{"graphSha256":"f29d7b1eedeb88387238d2abda347f810d2179c5fdbead47c3ef48507ab20ca5","node":{"id":"T2729","type":"ficha","title":"Minimum Sufficient Control Architecture for AI Enabled Urban Systems","url":"https://dakleyer.github.io/perspective-beyond/sources/minimum-sufficient-control-architecture-for-ai-enabled-urban-systems-t2729/","original":"https://tegrity.ai/minimum-sufficient-control-architecture-for-ai-enabled-urban-systems/","aliases":[],"clusters":["tegrity"],"tags":["control-minimo","estandares","movilidad"],"summary":"","commit":null,"sourcePath":null,"commitUrl":null,"documentId":"doc-dda05be174434e9a4d","tagWeights":{"control-minimo":0.5385,"estandares":0.2692,"movilidad":0.1923},"reading":"Interoperability is necessary for many AI-enabled urban services, but it does not establish how much coordination or intervention is sufficient to achieve their objectives. Minimum Sufficient Control Architecture (MSCA) addresses this architectural gap. Starting from a city’s legitimately defined outcomes and mandatory constraints, it describes coordination scope C, intervention mechanisms P and enabling means M, including reusable Minimal Interoperability Mechanisms (MIMs). The aim is not maximum sensing or control, but an evidence-supported configuration sufficient within stated operating conditions. This paper develops the argument of FG-AI4SSC input FGAI4SSC-I-097 through interoperability precedents, bounded urban-control examples and a retrospective case study conducted in 2026 of the pre-agentic xSeil system developed in 2016–2017. It distinguishes transferable architectural reasoning from claims that require local validation, and outlines how cities could compare configurations without assuming identical infrastructures or a universal minimum.","readingSource":{"url":"https://tegrity.ai/minimum-sufficient-control-architecture-for-ai-enabled-urban-systems/","section":"Abstract","observed":"2026-11-04","sourceSha256":"d42b3cdcca769e47e173f81128eec0c981c633a74a1a69a7ade9c18f3cd14e31"},"readingSummary":"Interoperability is necessary for many AI-enabled urban services, but it does not establish how much coordination or intervention is sufficient to achieve their objectives.","contextTokens":284},"relations":[["apoyo:T2729:C10","T2729","C10","documenta el concepto","",null,"apoyo",""],["apoyo:T2729:C15","T2729","C15","documenta el concepto","",null,"apoyo",""],["apoyo:T2729:C28","T2729","C28","documenta el concepto","",null,"apoyo",""],["apoyo:T2729:C37","T2729","C37","documenta el concepto","",null,"apoyo",""],["apoyo:T2729:C41","T2729","C41","documenta el concepto","",null,"apoyo",""],["apoyo:T2729:C71","T2729","C71","documenta el concepto","",null,"apoyo",""],["apoyo:T2729:G07","T2729","G07","documenta el concepto","",null,"apoyo",""],["documento:D043","T2729","E1541","candidate transfer","Control rationalization can be framed as comparing sufficient configurations, rather than minimizing procedures before stating the objective.",null,"documento","MSCA es una propuesta de evaluación, no una certificación del caso Middle East. Cumplimiento legal y efectos no observados limitan la comparación."],["documento:D055","U1494","T2729","analogy only","Tuxpan provides a historical comparison for asking which observations are sufficient for a bounded operating objective.",null,"documento","Tuxpan precede al modelo y no lo valida. La frugalidad de sensores no prueba suficiencia de seguridad, cobertura ni interoperabilidad."],["documento:F022","T2729","T1391","candidate transfer","Control burden should be compared among configurations that meet the same objective and evidence obligations, including the human response work they create.",null,"documento","Mínimo es relativo al conjunto evaluado, no óptimo global demostrado; un sistema sin evidencia suficiente no es barato sino no cualificado."],["documento:F047","N1274","T2729","candidate transfer","Team configuration can be assessed against the mission's required capabilities and response obligations before comparing the burden of alternative structures.",null,"documento","MSCA no prescribe una plantilla de personal ni demuestra que el equipo más pequeño sea suficiente o superior."],["documento:G031","GH031","T2729","documented use","The EA–MSCA interface clarifies how qualified evidence can inform control sufficiency while authority and execution remain separately owned.",null,"documento","La interfaz es propuesta pública; su presencia en GitHub no prueba interoperabilidad desplegada."],["documento:R017","E1704","T2729","editorial comparison","For a complementary reading, see [Minimum Sufficient Control Architecture](https://tegrity.ai/minimum-sufficient-control-architecture-for-ai-enabled-urban-systems/).",null,"documento",""],["documento:R097","N1822","T2729","editorial comparison","For a complementary reading, see [A retrospective MSCA reading of xSeil](https://tegrity.ai/minimum-sufficient-control-architecture-for-ai-enabled-urban-systems/).",null,"documento",""],["documento:R100","N2082","T2729","editorial comparison","For a complementary reading, see [Objective-led control assessment](https://tegrity.ai/minimum-sufficient-control-architecture-for-ai-enabled-urban-systems/).",null,"documento",""],["documento:R144","E1953","T2729","editorial comparison","For a complementary reading, see [Minimum Sufficient Control for AI-enabled urban systems](https://tegrity.ai/minimum-sufficient-control-architecture-for-ai-enabled-urban-systems/).",null,"documento",""],["documento:R201","T2729","N2082","editorial comparison","For a complementary reading, see [The historical xSeil scenario-control mechanism](https://jubap.net/xseil-scenario-based-planning-human-governed-computation/).",null,"documento",""],["documento:R202","T2729","E1953","editorial comparison","For a complementary reading, see [The current Mobility OS application route](https://jubap.eu/mobility/).",null,"documento",""],["documento:R203","T2744","T2729","editorial comparison","For a complementary reading, see [The bounded urban-control case](https://tegrity.ai/minimum-sufficient-control-architecture-for-ai-enabled-urban-systems/).",null,"documento",""],["documento:sac-rel-3dd1260cb48dd6","GH031","T2729","referencia de la fuente","La fuente enlaza esta lectura en «1. Purpose and source boundary» con el rótulo «MSCA working paper on Tegrity.AI».","https://github.com/dakleyer/structural-awareness-contributions/blob/a8b627bacad18e288bdc0acfc31e8ca71814bc94/research/ecosystem-awareness/baseline/01B_EA_MSCA_INTERFACE_ANNEX_v0.1.md","documento",""],["documento:sac-rel-78297effc57f52","GH033","T2729","referencia de la fuente","La fuente enlaza esta lectura en «1. Why a joint profile is needed» con el rótulo «MSCA working paper».","https://github.com/dakleyer/structural-awareness-contributions/blob/00ea3174c10a7e7cad84905d5642aa74eba35b18/research/ecosystem-awareness/baseline/01D_EA_MSCA_RA_OPERATION_COMPOSITION_PROFILE_v0.1.md","documento",""],["documento:sac-rel-1dbcec2bd14432","sac-c3831fbc3d853f","T2729","referencia de la fuente","La fuente enlaza esta lectura en «Independent linked corpora» con el rótulo «working paper».","https://github.com/dakleyer/structural-awareness-contributions/blob/ee4e16965fa66b158fe41c081d494ef364a3980b/research/ecosystem-awareness/baseline/README.md","documento",""],["documento:sac-rel-e7fd297561b31e","GH021","T2729","referencia de la fuente","La fuente enlaza esta lectura en «13. Source profiles and provenance» con el rótulo «Minimum Sufficient Control Architecture working paper».","https://github.com/dakleyer/structural-awareness-contributions/blob/135d8ff8b2d953270426f5cda0e77402ed0f81e7/standards/minimum-sufficient-control/00_CANONICAL_MSCA_ARCHITECTURE.md","documento",""],["documento:sac-rel-e3b00b80570dea","S06","T2729","referencia de la fuente","La fuente enlaza esta lectura en «Canonical and source reading route» con el rótulo «Minimum Sufficient Control Architecture working paper».","https://github.com/dakleyer/structural-awareness-contributions/blob/a27679dc451ce2db77432df2b206bb08339b24ef/standards/minimum-sufficient-control/README.md","documento",""],["navigation:position-nav-T1573-T2729","T1573","T2729","lectura enlazada desde el documento","Desde «Tegrity.AI», el enlace «working paper» abre «Minimum Sufficient Control Architecture for AI Enabled Urban Systems».","https://tegrity.ai/","navegacion",""],["navigation:position-nav-E1953-T2729","E1953","T2729","lectura enlazada desde el documento","Desde «Car Evolution Mobility OS», el enlace «Working paper» abre «Minimum Sufficient Control Architecture for AI Enabled Urban Systems».","https://jubap.eu/mobility/","navegacion",""]]}