699998676776886,"subfield":{"id":"https://openalex.org/subfields/3316","display_name":"Cultural Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12469","display_name":"Chaos, Complexity, and Education","score":0.03680000081658363,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6478999853134155},{"id":"https://openalex.org/keywords/attractor","display_name":"Attractor","score":0.5432999730110168},{"id":"https://openalex.org/keywords/fragility","display_name":"Fragility","score":0.4381999969482422},{"id":"https://openalex.org/keywords/novelty","display_name":"Novelty","score":0.4002000093460083},{"id":"https://openalex.org/keywords/contraction","display_name":"Contraction (grammar)","score":0.384799987077713},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.3361999988555908}],"concepts":[{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6478999853134155},{"id":"https://openalex.org/C164380108","wikidata":"https://www.wikidata.org/wiki/Q507187","display_name":"Attractor","level":2,"score":0.5432999730110168},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47440001368522644},{"id":"https://openalex.org/C80191262","wikidata":"https://www.wikidata.org/wiki/Q5477668","display_name":"Fragility","level":2,"score":0.4381999969482422},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4108000099658966},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.4002000093460083},{"id":"https://openalex.org/C163415756","wikidata":"https://www.wikidata.org/wiki/Q126473","display_name":"Contraction (grammar)","level":2,"score":0.384799987077713},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.3529999852180481},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.3361999988555908},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.33239999413490295},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.3310000002384186},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.32919999957084656},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3149999976158142},{"id":"https://openalex.org/C91852762","wikidata":"https://www.wikidata.org/wiki/Q3307742","display_name":"Fitness landscape","level":3,"score":0.2906000018119812},{"id":"https://openalex.org/C79186407","wikidata":"https://www.wikidata.org/wiki/Q472074","display_name":"Plasticity","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.26489999890327454},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C167393769","wikidata":"https://www.wikidata.org/wiki/Q4680768","display_name":"Adaptive strategies","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.25429999828338623}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/systems14020197","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14020197","pdf_url":"https://www.mdpi.com/2079-8954/14/2/197/pdf?version=1770883928","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b776241a57a9436982b9396e32ede978","is_oa":false,"landing_page_url":"https://doaj.org/article/b776241a57a9436982b9396e32ede978","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"Systems, Vol 14, Iss 2, p 197 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/systems14020197","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14020197","pdf_url":"https://www.mdpi.com/2079-8954/14/2/197/pdf?version=1770883928","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5","score":0.4851638972759247},{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.43870264291763306}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7128675145.pdf","grobid_xml":"https://content.openalex.org/works/W7128675145.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1614346591","https://openalex.org/W1787944530","https://openalex.org/W1968707856","https://openalex.org/W1975097538","https://openalex.org/W1977647750","https://openalex.org/W1988332187","https://openalex.org/W1994616650","https://openalex.org/W1995200202","https://openalex.org/W1995875735","https://openalex.org/W2045716211","https://openalex.org/W2046576036","https://openalex.org/W2052800549","https://openalex.org/W2065035179","https://openalex.org/W2067829962","https://openalex.org/W2072509959","https://openalex.org/W2089413793","https://openalex.org/W2099116831","https://openalex.org/W2105984389","https://openalex.org/W2111030512","https://openalex.org/W2113820953","https://openalex.org/W2115095583","https://openalex.org/W2115900486","https://openalex.org/W2117882329","https://openalex.org/W2119753044","https://openalex.org/W2125605221","https://openalex.org/W2132225640","https://openalex.org/W2134941330","https://openalex.org/W2144981148","https://openalex.org/W2147101023","https://openalex.org/W2149158279","https://openalex.org/W2165594894","https://openalex.org/W2171463101","https://openalex.org/W2397643736","https://openalex.org/W2416241581","https://openalex.org/W2507063185","https://openalex.org/W2791987208","https://openalex.org/W2917445762","https://openalex.org/W2949457836","https://openalex.org/W2963531780","https://openalex.org/W3112608395","https://openalex.org/W3122609859","https://openalex.org/W3157172840","https://openalex.org/W3164005523","https://openalex.org/W3210937066","https://openalex.org/W4233798822","https://openalex.org/W4237718205","https://openalex.org/W4251414049","https://openalex.org/W4313237442","https://openalex.org/W4313545395","https://openalex.org/W4317952825","https://openalex.org/W4367314988","https://openalex.org/W4385201982","https://openalex.org/W4385886409","https://openalex.org/W4400949264","https://openalex.org/W4401042751","https://openalex.org/W4402485265","https://openalex.org/W4405546422","https://openalex.org/W4412766459"],"related_works":[],"abstract_inverted_index":{"The":[0,20],"Hypernetic":[1],"Law":[2,9],"of":[3,10,26,47,79,184],"Experience":[4,11],"(HLE)":[5],"generalizes":[6],"Ashby\u2019s":[7],"neglected":[8],"from":[12],"determinate":[13],"machines":[14],"to":[15,30,76],"stochastic,":[16],"gradient-driven":[17],"adaptive":[18,27],"systems.":[19],"HLE":[21,164],"characterizes":[22],"a":[23,65,170],"persistent":[24],"tendency":[25],"systems":[28,134],"exposed":[29],"sustained":[31],"directional":[32],"experience:":[33],"internal":[34,80],"variety":[35,116],"is":[36,118],"progressively":[37],"consumed,":[38],"and":[39,73,105,109,123,145,165,175,179,188],"system":[40],"trajectories":[41],"converge":[42],"toward":[43],"increasingly":[44],"narrow":[45],"regions":[46],"state":[48],"space,":[49],"even":[50],"when":[51],"local":[52],"transitions":[53],"remain":[54,191],"probabilistic.":[55],"We":[56,129,160],"formalize":[57],"this":[58],"contraction":[59,154],"pressure":[60,72,155],"using":[61],"the":[62,77,153,158,163,166,182],"Rebis":[63,167],"equation,":[64],"discrete-time":[66],"variance-contraction":[67],"dynamic":[68],"that":[69,88,132,162,190],"relates":[70],"optimization":[71],"novelty":[74],"injection":[75],"evolution":[78],"diversity.":[81],"Through":[82],"cross-domain":[83],"comparative":[84],"analysis,":[85],"we":[86],"show":[87,131],"HLE-consistent":[89],"geometry":[90],"appears":[91],"in":[92,98],"biological":[93,133],"evolution,":[94],"recursive":[95],"model":[96],"collapse":[97],"machine":[99],"learning,":[100],"economic":[101],"cycles,":[102],"neural":[103],"plasticity":[104],"habituation,":[106],"linguistic":[107],"convergence,":[108],"institutional":[110],"lock-in.":[111],"In":[112],"these":[113],"domains,":[114],"excessive":[115],"consumption":[117],"associated":[119],"with":[120],"brittle":[121],"attractors":[122],"heightened":[124],"vulnerability":[125],"under":[126,193],"distributional":[127],"shift.":[128],"further":[130],"employ":[135],"countervailing":[136],"mechanisms\u2014such":[137],"as":[138],"sexual":[139],"recombination,":[140],"mutational":[141],"plasticity,":[142],"sleep-driven":[143],"renormalization,":[144],"variance-preserving":[146],"neuromodulation\u2014that":[147],"mitigate,":[148],"but":[149],"do":[150],"not":[151],"eliminate,":[152],"described":[156],"by":[157],"HLE.":[159],"conclude":[161],"equation":[168],"provide":[169],"systems-level":[171],"diagnostic":[172],"for":[173,180],"identifying":[174],"explaining":[176],"optimization-induced":[177],"fragility":[178],"informing":[181],"design":[183],"regulators,":[185],"AI":[186],"architectures,":[187],"institutions":[189],"viable":[192],"drift.":[194]},"counts_by_year":[],"updated_date":"2026-06-16T07:32:37.131356","created_date":"2026-02-13T00:00:00"}
