AppStore2031
research · Edition 2031-2026-08-02
Six plausible 2031 worlds — 2031-2026-08-02
A public AppStore2031 research record. The readable view is generated without changing the preserved source.
Open the exact JSON sourceResearch boundary: Observed evidence, inference, scenario and fictional forecast claims retain the labels used in the source record.
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"variantRetained": "identity, payment and physical-service gating; not used alone to prove the full cognition gate"
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"variantRetained": "citizenship, location and compliance as allocation gates"
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"classification": "true-split",
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"variantRetained": "worker voice, open infrastructure and relational systems as bridges"
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"proposalId": "gamma/W01",
"proposalName": "Bounded Delegation",
"configuration": "C1 reliability ceiling plus supervised work",
"classification": "duplicate-with-variant",
"decision": "merge into W01",
"variantRetained": "clean separation of assistance from authority"
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"proposalId": "gamma/W02",
"proposalName": "Civic Dividend",
"configuration": "C2 transformative cognition plus broad ownership and demand repair",
"classification": "duplicate-with-variant",
"decision": "merge into W02",
"variantRetained": "conjunctive gate and contribution measures"
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"proposalId": "gamma/W03",
"proposalName": "Capital-Led Contraction",
"configuration": "C3 transformative cognition plus concentrated ownership and demand fracture",
"classification": "duplicate-with-variant",
"decision": "merge into W03",
"variantRetained": "explicit capital-investment versus household-demand contradiction"
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"proposalId": "gamma/W04",
"proposalName": "Physical Catch-Up",
"configuration": "C4 bounded planning plus labour-using physical renewal",
"classification": "true-split",
"decision": "merge into W04",
"variantRetained": "grid, buildings, climate and maintenance cycle"
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{
"proposalId": "gamma/W05",
"proposalName": "Continuity Archipelagos",
"configuration": "C5 compounding conflict, climate and cyber failure",
"classification": "true-split",
"decision": "merge into W05",
"variantRetained": "degraded modes, document continuity and unequal recovery"
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{
"proposalId": "gamma/W06",
"proposalName": "Synthetic Social Order",
"configuration": "C6 relational systems become persistent social infrastructure while work is volatile but not obsolete",
"classification": "unique-supported-configuration",
"decision": "retain as W06",
"variantRetained": "platform-governed memory, status, help and substitution harm"
}
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"duplicates": [
"The three C1 proposals describe the same reliability-ceiling world.",
"The three C2 proposals describe the same broad-ownership post-labour closure.",
"The three C3 proposals describe the same concentrated-ownership demand-break closure."
],
"variants": [
"C1 varies in emphasis between liability, craft and public capacity.",
"C2 varies in emphasis between dividends, civic time and physical allocation.",
"C3 varies in emphasis between rents, asset gates and capital-led contraction."
],
"trueSplits": [
"C2 and C3 share a technical shock but have opposite ownership, household-demand, investment, status and legitimacy outcomes; averaging them would erase the decisive choice.",
"C4 and C5 both take physical limits seriously, but C4 coordinates investment and maintenance while C5 compounds failure and security rationing.",
"C1 and C4 both retain paid work, but C1 is caused by a cognition reliability ceiling while C4 has strong bounded planning and a delivery-led build cycle.",
"C6 is driven by persistent relational mediation and institutional substitution, not by the cognition or infrastructure branch alone."
],
"proposalOmissions": [
"Alpha bundles C4 with C5 and has no independent C6 configuration.",
"Beta separates C4 and C5 but has no independent C6 configuration; relational substitution appears inside C3.",
"Gamma contains all six causal shapes, but C4 needs Beta's cooperative ownership and worker-voice branch and C5 needs Beta's explicit corridor allocation branch."
],
"finalOmissions": [
"No evidence supports a separate world based only on health, education, climate, biology or robotics without changing the causal closure; each remains an explicit cross-impact in every retained world.",
"Evidence is insufficient for a seventh configuration in which general-purpose physical autonomy independently becomes the dominant global allocator by July 2031."
]
},
"worldCountRationale": "Six is the minimum sufficient count. Three configurations are irreducible technical-economic closures: constrained complementarity, a broadly shared post-labour settlement and a concentrated post-labour contraction. Two more separate successful labour-using physical renewal from security-driven continuity enclaves. The sixth isolates persistent relational mediation as a social-order driver. Removing any one loses a distinct cause or closure; adding regional or sector variants would duplicate mechanisms already resolved inside every world. W06 is retained only under the explicit placement discriminator: persistent identity-linked memory and switching cost, recurring institutional adoption, synthetic attention or status allocation, and a measured bridge/substitution split with human-capacity displacement must occur together and close a directed reinforcing loop. Otherwise relational mediation collapses into W01, W03, W04 or W05 as a secondary mechanism.",
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"status": "pass",
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"reason": "W01 has its own reliability-ceiling chain, regions, countercase, recovery and dated rejection tests."
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"W03"
],
"reason": "Both join general cross-domain cognition, near-zero cognitive cost, a large paid-work break, ownership-income-transfer-investment-demand transmission and post-work contribution; their opposed closures stay separate."
},
{
"testId": "physical-and-energy-constraints",
"status": "pass",
"worldEvidence": [
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"W02",
"W03",
"W04",
"W05",
"W06"
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"reason": "Every world accounts for chips, compute, power, grids, networks, cooling, water, land, minerals, buildings, machines, maintenance, finance and local permission."
},
{
"testId": "institutional-and-geopolitical-divergence",
"status": "pass",
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"W02",
"W03",
"W04",
"W05",
"W06"
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"reason": "Every world tests audit, courts, standards, procurement, maintenance, remedy, conflict, controls and platform power through nine distinct regional lenses."
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{
"testId": "social-connection-and-meaning",
"status": "pass",
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"W02",
"W03",
"W04",
"W05",
"W06"
],
"reason": "Every world separates loneliness, isolation, living arrangements and mental illness and tests relational-AI help and harm, relationships, trust, agency, care, contribution, status, belonging and time structure."
}
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"decisiveDifference": "reliability ceiling and work-centred income versus conjunctive capability break and broad non-payroll income"
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"pair": "W01/W03",
"decisiveDifference": "supervised complementarity versus near-zero cognition with concentrated rent capture"
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"decisiveDifference": "assurance-limited cognition versus strong bounded planning converted into physical build and maintenance"
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"decisiveDifference": "managed supervised operation versus compounded conflict, cyber and climate continuity failure"
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"decisiveDifference": "work institutions remain the main social allocator versus relational platforms become persistent mediators of routine and status"
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{
"pair": "W02/W03",
"decisiveDifference": "broad ownership and adequate transfers preserve demand versus concentrated ownership and inadequate transfers fracture it"
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{
"pair": "W02/W04",
"decisiveDifference": "paid cognitive work no longer allocates most income versus labour-using physical renewal retains paid work"
},
{
"pair": "W02/W05",
"decisiveDifference": "civic settlement and managed allocation versus hardened emergency corridors and unequal recovery"
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"pair": "W02/W06",
"decisiveDifference": "post-labour civic institutions organise contribution versus platform-mediated relationships dominate amid volatile but continuing work"
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"pair": "W03/W04",
"decisiveDifference": "demand contraction and asset gates versus coordinated public/cooperative investment and staffed services"
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"pair": "W03/W05",
"decisiveDifference": "owner concentration after a cognition shock versus state-security fragmentation after coupled physical and institutional shocks"
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"pair": "W03/W06",
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"pair": "W04/W06",
"decisiveDifference": "physical build cycle organises work and place versus mediated social life organises routine and status"
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"pair": "W05/W06",
"decisiveDifference": "continuity failure and document exclusion versus always-available synthetic attention and captive memory"
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"issue": "cross-domain cognition",
"positions": {
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"W02": "crosses the full conjunctive gate",
"W03": "crosses the same full gate",
"W04": "strong planning but bounded dependable substitution",
"W05": "capability exists unevenly but continuity dominates",
"W06": "persistent relational capability grows without a full post-labour break"
},
"resolution": "Preserve as scenario conditions; do not average or rank."
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{
"issue": "ownership and aggregate demand",
"positions": {
"W02": "broad claims and adequate transfers stabilise demand",
"W03": "concentrated claims and inadequate transfers fracture demand",
"W04": "public, cooperative and private capital funds delivery",
"W05": "security priority allocates scarce capacity",
"W01": "wages remain central",
"W06": "work remains volatile and platform ownership shapes social access"
},
"resolution": "Keep separate because ownership is a causal switch, not a detail."
},
{
"issue": "physical delivery",
"positions": {
"W04": "coordinated catch-up",
"W05": "repeated disruption",
"W02": "rationed but broadly legitimate",
"W03": "asset-gated enclaves",
"W01": "slow bounded diffusion",
"W06": "digital contact cannot deliver embodied care"
},
"resolution": "No world treats cheap cognition as unlimited material abundance."
},
{
"issue": "relational AI",
"positions": {
"W01": "bounded adjunct",
"W02": "bridge into funded human participation",
"W03": "substitute and enclosure risk",
"W04": "bridge attached to staffed local institutions",
"W05": "fragile coordination aid during degradation",
"W06": "persistent mediator with both bridge and substitution paths"
},
"resolution": "Both help and harm remain in every world; no private system guarantees friendship, belonging, treatment or legitimacy."
}
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"Taiwan and advanced semiconductor corridors",
"Arctic, mountain and undersea paths"
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"Conflict-affected and Eastern Mediterranean settings",
"Taiwan and advanced semiconductor corridors",
"Arctic, mountain and undersea paths"
],
"status": "complete"
}
],
"unresolvedEvidenceGaps": [
"No defensible timing or frequency weight exists for transformative cognition by 2031.",
"No economy-wide causal estimate settles jobs, wages, hours, tax bases, ownership returns and total demand after a capability break.",
"No representative global denominator exists for autonomous task-hours, robot interventions or relational-system use.",
"No complete dataset joins compute to locational electricity, water, materials, tariffs, finance, permission and allocation.",
"Long-term cross-cultural evidence cannot yet settle whether relational systems strengthen or displace reciprocal relationships.",
"Belonging, recognised contribution, status and time structure outside paid work lack comparable cross-cultural measures.",
"Clinical, education and climate plans lack consistent delivered-outcome, maintenance, dignity and hidden-work measures.",
"Evidence remains thin for many states in Africa, Latin America, the Gulf, Southeast Asia, small islands and conflict-affected settings, and for Arctic, mountain and undersea paths."
],
"authorAndToolDisclosure": {
"authorRole": "Workflow-separated Stage B synthesis author",
"author": "OpenAI Codex language-model agent",
"method": "Read only the clean brief, hash-bound packet and allowlisted evidence, plus the six hash-recorded fresh proposal files. Used local receipt and content checks, structured comparison and apply_patch.",
"notUsed": [
"web browsing",
"memory",
"git history",
"repository-wide search",
"old worlds",
"needs",
"ontology",
"categories",
"current markets",
"products",
"applications",
"ranks"
],
"humanReviewRequired": true
},
"w06PlacementDiscriminator": {
"purpose": "Decide whether relational mediation is the world-defining causal closure or a secondary mechanism inside another world. This is a placement rule, not a claim that worlds or mechanisms are mutually exclusive.",
"necessaryConjunctiveConfiguration": [
{
"id": "D1-persistent-memory-switching-cost",
"necessaryCondition": "Relational memory is persistent, identity-linked and costly to leave.",
"observables": [
"The system uses person-specific relational history across sessions and settings.",
"Independent user tests measure time, lost history, functional loss and unwanted re-engagement when inspecting, transferring, deleting or leaving memory.",
"Repeat use rises with accumulated history after initial need and access are held separate."
],
"sourceIds": [
"SC-AI03",
"SC-AI04",
"horizon.geopolitics-governance-security.s37"
]
},
{
"id": "D2-institutional-adoption",
"necessaryCondition": "Duty-bearing institutions adopt persistent relational systems for recurring front-door, learning, care, employment or status functions rather than a bounded pilot.",
"observables": [
"Adoption is independently observed in at least three institution types and three regional lenses.",
"Procurement, staffing and handoff records show whether the system supplements people or becomes the default contact route.",
"Institutions retain responsibility; technical adoption alone does not prove legitimate or effective service."
],
"sourceIds": [
"SC-G05",
"SC-G06",
"SC-AI04",
"horizon.health-biotech-demography.hbd-05",
"horizon.education-social-culture.s04"
]
},
{
"id": "D3-synthetic-status-attention-allocation",
"necessaryCondition": "Synthetic systems materially allocate attention, recognition, routine or status across more than one life domain.",
"observables": [
"Longitudinal records distinguish interaction time from who receives visibility, invitations, credentials, priority, recognition or repeated social attention.",
"People report and demonstrate that synthetic memory or platform standing changes access to groups, learning, work or care navigation.",
"Families, faith, neighbourhoods, public space and non-use remain measured counterforces."
],
"sourceIds": [
"SC-G07",
"SC-G08",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23",
"horizon.geopolitics-governance-security.s37"
]
},
{
"id": "D4-human-capacity-displacement-and-bridge-substitution-split",
"necessaryCondition": "The same expansion produces measurable bridge groups and measurable substitution groups, with human capacity displaced in some duty-bearing settings.",
"observables": [
"Studies separate initial loneliness, isolation, household form, mental illness and service scarcity before comparing outcomes.",
"Bridge evidence requires more retained offline participation, reciprocal help or successful human handoff after use.",
"Substitution evidence requires falling staffed contact or reciprocal contact, blocked exit, crisis failure or increasing dependence after use; adoption or self-reported closeness alone does not pass."
],
"sourceIds": [
"SC-G01",
"SC-G02",
"SC-G05",
"SC-AI01",
"SC-AI02",
"SC-WORK-01"
]
}
],
"dominantLoopTest": {
"loop": "Persistent memory raises switching cost and repeat use; repeat use increases personal data and synthetic attention/status; institutional adoption makes that layer the routine route and can displace staffed capacity; reduced human capacity increases dependence on the relational layer.",
"observableDecisionTest": "Place the configuration in W06 only when all D1-D4 are observed, repeated measures support the directed loop rather than mere coexistence, and removing the relational layer or restoring staffed human capacity would break routine or status allocation while the cognition, ownership, physical and continuity conditions are held unchanged.",
"geographyAndInstitutionTest": "The loop must be evidenced across at least three regional lenses and at least three duty-bearing institution types. An evidenced absence keeps W06 from being the set-level placement.",
"mutualExclusivityBoundary": "W06 can coexist with mechanisms from other worlds. The rule selects the dominant causal closure for set distinctness; it does not assert that people, regions or institutions occupy only one mechanism."
},
"secondaryPlacementDecisionRules": [
{
"worldId": "W01",
"relationalMediationRemainsSecondaryWhen": "Persistent memory is portable or bounded; employers, schools, care bodies and public services retain staffed duty-holders and successful human handoff; paid work and supervised practice still allocate most routine and recognised contribution.",
"exactObservables": [
"Staffed contact per caseload does not fall where use expands.",
"Entry and progression pathways remain.",
"Offline participation after use is stable or rising.",
"Switching and deletion work without functional loss."
],
"primaryClosure": "Reliability ceiling, assurance and supervised work."
},
{
"worldId": "W03",
"relationalMediationRemainsSecondaryWhen": "Captive memory and synthetic status track concentrated ownership, labour-income loss and asset-gated service, and would weaken after ownership, income, switching or human-service remedies even if relational capability remained.",
"exactObservables": [
"Owner returns rise while labour income and demand fall.",
"Physical and service access follows assets or credentials.",
"Competition, income or staffing remedies reduce synthetic dependence without a capability reversal."
],
"primaryClosure": "Concentrated ownership and household-demand fracture."
},
{
"worldId": "W04",
"relationalMediationRemainsSecondaryWhen": "Procurement requires staffed care, teaching and local participation; relational systems mainly route people into maintained physical and human services; commissioning, lifecycle maintenance and worker/community authority allocate work and status.",
"exactObservables": [
"Staffed service capacity and progression rise with deployment.",
"Human handoff succeeds.",
"Commissioned infrastructure and maintained outcomes explain regional divergence.",
"Relational memory is inspectable, deletable and non-essential to service rights."
],
"primaryClosure": "Labour-using physical renewal."
},
{
"worldId": "W05",
"relationalMediationRemainsSecondaryWhen": "Use is mainly crisis translation or coordination, falls with power, identity or network disruption, and does not independently allocate durable status; continuity, citizenship, location, repair and document access determine outcomes.",
"exactObservables": [
"Availability tracks grid and network continuity.",
"Repair and portable-rights measures explain service access.",
"Offline human and cash fallbacks dominate during outages.",
"Restoration reduces synthetic dependence without changing relational capability."
],
"primaryClosure": "Security corridor allocation and unequal recovery."
}
],
"finalDecisionRule": "Retain six worlds only if D1-D4 and the dominant-loop test remain a coherent observable configuration. Failure of any necessary conjunct makes relational mediation a cross-impact, not W06's irreducible closure; place the case in W01, W03, W04 or W05 using the matching secondary rule. No frequency or probability follows from placement."
}
},
"worlds": [
{
"authorCreatedWorldId": "W01",
"authorCreatedWorldName": "Supervised Work Systems",
"conditionalClaim": "If cross-domain reliability remains brittle or costly to assure through 2030, and institutions keep a named human responsible for consequential action, machines mainly prepare, check and coordinate work. Paid employment remains the main income, status and time allocator in July 2031, while physical, climate, care and education constraints keep gains local and uneven.",
"probabilityAssigned": false,
"scenarioCoverageTestsServed": [
"constrained-progress",
"physical-and-energy-constraints",
"institutional-and-geopolitical-divergence",
"social-connection-and-meaning"
],
"selectedAtlasVariableIds": [
"V01",
"V02",
"V03",
"V04",
"V06",
"V09",
"V10",
"V11",
"V13",
"V15",
"V16",
"V19",
"V20",
"V21",
"V24",
"V25",
"V26",
"V28",
"V29",
"V30",
"V32"
],
"selectedTransitionMechanismIds": [
"T01",
"T03",
"T04",
"T05",
"T07",
"T09",
"T11",
"T12",
"T13",
"T14",
"T15",
"T16"
],
"excludedHighImpactVariablesWithReasons": [
{
"variableId": "V17",
"reason": "Firm volatility changes who employs people but does not define the reliability ceiling."
},
{
"variableId": "V18",
"reason": "Money rails matter only if delegated commerce crosses a gate that this world withholds."
},
{
"variableId": "V22",
"reason": "Advanced therapies remain exceptional delivery cases rather than a world-defining allocator."
},
{
"variableId": "V23",
"reason": "Biosecurity remains a security cross-impact but no distinct pandemic branch is assumed."
},
{
"variableId": "V31",
"reason": "Carbon provenance shapes projects without changing supervised-work causality."
}
],
"evidenceClaimsWithLabelsAndSourceIds": [
{
"claimId": "W01-E01",
"label": "observation",
"claim": "At the cutoff, agent progress coexists with short dependable horizons, jagged transfer and self-validation gaps.",
"sourceIds": [
"AC-06",
"AC-09",
"src-international-ai-safety-report-2026",
"src-metr-long-tasks-2025"
],
"limitations": "Evaluations overrepresent digital benchmark environments and do not prove failure everywhere."
},
{
"claimId": "W01-E02",
"label": "observation",
"claim": "Exposure measures do not establish realised displacement, and bounded studies show mixed productivity.",
"sourceIds": [
"EWF-04",
"EWF-07",
"SC-WORK-01"
],
"limitations": "Occupation exposure and bounded studies do not settle economy-wide employment."
},
{
"claimId": "W01-E03",
"label": "projection",
"claim": "Growing compute demand meets grid, transformer, water and local-permission constraints.",
"sourceIds": [
"PC-S01",
"PC-S02",
"E05"
],
"limitations": "Projected totals are not commissioned local capacity."
},
{
"claimId": "W01-E04",
"label": "policy-intent",
"claim": "AI rules, public compute, workforce programmes and assurance plans point toward supervised adoption.",
"sourceIds": [
"AC-25",
"AC-30",
"AC-33",
"AC-36"
],
"limitations": "Plans and laws do not prove delivery, enforcement or equity."
},
{
"claimId": "W01-E05",
"label": "inference",
"claim": "Costly review, rescue, security and liability preserve accountable human roles and supervised entry paths.",
"sourceIds": [
"EWF-07",
"src-ilo-exposure-indicators-2026",
"src-who-multimodal-health-guidance-2024"
],
"limitations": "This causal link is inferred, not an observed 2031 result."
},
{
"claimId": "W01-E06",
"label": "scenario-condition",
"claim": "Independent tests do not jointly cross long-task, low-rescue, matched-cost and broad-diffusion gates by 2030.",
"sourceIds": [
"src-oecd-ai-trajectories-2026",
"src-metr-long-tasks-2025"
],
"limitations": "The conjunction is a scenario classifier, not a forecast."
},
{
"claimId": "W01-E07",
"label": "unknown",
"claim": "Net wages, work intensity, entry careers, informal work, unpaid care and relational-system effects remain unsettled.",
"sourceIds": [
"EWF-04",
"EWF-05",
"SC-AI02"
],
"limitations": "No global causal series joins these outcomes."
}
],
"assumptions": [
"Independent audit and liability remain influential.",
"Employers and educators preserve supervised expertise pipelines in some capable systems.",
"No single compound shock destroys managed interdependence everywhere."
],
"unknowns": [
"Whether constrained delegation reflects capability or institutional choice.",
"Whether complementarity improves bargaining or intensifies surveillance.",
"Whether gains finance care, education and climate adaptation.",
"Whether relational systems bridge to people or displace reciprocity for particular groups."
],
"threeHorizons": {
"h1PresentSystem": {
"observedConditionsAtCutoff": [
"Cheap plausible output coexists with expensive warranted completion.",
"Work exposure is not displacement.",
"Power, water, care, education and connectivity are locational."
],
"incumbentStructures": [
"Role-based jobs, licensed professions, schools, hospitals, utilities, courts and firms hold responsibility.",
"Concentrated upstream compute supports plural bounded uses."
],
"bindingConstraints": [
"Independent reliability evidence",
"expert review",
"grid connection",
"water and cooling",
"public finance",
"care and teaching labour",
"appeal and liability"
],
"sourceIds": [
"AC-06",
"EWF-04",
"E05",
"HBD-05"
]
},
"h2Transition": {
"contestedChangesFromCutoffTo2030": [
"Procurement shifts from fluent output to audited completion.",
"Entry roles are rebuilt around supervised field evidence.",
"Climate, health, education and compute projects compete for staff, finance, power and permission."
],
"actorDecisions": [
"Courts and regulators retain human duty-holders.",
"Employers preserve apprenticeships or replace them with monitoring-heavy task work.",
"Utilities allocate connections by locational rules."
],
"infrastructureMilestones": [
"Independent incident registers",
"regional assurance labs",
"degraded-mode public services",
"funded human response behind clinical and learning systems"
],
"branchPoints": [
"Cross-domain reliability remains narrow or becomes reproducible.",
"Review cost falls or absorbs savings.",
"Worker voice improves roles or surveillance intensifies."
],
"reversalsAndFailures": [
"Autonomy claims fail fresh-task replication.",
"Automation-only care or education contracts are withdrawn.",
"Some grid and machine projects lose finance or permission."
],
"sourceIds": [
"src-international-ai-safety-report-2026",
"AC-09",
"EWF-07",
"RSM-13"
]
},
"h3July2031Pattern": {
"dominantConfiguration": "Machine systems are routine collaborators inside bounded workflows; accountable people remain at decision, exception and remedy points.",
"residualH1Systems": [
"Employment, licensing, institutional credentials and place-bound human services remain strong."
],
"normalisedH2Innovations": [
"task-scoped credentials",
"independent assurance",
"supervised practice records",
"offline and degraded public-service routes"
],
"distributionOfBenefitsAndHarms": "Experienced workers and capable institutions gain; junior workers, informal firms and low-capacity regions face weak access or watched work. Good work can support routine and recognition, but employment does not guarantee belonging or mental health.",
"sourceIds": [
"EWF-04",
"horizon.education-social-culture.s04",
"horizon.geopolitics-governance-security.s21",
"SC-WORK-01"
]
},
"backcast": {
"datedMilestones": [
{
"date": "2027-09",
"milestone": "Major buyers require independent completion and recovery evidence."
},
{
"date": "2028-12",
"milestone": "Several broad autonomy claims fail fresh cross-domain replication."
},
{
"date": "2029-09",
"milestone": "Training and bargaining rules attach human progression to assisted workflows."
},
{
"date": "2030-12",
"milestone": "Consequential execution remains scoped to named duty-holders."
}
],
"requiredPreconditions": [
"Independent auditors remain viable.",
"Expertise pipelines survive redesign.",
"Public bodies retain assisted and offline routes."
],
"failedOrAbandonedRoutes": [
"unattended general professional operation",
"synthetic-only replacement of teachers and carers",
"universal machine authority"
]
}
},
"crossImpact": {
"directedImpactEdges": [
{
"from": "V01 limited reliability",
"to": "V02 assurance demand",
"direction": "increases",
"strength": "strong"
},
{
"from": "V02 assurance",
"to": "V16 human responsibility",
"direction": "increases",
"strength": "strong"
},
{
"from": "V04 and V06 scarcity",
"to": "V03 diffusion",
"direction": "reduces",
"strength": "strong"
},
{
"from": "V16 retained work",
"to": "V26 routine and recognition",
"direction": "can support",
"strength": "moderate"
},
{
"from": "V28 climate stress",
"to": "V19 fiscal room",
"direction": "reduces",
"strength": "strong"
}
],
"impactDirectionAndOrdinalStrength": "Strong means world-defining and moderate means material but contingent; neither is a probability or weight.",
"reinforcingLoops": [
"Failure raises assurance cost, slowing diffusion and limiting operational learning.",
"Retained apprenticeships build expertise that improves audit."
],
"balancingLoops": [
"Better bounded tools reduce review burden.",
"Labour shortages increase pressure to delegate."
],
"contradictionsFound": [
"Widespread assistance coexists with limited unattended authority.",
"Retained work can sustain status while increasing surveillance."
],
"reconciliationDecisions": [
"Separate assistance quality from authority.",
"Treat employment as one possible source of meaning, never proof of belonging."
],
"unresolvedContradictions": [
"Whether institutions can afford the human redundancy on which safe bounded delegation depends."
]
},
"causalChain": [
"Reliability and recovery remain costly.",
"Audit, liability and security keep authority scoped.",
"Organisations redesign tasks around supervised assistance.",
"Wages and payroll-linked protection remain central.",
"Care, teaching, maintenance, climate adaptation and security retain human duty.",
"Work structures time and status, while contribution and belonging also depend on family, community and civic institutions.",
"Relational AI sometimes bridges to people and sometimes substitutes for reciprocal contact.",
"Physical and fiscal limits keep outcomes regionally uneven."
],
"physicalConsistency": {
"computeAndChips": "Concentrated capacity is rationed to bounded work.",
"electricityAndGrids": "Connection queues and equipment lead times cap loads.",
"networks": "Patchwork connectivity requires offline fallback.",
"coolingWaterLandMinerals": "Permits and allocation reject some sites; efficiency does not cancel rebound.",
"buildingsMachines": "Specialised machines spread in prepared sites, not universally.",
"maintenance": "Technicians, spares and safe access are operating costs.",
"finance": "Budgets choose among tools, staff and resilient infrastructure.",
"localPermission": "Utilities, planners, workers and communities can delay or veto."
},
"institutionalConsistency": "Technical scope cannot exceed audit, courts, standards, procurement, maintenance, security and remedy capacity; lower-capacity institutions retain manual routes.",
"distributionalConsistency": "Compute owners and verified experts gain unless worker voice and public access diffuse benefits; informal and disconnected groups may receive cheap output without warranted completion.",
"rightsAndRemedy": "Consequential decisions need a named duty-holder, notice, records, human appeal, suspension power and offline alternatives.",
"whoAuthorisesPaysOwnsBenefitsBearsRiskPerformsHiddenWorkAndCanAppealOrVeto": {
"authorises": "courts, regulators, professional bodies, employers and public procurers",
"pays": "firms, taxpayers, users and ratepayers under disclosed upgrade rules",
"owns": "concentrated compute and models plus mixed public and worker records",
"benefits": "experienced workers, prepared firms and capable jurisdictions",
"bearsRisk": "junior workers, informal users, ratepayers and screened people",
"performsHiddenWork": "reviewers, data stewards, carers, teachers, technicians and appeal staff",
"canAppealOrVeto": "affected people through human appeal; regulators, workers, utilities and local authorities through suspension or veto"
},
"domainIntegration": {
"physicalAndEnergy": "All material inputs and maintenance remain bounded.",
"climate": "Adaptation demand competes for workers, finance, power and materials.",
"health": "Clinical systems require governed workflows, staff and remedy.",
"governance": "Audit, courts, procurement and state capacity determine scope.",
"education": "Teachers and supervised practice remain central; fluent output weakens output-only assessment.",
"security": "Cyber, identity, strategic controls and degraded modes limit authority."
},
"socialConnectionAndMeaning": {
"explicitDistinctions": "Loneliness is a painful feeling about relationships; social isolation means few contacts or little participation; living alone is a household arrangement; mental illness is a health condition. None proves another.",
"relationalAIHelpRoute": "Disclosed systems can help with rehearsal, translation, reminders and first steps to a person, group, teacher, carer or clinician when memory is controlled and real participation improves.",
"relationalAIHarmRoute": "Always-available synthetic attention can replace reciprocal contact or staff; captive memory, persuasion, failed crisis handoff and declining offline contact are harms.",
"workContributionBelongingTimeStatus": "Paid work still supplies much income, routine and recognition, but care, family, faith, learning and community also allocate contribution and belonging. Watched or insecure work can damage trust and agency.",
"nonGuarantee": "No technical or private service guarantees friendship, belonging, treatment, legitimacy or a valued role.",
"sourceIds": [
"SC-G01",
"SC-G02",
"SC-G05",
"SC-AI01",
"SC-AI02",
"SC-WORK-01",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23"
]
},
"regionalLenses": {
"united-states": {
"startingPosture": "Fast private adoption, federal-state liability variation and grid queues.",
"selectedBranchOrAbsence": "Consequential use stays human-led; supervised adoption clusters in capable firms and states.",
"materialConstraints": "grid connections, water, chips, insurance and local permission",
"distributionAndRights": "Entry pathways and human appeal vary by state and employer.",
"evidenceIds": [
"AC-25",
"PC-S03",
"SC-R01"
],
"uncertainties": "Federal-state durability and entry hiring.",
"regionalInvalidators": "Common independent low-rescue autonomy plus durable entry-work collapse."
},
"mainland-china": {
"startingPosture": "Large state-led bounded deployments and infrastructure programmes.",
"selectedBranchOrAbsence": "Industrial and administrative augmentation expands while accountable human and state authority remains.",
"materialConstraints": "provincial power, water, chips, utilisation and maintenance",
"distributionAndRights": "Outcome transparency and independent remedy remain the key gap.",
"evidenceIds": [
"AC-27",
"PC-S05",
"PC-S06",
"PC-S11",
"SC-R05"
],
"uncertainties": "Comparable reliability, labour and rights evidence.",
"regionalInvalidators": "Independent broad autonomous operation with low rescue across provinces."
},
"european-union": {
"startingPosture": "Assurance duties, ageing systems and uneven member capacity.",
"selectedBranchOrAbsence": "Human accountability and supervised practice become normal; compliance cost favours larger providers.",
"materialConstraints": "grid, finance, certification and cross-border recognition",
"distributionAndRights": "Notice, contestability and affordability differ by member state.",
"evidenceIds": [
"AC-30",
"src-eu-gpai-act-qa",
"PC-S07",
"SC-R03"
],
"uncertainties": "Enforcement and mutual recognition.",
"regionalInvalidators": "Common low-cost assurance enables unattended consequential operation."
},
"india": {
"startingPosture": "Shared digital and compute programmes meet state, language and connectivity variation.",
"selectedBranchOrAbsence": "Local-language assistance spreads with human fallback and formal work remaining uneven.",
"materialConstraints": "power, cooling, state delivery, devices and field staff",
"distributionAndRights": "Assisted identity, correction and informal-worker access are decisive.",
"evidenceIds": [
"AC-33",
"src-india-ai-mission-2024",
"PC-S08",
"HBD-11",
"SC-R07"
],
"uncertainties": "State uptake and informal-work effects.",
"regionalInvalidators": "Broad rural autonomous delivery with effective appeal and falling formal work."
},
"japan-and-republic-of-korea": {
"startingPosture": "Ageing, prepared facilities and specialised robotics.",
"selectedBranchOrAbsence": "Supervised machines remove hazardous and administrative tasks; relational care remains human-led.",
"materialConstraints": "energy imports, repair, facility redesign and staff",
"distributionAndRights": "Older people and workers need consent, human alternatives and service remedy.",
"evidenceIds": [
"RSM-02",
"PC-S09",
"PC-S10",
"SC-R10"
],
"uncertainties": "Care outcomes and autonomy outside prepared sites.",
"regionalInvalidators": "General safe autonomy performs across unprepared homes and streets."
},
"gulf-technology-economies": {
"startingPosture": "Capital-intensive flagship programmes and imported labour.",
"selectedBranchOrAbsence": "Fast bounded deployments operate in planned environments; broad diffusion remains unproved.",
"materialConstraints": "water, cooling, imported expertise, components and maintenance",
"distributionAndRights": "Citizen benefit and migrant-worker remedy diverge.",
"evidenceIds": [
"AC-39",
"src-saudi-data-ai-strategy",
"src-uae-ai-strategy-2031",
"SC-R15",
"SC-R16"
],
"uncertainties": "Delivered capacity and resident-wide outcomes.",
"regionalInvalidators": "Independent economy-wide autonomy with equal migrant access and remedy."
},
"latin-america": {
"startingPosture": "Formal digital sectors coexist with large informal systems and fiscal constraints.",
"selectedBranchOrAbsence": "Assistance reaches public and formal systems first; dual economies persist.",
"materialConstraints": "finance, drought, grids, skills and maintenance",
"distributionAndRights": "Care investment, informal access and country-specific remedy determine benefit.",
"evidenceIds": [
"AC-38",
"src-eclac-ilia-2025",
"HBD-12",
"SC-R21",
"SC-R23"
],
"uncertainties": "Country variation beyond regional evidence.",
"regionalInvalidators": "Broad low-cost autonomous delivery closes formal-informal gaps."
},
"africa": {
"startingPosture": "Very diverse states with power, connectivity, language and fiscal gaps.",
"selectedBranchOrAbsence": "Human-led assistance helps where distributed power and regional assurance exist; wholesale substitution remains absent in many places.",
"materialConstraints": "power, networks, finance, local language and maintenance",
"distributionAndRights": "Training without demand is insufficient; manual and community routes remain essential.",
"evidenceIds": [
"AC-36",
"src-au-continental-ai-strategy-2024",
"EWF-18",
"E21",
"SC-R18"
],
"uncertainties": "National delivery and comparable outcomes.",
"regionalInvalidators": "Locally maintained autonomous services diffuse across multiple subregions."
},
"other-material-paths": {
"startingPosture": "Five materially different paths cannot be collapsed into a residual region.",
"selectedBranchOrAbsence": "Each follows its binding infrastructure under supervised work.",
"materialConstraints": "power, cooling, water, cables, conflict, finance, fabrication and repair access",
"distributionAndRights": "Local consent, assisted access, portable records and offline routes remain essential.",
"evidenceIds": [
"E18",
"C05",
"src-un-sids-digital-foundations",
"horizon.geopolitics-governance-security.s52",
"PC-S13",
"horizon.geopolitics-governance-security.s47",
"W02"
],
"uncertainties": "Local outcome evidence is sparse.",
"regionalInvalidators": "One common low-rescue, well-remedied autonomy path appears across all five subpaths.",
"subpaths": {
"Southeast Asia": {
"selectedBranchOrAbsence": "Supervised industrial assistance under diverse rules.",
"materialConstraints": "coal contracts, cooling, cross-border grids and imported hardware",
"distributionAndRights": "Worker and language effects vary by state.",
"evidenceIds": [
"E18"
],
"uncertainties": "Comparable state outcomes.",
"regionalInvalidators": "Clean reliable power and common assurance enable broad autonomy."
},
"Small island developing states": {
"selectedBranchOrAbsence": "Continuity and assisted public service take priority over compute scale.",
"materialConstraints": "small grids, fuel imports, water, storms, cables and sovereign finance",
"distributionAndRights": "Public allocation and offline routes are essential.",
"evidenceIds": [
"src-un-sids-digital-foundations"
],
"uncertainties": "Island-specific capacity.",
"regionalInvalidators": "Distributed infrastructure sustains broad autonomous service."
},
"Conflict-affected and Eastern Mediterranean settings": {
"selectedBranchOrAbsence": "Human-led degraded modes and portable records dominate.",
"materialConstraints": "security, fuel, telecoms, staff protection and documents",
"distributionAndRights": "Displaced people need correction and non-digital appeal.",
"evidenceIds": [
"horizon.geopolitics-governance-security.s52"
],
"uncertainties": "Conflict duration and access.",
"regionalInvalidators": "Restored systems sustain safe autonomy through shocks."
},
"Taiwan and advanced semiconductor corridors": {
"selectedBranchOrAbsence": "Human-led continuity planning and allocation persist.",
"materialConstraints": "water, power, construction, trade controls and geopolitical exposure",
"distributionAndRights": "States and firms allocate scarce output; downstream access is unequal.",
"evidenceIds": [
"PC-S13"
],
"uncertainties": "Ramp timing and allocation.",
"regionalInvalidators": "Fabrication and packaging diffuse without new dependencies."
},
"Arctic, mountain and undersea paths": {
"selectedBranchOrAbsence": "No common path is evidenced; local maintenance remains decisive.",
"materialConstraints": "weather, glaciers, cables, distance, shipping and permission",
"distributionAndRights": "Indigenous and remote-community consent cannot be inferred.",
"evidenceIds": [
"W02",
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Coverage is incomplete.",
"regionalInvalidators": "Remote autonomous maintenance achieves verified continuity."
}
}
}
},
"countercase": {
"strongestCountercase": "Independent evaluators reproduce month-long cross-domain work with low rescue, complete research cycles accelerate, matched cognitive cost collapses and autonomous task-hours diffuse, causing a large paid-work break.",
"countercaseEvidenceIds": [
"src-oecd-ai-trajectories-2026",
"src-metr-long-tasks-2025",
"AC-01"
],
"conditionsThatWouldStrengthenCountercase": [
"fresh multi-domain month-long work",
"reproducible improvement cycles",
"matched-cost collapse",
"broad autonomous task-hour diffusion",
"entry hiring collapse"
],
"conditionsThatWouldWeakenCountercase": [
"software-only gains",
"frequent expert rescue",
"whole-cost near human work",
"new human-intensive demand"
],
"effectOnCausalChain": "Rejects the first three links and moves the set toward W02 or W03 depending on ownership and transfers."
},
"failureAndRecovery": {
"counterforces": [
"labour shortages",
"better verifiable tools",
"open conformance",
"worker-led redesign"
],
"failureRoutes": [
"verification bureaucracy protects incumbents",
"apprenticeships collapse",
"unsafe systems reach low-capacity states",
"climate spending crowds out staff"
],
"recoveryMechanisms": [
"regional assurance pools",
"public-interest compute",
"supervised practice",
"offline service minima",
"worker veto and incident learning"
],
"residualRisks": [
"slow diffusion",
"expert gatekeeping",
"workplace surveillance",
"unequal service quality"
]
},
"leadingIndicators": [
{
"indicator": "independent cross-domain task horizon",
"directionConsistentWithWorld": "short or rescue-heavy"
},
{
"indicator": "matched workflow value after review and recovery",
"directionConsistentWithWorld": "mixed or bounded"
},
{
"indicator": "paid supervised entry pathways",
"directionConsistentWithWorld": "retained or rebuilt"
},
{
"indicator": "general physical autonomy",
"directionConsistentWithWorld": "specialised and intervention-heavy"
}
],
"invalidationSignals": [
{
"signalId": "W01-S1",
"observable": "Independent cross-domain task horizon",
"measureOrThreshold": "Fresh human-equivalent assignments lasting thirty days in three professional digital domains with fewer than one critical rescue per one hundred system-hours.",
"geography": "at least two large economies",
"checkDateOrWindow": "2027-10 through 2028-12",
"sourceIds": [
"src-metr-long-tasks-2025",
"src-international-ai-safety-report-2026"
],
"worldOrBranchAffected": "W01 capability ceiling",
"whatWouldWeakenOrRejectTheWorld": "Repeated independent passage rejects the bounded-reliability premise."
},
{
"signalId": "W01-S2",
"observable": "Matched workflow value",
"measureOrThreshold": "Large preregistered multi-firm studies show durable gains without quality, stability, review or recovery penalties in several non-software domains.",
"geography": "United States, European Union, Mainland China and India",
"checkDateOrWindow": "2028-01 through 2029-06",
"sourceIds": [
"EWF-07",
"AC-09"
],
"worldOrBranchAffected": "W01 assurance-cost link",
"whatWouldWeakenOrRejectTheWorld": "Consistent low-review gains weaken warranted completion as a scarce input."
},
{
"signalId": "W01-S3",
"observable": "Entry-work pathway",
"measureOrThreshold": "Hiring, paid supervised practice and promotion collapse broadly while autonomous task share rises.",
"geography": "all nine regional lenses",
"checkDateOrWindow": "2029 calendar year",
"sourceIds": [
"EWF-04",
"horizon.education-social-culture.s04"
],
"worldOrBranchAffected": "W01 work-centred settlement",
"whatWouldWeakenOrRejectTheWorld": "A broad sustained entry collapse rejects retained work as the main allocator."
},
{
"signalId": "W01-S4",
"observable": "General physical autonomy",
"measureOrThreshold": "Independent multi-year safe useful hours expand across homes, streets, fields and emergencies with low intervention, repair and damage burden.",
"geography": "at least five regional lenses",
"checkDateOrWindow": "2030 calendar year",
"sourceIds": [
"PC-S11",
"PC-S12",
"RSM-13"
],
"worldOrBranchAffected": "W01 physical branch",
"whatWouldWeakenOrRejectTheWorld": "Varied-setting evidence rejects specialised physical delivery as a binding limit."
}
]
},
{
"authorCreatedWorldId": "W02",
"authorCreatedWorldName": "Distributed Cognitive Dividend",
"conditionalClaim": "If independently verified general cross-domain cognition makes matched digital cognitive labour close to zero cost across much of the economy, autonomous task-hours diffuse and paid cognitive work breaks sharply. If broad ownership claims, adequate non-payroll income and funded public and civic institutions arrive in time, household buying power and total demand remain viable. Contribution, status, belonging and time structure shift toward care, learning, stewardship, making and democratic service, while physical delivery stays scarce, governed and regionally unequal.",
"probabilityAssigned": false,
"scenarioCoverageTestsServed": [
"transformative-cognitive-economic-discontinuity",
"physical-and-energy-constraints",
"institutional-and-geopolitical-divergence",
"social-connection-and-meaning"
],
"selectedAtlasVariableIds": [
"V01",
"V02",
"V03",
"V04",
"V05",
"V06",
"V09",
"V10",
"V11",
"V12",
"V13",
"V15",
"V16",
"V17",
"V18",
"V19",
"V20",
"V21",
"V24",
"V25",
"V26",
"V28",
"V29",
"V30",
"V32"
],
"selectedTransitionMechanismIds": [
"T01",
"T03",
"T04",
"T05",
"T06",
"T07",
"T08",
"T09",
"T11",
"T12",
"T13",
"T14",
"T15",
"T16"
],
"excludedHighImpactVariablesWithReasons": [
{
"variableId": "V07",
"reason": "The discontinuity begins in digital cognition; general physical autonomy is explicitly withheld."
},
{
"variableId": "V08",
"reason": "Prepared environments affect delivery but do not cause the income and demand settlement."
},
{
"variableId": "V14",
"reason": "Post-quantum migration remains a security dependency rather than the economic switch."
},
{
"variableId": "V22",
"reason": "Therapies remain delivery-limited and do not define ownership or contribution."
},
{
"variableId": "V23",
"reason": "Biosecurity is carried as a governance and security stress without its own branch."
},
{
"variableId": "V31",
"reason": "Carbon claims shape physical allocation but not the post-labour closure."
}
],
"evidenceClaimsWithLabelsAndSourceIds": [
{
"claimId": "W02-E01",
"label": "observation",
"claim": "Reliable task horizons are short at the cutoff and physical autonomy is much weaker than digital benchmark progress.",
"sourceIds": [
"src-international-ai-safety-report-2026",
"src-metr-long-tasks-2025",
"PC-S11",
"PC-S12"
],
"limitations": "This is the starting point, not evidence that the world condition arrives."
},
{
"claimId": "W02-E02",
"label": "scenario-condition",
"claim": "By 2030 independent tests jointly cross general cross-domain capability, low-rescue completion, matched-cost and broad autonomous-diffusion gates.",
"sourceIds": [
"src-oecd-ai-trajectories-2026",
"src-metr-long-tasks-2025"
],
"limitations": "The conjunction is a stress-test condition and has no frequency assignment."
},
{
"claimId": "W02-E03",
"label": "inference",
"claim": "The work break lowers wages and payroll tax; broad ownership claims and adequate transfers replace buying power, sustain total demand and fund physically scarce investment.",
"sourceIds": [
"src-imf-ai-future-work-2024",
"EWF-14",
"EWF-15",
"EWF-20",
"EWF-22"
],
"limitations": "No economy-wide causal estimate validates this full transmission."
},
{
"claimId": "W02-E04",
"label": "projection",
"claim": "Compute growth still meets grid, water, chip, land and permission limits.",
"sourceIds": [
"PC-S01",
"PC-S02",
"PC-S03",
"PC-S04",
"E05",
"W03"
],
"limitations": "Ranges and announced capacity do not determine local allocation."
},
{
"claimId": "W02-E05",
"label": "policy-intent",
"claim": "Public compute, digital infrastructure, social protection and connection policy supply pieces of a wider settlement.",
"sourceIds": [
"AC-30",
"AC-33",
"AC-36",
"horizon.geopolitics-governance-security.s13",
"SC-AI04"
],
"limitations": "Rules and programmes do not prove adequate income, rights or belonging."
},
{
"claimId": "W02-E06",
"label": "observation",
"claim": "Health, education and climate outcomes still require staff, facilities, pedagogy, adaptation and fair access.",
"sourceIds": [
"src-who-multimodal-health-guidance-2024",
"src-unesco-genai-education-2023",
"HBD-05",
"C03",
"C04"
],
"limitations": "Guidance and assessed need are not delivered outcomes."
},
{
"claimId": "W02-E07",
"label": "unknown",
"claim": "No evidence identifies one institution that reliably creates contribution, status, routine and belonging outside paid work.",
"sourceIds": [
"SC-G01",
"SC-G07",
"src-who-social-connection-2025",
"src-oecd-social-connections-2025"
],
"limitations": "Attendance, contact and service use are not reciprocal friendship or belonging."
}
],
"assumptions": [
"The full capability and diffusion conjunction occurs in digital cognition before general robotics.",
"Legislatures or collective institutions establish broad claims on machine-capital returns quickly enough to prevent demand collapse.",
"Transfers remain adequate, portable, correctable and accessible without coercive identity linkage.",
"Real community, care, education and climate capacity is funded rather than replaced by synthetic contact."
],
"unknowns": [
"How cross-border ownership claims are valued and enforced.",
"Whether income support preserves agency and political legitimacy.",
"Whether less paid work expands care and civic contribution or fragments time.",
"Whether cheap tutoring improves durable learning.",
"Whether digital abundance accelerates biological and cyber threats faster than audit."
],
"threeHorizons": {
"h1PresentSystem": {
"observedConditionsAtCutoff": [
"Capability rises unevenly.",
"Infrastructure ownership is concentrated.",
"Jobs organise income, status and time.",
"Protection and connection gaps remain large."
],
"incumbentStructures": [
"Employers, payroll tax, private infrastructure, schools, health systems, families, faith groups and civic organisations."
],
"bindingConstraints": [
"conjunctive capability evidence",
"ownership",
"fiscal room",
"power and water",
"human participation institutions",
"rights and appeal"
],
"sourceIds": [
"src-international-ai-safety-report-2026",
"EWF-02",
"EWF-20",
"SC-G02"
]
},
"h2Transition": {
"contestedChangesFromCutoffTo2030": [
"Capability gates cross and cognitive input prices collapse.",
"Entry hiring and labour income contract.",
"States negotiate claims on compute and platform rents.",
"Civic, care and learning institutions compete with synthetic attention for freed time."
],
"actorDecisions": [
"Legislatures create broad dividends and portable support.",
"Public, pension and cooperative owners acquire infrastructure stakes.",
"Municipalities, schools and care bodies fund repeated contribution.",
"Courts preserve duty and appeal."
],
"infrastructureMilestones": [
"audited agent identity and incident records",
"adequate transfer rails with assisted access",
"grid build and compensated flexible load",
"staffed public places and participation programmes"
],
"branchPoints": [
"Ownership broadens or stays concentrated.",
"Transfers track living costs or lag.",
"Contribution earns recognition or becomes coercive make-work.",
"Relational systems bridge to people or displace them."
],
"reversalsAndFailures": [
"Payroll-only welfare finance is abandoned.",
"Synthetic-only care and learning contracts fail human-handoff tests.",
"Compute projects lose permission over water, grid cost or land."
],
"sourceIds": [
"src-oecd-ai-trajectories-2026",
"EWF-14",
"SC-G01",
"PC-S01"
]
},
"h3July2031Pattern": {
"dominantConfiguration": "Paid cognitive work is no longer the main income or social-time allocator in participating jurisdictions; income combines broad machine returns, transfers and scarcer human and physical work.",
"residualH1Systems": [
"Courts, utilities, hospitals, schools, families, faith groups and employers remain duty-bearing.",
"Physical and relational work remains scarce and often paid."
],
"normalisedH2Innovations": [
"broad machine-rent claims",
"portable adequate income",
"voluntary civic contribution with plural proof",
"public compute and regional assurance",
"human-staffed social infrastructure"
],
"distributionOfBenefitsAndHarms": "Regions with fiscal capacity and broad ownership protect demand and agency; others import cheap cognition without an adequate income floor. Time freedom helps people with housing, health and accessible institutions, while carers and marginalised groups can still perform hidden work.",
"sourceIds": [
"EWF-14",
"horizon.geopolitics-governance-security.s21",
"SC-G07",
"SC-G08"
]
},
"backcast": {
"datedMilestones": [
{
"date": "2027-12",
"milestone": "Independent evaluators reproduce multi-domain month-long cognitive work."
},
{
"date": "2028-09",
"milestone": "Entry hiring and labour income break across several cognitive occupation families as matched cost collapses."
},
{
"date": "2029-06",
"milestone": "Several jurisdictions enact broad machine-rent claims and appealable non-payroll income."
},
{
"date": "2030-12",
"milestone": "Public contribution systems show retained participation, mutual help and cross-group trust rather than attendance alone."
}
],
"requiredPreconditions": [
"full capability and diffusion gate passage",
"taxable or ownable rent base",
"adequate administration with human fallback",
"funded local institutions and public space",
"auditable physical-resource allocation"
],
"failedOrAbandonedRoutes": [
"payroll-only protection finance",
"synthetic contact as community staffing",
"unmetered compute expansion",
"mandatory universal identity for lawful participation"
]
}
},
"crossImpact": {
"directedImpactEdges": [
{
"from": "V01 dependable general cognition",
"to": "V16 paid cognitive demand",
"direction": "reduces sharply",
"strength": "strong"
},
{
"from": "V15 broad ownership rules",
"to": "V19 non-payroll income capacity",
"direction": "increases",
"strength": "strong"
},
{
"from": "V19 adequate income",
"to": "household buying power and total demand",
"direction": "stabilises",
"strength": "strong"
},
{
"from": "funded plural contribution",
"to": "V26 belonging and agency",
"direction": "can support",
"strength": "strong"
},
{
"from": "V03 workload growth",
"to": "V04 and V06 physical scarcity",
"direction": "increases",
"strength": "strong"
},
{
"from": "V05 flexibility",
"to": "V04 deliverable power",
"direction": "increases",
"strength": "moderate"
}
],
"impactDirectionAndOrdinalStrength": "Strong identifies a necessary causal link and moderate a material buffer; neither is a probability or weight.",
"reinforcingLoops": [
"Broad ownership funds income and services; viable demand makes shared benefit visible and supports broad ownership.",
"Repeated reciprocal contribution builds trust that improves collective allocation."
],
"balancingLoops": [
"Power, water and permission cap digital workload growth.",
"Courts and professional duties retain people for responsibility.",
"Non-use and easy exit limit relational-system reach."
],
"contradictionsFound": [
"Near-zero digital cognition coexists with scarce physical delivery.",
"Freed time does not create belonging by itself.",
"Adequate non-payroll income is needed while fiscal room is strained."
],
"reconciliationDecisions": [
"Claim rents rather than labour income alone.",
"Fund real repeated participation and safeguard synthetic bridging.",
"Allocate physical connections transparently."
],
"unresolvedContradictions": [
"cross-border rent capture",
"status hierarchy inside contribution",
"recognition of informal and unpaid care"
]
},
"causalChain": [
"Independent general cross-domain and diffusion gates cross.",
"Matched digital cognitive labour cost approaches zero across much of the economy.",
"Autonomous task-hours spread and paid cognitive work breaks sharply.",
"Wages and payroll tax fall while machine and infrastructure returns rise.",
"Broad ownership claims and adequate transfers preserve household buying power.",
"Viable demand supports investment in scarce energy, housing, care, education, health and climate capacity.",
"Contribution, status and time structure shift toward care, learning, making, stewardship and democratic service.",
"Belonging remains contingent on reciprocal human institutions; relational AI can bridge or harm.",
"Physical limits, responsibility, rights and regional capacity prevent equal outcomes."
],
"physicalConsistency": {
"computeAndChips": "Public, cooperative and private capacity coexist; advanced chips and packaging remain concentrated.",
"electricityAndGrids": "Locational connections, storage and compensated flexibility expand but still ration use.",
"networks": "Portable standards and local fallback remain necessary.",
"coolingWaterLandMinerals": "Caps, disclosure, community terms and circular supply limit but do not remove extraction.",
"buildingsMachines": "Digital planning outruns construction and care; specialised fleets need prepared sites.",
"maintenance": "Technicians, carers, custodians and repair networks remain scarce and often paid.",
"finance": "Broad machine returns fund income, grids and social infrastructure, with unequal debt room.",
"localPermission": "Communities, utilities, safety regulators and courts retain veto, compensation and remedy."
},
"institutionalConsistency": "The settlement exists only where ownership, tax, audit, courts, procurement, maintenance, income administration and remedy work together; elsewhere the branch is partial or absent.",
"distributionalConsistency": "Broad claims and adequate income are causal preconditions, not automatic technical effects. Housing, disability, language, migration, care burden and local infrastructure still shape benefit.",
"rightsAndRemedy": "Income and contribution systems require notice, correction, human appeal, non-digital access, privacy, lawful non-participation and no automatic merger of identity, payment and civic records.",
"whoAuthorisesPaysOwnsBenefitsBearsRiskPerformsHiddenWorkAndCanAppealOrVeto": {
"authorises": "legislatures, courts, regulators, public and collective owners, utilities and local institutions",
"pays": "machine-rent claimants, taxpayers, infrastructure users and public funds",
"owns": "mixed public, pension, cooperative, household and private claims over compute and infrastructure",
"benefits": "households with adequate income and accessible participation; workers in scarce human and physical roles",
"bearsRisk": "places without a rent base, carers, excluded identity holders and infrastructure host communities",
"performsHiddenWork": "benefit caseworkers, carers, teachers, maintainers, moderators and civic stewards",
"canAppealOrVeto": "residents through human appeal; communities, utilities, workers and courts through allocation, labour and permission powers"
},
"domainIntegration": {
"physicalAndEnergy": "Digital abundance remains subject to full material allocation.",
"climate": "Investment can fund adaptation, but effectiveness and fair access must be measured.",
"health": "Staffed response and governed clinical responsibility remain indispensable.",
"governance": "Ownership, tax, audit, courts and state capacity create or block the settlement.",
"education": "Learning and contribution shift beyond employment; teachers and durable assessment remain.",
"security": "Cyber, biosecurity, identity and strategic controls constrain open diffusion."
},
"socialConnectionAndMeaning": {
"explicitDistinctions": "Loneliness, social isolation, living alone and mental illness remain different conditions and require different evidence and responses.",
"relationalAIHelpRoute": "Disclosed, user-controlled systems can translate, rehearse, tutor and route people into real groups, care and civic participation when offline participation improves.",
"relationalAIHarmRoute": "Synthetic attention can become a cheap substitute for staffed institutions, intensify persuasion or create captive personal memory and status enclaves.",
"workContributionBelongingTimeStatus": "With paid work no longer the main allocator, adequate income must be joined to repeated reciprocal care, learning, stewardship, making and democratic service. Income and free time alone do not create status or belonging.",
"nonGuarantee": "No technical system, transfer or participation record guarantees friendship, belonging, treatment, agency or public legitimacy.",
"sourceIds": [
"SC-G01",
"SC-G07",
"SC-G08",
"SC-AI01",
"SC-AI02",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23"
]
},
"regionalLenses": {
"united-states": {
"startingPosture": "Concentrated private infrastructure, fragmented protection and federal-state authority.",
"selectedBranchOrAbsence": "Federal, state, pension and local claims form mixed dividend and civic settlements; other states stay employment-linked.",
"materialConstraints": "grid queues, water, housing, state finance and local permission",
"distributionAndRights": "Assisted access, state portability and non-coercive contribution determine inclusion.",
"evidenceIds": [
"AC-25",
"PC-S03",
"EWF-20",
"SC-R01",
"SC-R02"
],
"uncertainties": "Constitutional authority, owner exit and state capacity.",
"regionalInvalidators": "Work breaks without broad claims or demand stability."
},
"mainland-china": {
"startingPosture": "State-linked infrastructure and administrative capacity with provincial variation.",
"selectedBranchOrAbsence": "State and collective claims sustain services and structured contribution; independent remedy is the key divergence.",
"materialConstraints": "power, water, chips, provincial finance and local delivery",
"distributionAndRights": "Household registration, migrant inclusion and appeal shape access.",
"evidenceIds": [
"AC-27",
"PC-S05",
"PC-S06",
"SC-R05",
"SC-R06"
],
"uncertainties": "Transfer adequacy and transparent outcomes.",
"regionalInvalidators": "Returns remain narrow while household demand and local services contract."
},
"european-union": {
"startingPosture": "Social protection, assurance rules and uneven fiscal capacity.",
"selectedBranchOrAbsence": "Public compute, insurance and shorter-work settlements expand with member-state differences.",
"materialConstraints": "grid, common finance, certification and ageing infrastructure",
"distributionAndRights": "Contestability, SME access and cross-border portability are required.",
"evidenceIds": [
"AC-30",
"src-eu-gpai-act-qa",
"PC-S07",
"HBD-13",
"SC-R03",
"SC-R04"
],
"uncertainties": "Joint fiscal capacity and rent capture.",
"regionalInvalidators": "Fiscal divergence blocks adequate income and public participation."
},
"india": {
"startingPosture": "Large public rails, state variation, informal work and local-language needs.",
"selectedBranchOrAbsence": "Public rails deliver a floor and learning/contribution routes where states fund human fallback; full settlement is absent elsewhere.",
"materialConstraints": "power, cooling, housing, state finance and service staff",
"distributionAndRights": "Assisted identity, correction, rural and informal inclusion are decisive.",
"evidenceIds": [
"AC-33",
"src-india-ai-mission-2024",
"PC-S08",
"HBD-11",
"SC-R07",
"SC-R09"
],
"uncertainties": "Benefit adequacy and state implementation.",
"regionalInvalidators": "Formal work breaks while rural and informal income and services deteriorate."
},
"japan-and-republic-of-korea": {
"startingPosture": "Ageing, social insurance and prepared physical environments.",
"selectedBranchOrAbsence": "Shorter paid work, income floors and neighbourhood contribution expand; specialised automation supports physical delivery.",
"materialConstraints": "energy imports, care staff, local finance and prepared sites",
"distributionAndRights": "Intergenerational legitimacy, human care and voluntary participation matter.",
"evidenceIds": [
"RSM-02",
"PC-S09",
"PC-S10",
"SC-R10",
"SC-R11",
"SC-R12"
],
"uncertainties": "Care finance and whether participation bridges generations.",
"regionalInvalidators": "Income holds but isolation and service strain rise without reciprocal participation."
},
"gulf-technology-economies": {
"startingPosture": "Sovereign capital, flagship infrastructure and large migrant populations.",
"selectedBranchOrAbsence": "Citizen dividends and public services expand; a broad settlement requires migrant inclusion and transparent resource accounting.",
"materialConstraints": "water, cooling, imported labour, components and regional security",
"distributionAndRights": "Citizenship cannot be the sole gate to remedy and essential income.",
"evidenceIds": [
"AC-39",
"src-saudi-data-ai-strategy",
"src-uae-ai-strategy-2031",
"SC-R15",
"SC-R16"
],
"uncertainties": "Migrant inclusion and delivered capacity.",
"regionalInvalidators": "Returns remain citizen-only while displaced migrant work and service gaps deepen."
},
"latin-america": {
"startingPosture": "Public payment rails, care burdens, fiscal variation and informality.",
"selectedBranchOrAbsence": "Several states use public claims and non-payroll income; others cannot finance the floor.",
"materialConstraints": "debt, drought, grids, housing and care capacity",
"distributionAndRights": "Women, informal workers and rural communities need income plus staffed services.",
"evidenceIds": [
"AC-38",
"src-eclac-ilia-2025",
"EWF-14",
"SC-R21",
"SC-R22",
"SC-R23"
],
"uncertainties": "Cross-country fiscal spread.",
"regionalInvalidators": "Demand and care collapse despite targeted payment capacity."
},
"africa": {
"startingPosture": "Diverse fiscal capacity, young populations and unequal power and digital infrastructure.",
"selectedBranchOrAbsence": "A full dividend is absent in many states; regional funds and public infrastructure create partial settlements in some.",
"materialConstraints": "rent base, debt, power, networks, language and maintenance",
"distributionAndRights": "Regional ownership, assisted access and local institutions determine inclusion.",
"evidenceIds": [
"AC-36",
"src-au-continental-ai-strategy-2024",
"EWF-18",
"E21",
"SC-R18",
"SC-R19"
],
"uncertainties": "Sustainable finance and national implementation.",
"regionalInvalidators": "Cheap imported cognition erodes formal work without regional ownership or new income."
},
"other-material-paths": {
"startingPosture": "The five subpaths have different rent bases and physical exposure.",
"selectedBranchOrAbsence": "The settlement is adapted or absent rather than copied globally.",
"materialConstraints": "industrial lock-in, island finance, conflict, fabrication, cables, water and repair",
"distributionAndRights": "External finance, portable support, host compensation and local consent are necessary.",
"evidenceIds": [
"E18",
"C05",
"src-un-sids-digital-foundations",
"HBD-08",
"horizon.geopolitics-governance-security.s52",
"PC-S13",
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Subpath evidence cannot establish a full settlement.",
"regionalInvalidators": "All five lose income and service capacity after the work break.",
"subpaths": {
"Southeast Asia": {
"selectedBranchOrAbsence": "Industrial dividends mix with labour-intensive transition.",
"materialConstraints": "coal, cooling, grids, trade and industrial finance",
"distributionAndRights": "Workers need bargaining, portable income and local-language access.",
"evidenceIds": [
"E18"
],
"uncertainties": "State variation.",
"regionalInvalidators": "Back-office work collapses without rent sharing."
},
"Small island developing states": {
"selectedBranchOrAbsence": "Resilience income and external dividends substitute partly for a local compute rent base.",
"materialConstraints": "small grids, storms, water, cables and sovereign finance",
"distributionAndRights": "External claims must not override local continuity priorities.",
"evidenceIds": [
"src-un-sids-digital-foundations",
"C05"
],
"uncertainties": "Durable external finance.",
"regionalInvalidators": "Debt and outages erase household buying power."
},
"Conflict-affected and Eastern Mediterranean settings": {
"selectedBranchOrAbsence": "Portable cash, records and local service continuity precede any civic settlement.",
"materialConstraints": "conflict, power, telecoms, health staff and documents",
"distributionAndRights": "Displaced people need document-light access and appeal.",
"evidenceIds": [
"HBD-08",
"horizon.geopolitics-governance-security.s52"
],
"uncertainties": "Conflict persistence.",
"regionalInvalidators": "Transfers cannot function through degradation."
},
"Taiwan and advanced semiconductor corridors": {
"selectedBranchOrAbsence": "Public claims include corridor workers and host communities because fabrication remains a physical hinge.",
"materialConstraints": "water, power, security, construction and trade controls",
"distributionAndRights": "Host risks require transparent sharing and veto.",
"evidenceIds": [
"PC-S13"
],
"uncertainties": "Corridor revenue sharing.",
"regionalInvalidators": "Strategic rents remain narrowly owned."
},
"Arctic, mountain and undersea paths": {
"selectedBranchOrAbsence": "Infrastructure compensation and public continuity claims fund water, cable and repair systems.",
"materialConstraints": "distance, glaciers, weather, cables and safe access",
"distributionAndRights": "Remote and Indigenous consent remains necessary.",
"evidenceIds": [
"W02",
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Thin local evidence.",
"regionalInvalidators": "No durable host benefit or repair capacity appears."
}
}
}
},
"countercase": {
"strongestCountercase": "The technical break occurs, but ownership remains concentrated, transfers lag and infrastructure owners capture scarcity returns, causing labour-income and total-demand fracture.",
"countercaseEvidenceIds": [
"src-imf-ai-future-work-2024",
"EWF-20",
"EWF-22",
"PC-S01"
],
"conditionsThatWouldStrengthenCountercase": [
"deeper infrastructure concentration",
"falling labour share without replacement income",
"inadequate protection",
"identity-linked exclusion",
"private grid priority"
],
"conditionsThatWouldWeakenCountercase": [
"broad ownership claims",
"adequate appealable income",
"lower switching cost",
"durable reciprocal participation"
],
"effectOnCausalChain": "Leaves the capability and work-break links intact but reverses ownership, buying power, demand and belonging toward W03."
},
"failureAndRecovery": {
"counterforces": [
"fiscal debt",
"capital mobility",
"platform lobbying",
"status hierarchy",
"physical scarcity",
"relational-system capture"
],
"failureRoutes": [
"income is precise but inadequate",
"civic service becomes coercive",
"host communities bear infrastructure costs",
"synthetic contact replaces staff",
"appeal overloads"
],
"recoveryMechanisms": [
"public and pension ownership",
"resource-rent compacts",
"adequacy indexing",
"assisted access",
"independent relational audits",
"community veto and compensation"
],
"residualRisks": [
"cross-border inequality",
"hidden care burden",
"political backlash",
"surveillance through contribution records",
"climate shocks"
]
},
"leadingIndicators": [
{
"indicator": "conjunctive capability and diffusion gate",
"directionConsistentWithWorld": "passes as a conjunction, not isolated demonstrations"
},
{
"indicator": "labour-income break and adequate replacement income",
"directionConsistentWithWorld": "both visible"
},
{
"indicator": "reciprocal contribution outside employment",
"directionConsistentWithWorld": "retained participation and mutual help rise"
},
{
"indicator": "physical allocation legitimacy",
"directionConsistentWithWorld": "host costs disclosed, capped and compensated"
}
],
"invalidationSignals": [
{
"signalId": "W02-S1",
"observable": "Conjunctive capability and diffusion gate",
"measureOrThreshold": "Independent month-long work, complete improvement cycles, matched low cost and broad autonomous task diffusion all appear together.",
"geography": "at least two large economies and three professional domains",
"checkDateOrWindow": "2027-07 through 2029-06",
"sourceIds": [
"src-oecd-ai-trajectories-2026",
"src-metr-long-tasks-2025",
"src-international-ai-safety-report-2026"
],
"worldOrBranchAffected": "W02 technical discontinuity",
"whatWouldWeakenOrRejectTheWorld": "Failure to join the observations by the end of the window rejects the transformative premise."
},
{
"signalId": "W02-S2",
"observable": "Labour-income break and replacement income",
"measureOrThreshold": "Several cognitive occupation families show sustained hiring and labour-income breaks while non-payroll income keeps material consumption and arrears from collapsing.",
"geography": "at least three regional lenses",
"checkDateOrWindow": "2028-01 through 2030-06",
"sourceIds": [
"src-ilo-exposure-indicators-2026",
"EWF-14",
"EWF-15"
],
"worldOrBranchAffected": "W02 income-demand transmission",
"whatWouldWeakenOrRejectTheWorld": "No large work break or a broad demand collapse rejects the chain."
},
{
"signalId": "W02-S3",
"observable": "Contribution and belonging beyond employment",
"measureOrThreshold": "Longitudinal programmes show retained participation, reciprocal help, time structure and cross-group trust after employment loss; attendance alone does not pass.",
"geography": "six named large regions plus two lower-capacity settings",
"checkDateOrWindow": "2029-01 through 2030-12",
"sourceIds": [
"SC-G01",
"SC-G07",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23"
],
"worldOrBranchAffected": "W02 social settlement",
"whatWouldWeakenOrRejectTheWorld": "Stigma, withdrawal or enclave hardening despite income support rejects the contribution branch."
},
{
"signalId": "W02-S4",
"observable": "Physical allocation legitimacy",
"measureOrThreshold": "New compute loads disclose energy and water, pay connection costs, face enforceable caps and preserve household reliability.",
"geography": "all nine regional lenses",
"checkDateOrWindow": "2030 calendar year",
"sourceIds": [
"PC-S01",
"PC-S02",
"W01"
],
"worldOrBranchAffected": "W02 physical consistency",
"whatWouldWeakenOrRejectTheWorld": "Repeated rationing, hidden depletion or host exclusion weakens the settlement."
}
]
},
{
"authorCreatedWorldId": "W03",
"authorCreatedWorldName": "Enclosed Cognitive Economy",
"conditionalClaim": "If the same general cross-domain cognition and near-zero matched cognitive-cost gates are crossed, but compute, model, identity, payment, distribution and physical infrastructure ownership stays concentrated, paid cognitive work breaks before broad ownership or adequate transfers form. Labour income, household buying power and total demand contract while owner and security investment continues. Scarce health, education, climate protection and human attention become asset-gated, and status and belonging shift toward owner-controlled credentials and synthetic attention.",
"probabilityAssigned": false,
"scenarioCoverageTestsServed": [
"transformative-cognitive-economic-discontinuity",
"physical-and-energy-constraints",
"institutional-and-geopolitical-divergence",
"social-connection-and-meaning"
],
"selectedAtlasVariableIds": [
"V01",
"V02",
"V03",
"V04",
"V06",
"V09",
"V10",
"V11",
"V12",
"V13",
"V15",
"V16",
"V17",
"V18",
"V19",
"V20",
"V21",
"V24",
"V25",
"V26",
"V27",
"V28",
"V29",
"V30",
"V32"
],
"selectedTransitionMechanismIds": [
"T01",
"T03",
"T04",
"T05",
"T06",
"T07",
"T08",
"T09",
"T11",
"T12",
"T13",
"T14",
"T15",
"T16"
],
"excludedHighImpactVariablesWithReasons": [
{
"variableId": "V05",
"reason": "Flexibility can ease some load but does not overturn concentrated ownership."
},
{
"variableId": "V07",
"reason": "General robotics is not needed for the cognitive-work break and remains constrained."
},
{
"variableId": "V08",
"reason": "Prepared sites explain enclaves but not the owner-income-demand loop."
},
{
"variableId": "V14",
"reason": "Post-quantum migration is a security stress, not the economic closure."
},
{
"variableId": "V22",
"reason": "Advanced therapies become one asset-gated service rather than a driver."
},
{
"variableId": "V23",
"reason": "Biosecurity remains a threat multiplier without an independent world branch."
},
{
"variableId": "V31",
"reason": "Carbon provenance can reinforce gatekeeping but is not the primary enclosure."
}
],
"evidenceClaimsWithLabelsAndSourceIds": [
{
"claimId": "W03-E01",
"label": "observation",
"claim": "Cloud, chip and model relationships show capital and control concentration, while labour exposure does not prove displacement.",
"sourceIds": [
"AC-21",
"EWF-20",
"EWF-22",
"EWF-04"
],
"limitations": "Concentration varies by market definition and exposure is not realised job loss."
},
{
"claimId": "W03-E02",
"label": "scenario-condition",
"claim": "The same full capability, matched-cost and diffusion conjunction as W02 is crossed.",
"sourceIds": [
"src-oecd-ai-trajectories-2026",
"src-metr-long-tasks-2025",
"src-international-ai-safety-report-2026"
],
"limitations": "Conditional stress path, not a reported arrival."
},
{
"claimId": "W03-E03",
"label": "inference",
"claim": "Concentrated owners capture machine returns; labour income and payroll tax fall before adequate replacement income, weakening household demand while frontier investment remains high.",
"sourceIds": [
"src-imf-ai-future-work-2024",
"EWF-14",
"EWF-15",
"EWF-20"
],
"limitations": "No economy-wide causal estimate validates the full chain."
},
{
"claimId": "W03-E04",
"label": "projection",
"claim": "Grid, water, chip, network and finance constraints give infrastructure owners scarcity returns despite cheap cognition.",
"sourceIds": [
"PC-S01",
"PC-S02",
"PC-S03",
"PC-S13",
"E13"
],
"limitations": "Projected demand and plans do not prove delivered capacity or fixed returns."
},
{
"claimId": "W03-E05",
"label": "policy-intent",
"claim": "AI, identity, safety and infrastructure rules expand but can entrench incumbents when compliance and appeal are costly.",
"sourceIds": [
"AC-25",
"AC-30",
"horizon.geopolitics-governance-security.s13",
"horizon.geopolitics-governance-security.s15",
"horizon.geopolitics-governance-security.s21"
],
"limitations": "Rules do not prove exclusion, enforcement or remedy."
},
{
"claimId": "W03-E06",
"label": "observation",
"claim": "Relational-system studies are short and mixed, while mental-health and human-service capacity is unequal.",
"sourceIds": [
"SC-AI01",
"SC-AI02",
"SC-G05",
"SC-G06"
],
"limitations": "Selection and short duration prevent a universal causal claim."
},
{
"claimId": "W03-E07",
"label": "unknown",
"claim": "The duration of weak household demand alongside high strategic investment and the political response to owner concentration are unresolved.",
"sourceIds": [
"EWF-20",
"horizon.geopolitics-governance-security.s21"
],
"limitations": "No comparable global series settles the feedback."
}
],
"assumptions": [
"The full cognition and diffusion conjunction occurs.",
"Compute, identity, payment and distribution ownership remains concentrated.",
"States fail to replace labour income and payroll tax fast enough.",
"Physical scarcity and platform credentials convert concentration into durable access and status gates."
],
"unknowns": [
"How long demand contraction can coexist with high infrastructure investment.",
"Whether courts, labour coalitions or states socialise returns.",
"Whether family, faith and mutual aid absorb lost work roles.",
"Whether synthetic use causes or accompanies isolation and distrust."
],
"threeHorizons": {
"h1PresentSystem": {
"observedConditionsAtCutoff": [
"Infrastructure ownership is concentrated.",
"Work exposure is broad but realised displacement is unsettled.",
"Protection and human-service capacity is uneven.",
"Relational evidence is short and mixed."
],
"incumbentStructures": [
"Private infrastructure stacks, jobs, payroll finance, platform identity and distribution, public eligibility systems and place-bound services."
],
"bindingConstraints": [
"full capability conjunction",
"ownership and switching",
"fiscal response",
"household demand",
"physical allocation",
"appeal and human alternatives"
],
"sourceIds": [
"AC-21",
"EWF-20",
"EWF-14",
"SC-AI02"
]
},
"h2Transition": {
"contestedChangesFromCutoffTo2030": [
"Cognitive input cost collapses and entry work erodes.",
"Providers bundle capability, identity, payment and distribution.",
"Payroll revenue falls before replacement income.",
"Institutions substitute synthetic attention for staff under fiscal pressure."
],
"actorDecisions": [
"Owners prioritise strategic and premium investment.",
"Governments target narrow support rather than broad claims.",
"Courts and competition bodies either open stacks or accept regulated enclosure.",
"Schools, health systems and employers buy synthetic substitutes or restore people."
],
"infrastructureMilestones": [
"captive agent and relational identity",
"premium resilient physical corridors",
"automated eligibility",
"owner-defined credentials",
"limited portability and appeal"
],
"branchPoints": [
"Broad ownership emerges or fails.",
"Competition and portability become usable or ceremonial.",
"Demand weakness disciplines owners or is offset by strategic spending.",
"Human institutions recover or synthetic substitution deepens."
],
"reversalsAndFailures": [
"Targeted income proves inadequate.",
"Automated eligibility propagates exclusion.",
"Premium physical projects stall on grid or local veto.",
"Synthetic crisis and care systems fail handoff."
],
"sourceIds": [
"src-imf-ai-future-work-2024",
"EWF-20",
"horizon.geopolitics-governance-security.s37",
"SC-AI04"
]
},
"h3July2031Pattern": {
"dominantConfiguration": "Cheap cognition is abundant inside owner-controlled stacks, but household buying power and public fiscal room are weak. Strategic and premium enclaves receive investment while common demand and services contract.",
"residualH1Systems": [
"Courts, states, families, faith and mutual aid survive but with reduced capacity.",
"Physical work and embodied care remain scarce and stratified."
],
"normalisedH2Innovations": [
"bundled machine identity and payment",
"asset-gated physical service",
"owner credentials",
"synthetic attention in understaffed systems",
"narrow automated income support"
],
"distributionOfBenefitsAndHarms": "Infrastructure owners and protected asset holders gain; displaced cognitive workers, renters, informal workers, migrants and low-capacity regions lose income, remedy and human alternatives. Synthetic attention may provide immediate relief while deepening dependence or enclave status.",
"sourceIds": [
"EWF-20",
"PC-S01",
"SC-AI02",
"horizon.geopolitics-governance-security.s37"
]
},
"backcast": {
"datedMilestones": [
{
"date": "2027-12",
"milestone": "Independent evidence crosses multi-domain capability and low-rescue gates."
},
{
"date": "2028-09",
"milestone": "Bundled infrastructure providers capture rapid autonomous-task diffusion as entry hiring falls."
},
{
"date": "2029-06",
"milestone": "Labour income and payroll receipts fall faster than broad replacement income forms."
},
{
"date": "2030-12",
"milestone": "Premium physical corridors and captive credential and relational systems coexist with weak household demand."
}
],
"requiredPreconditions": [
"full technical conjunction",
"durable owner concentration",
"inadequate replacement income",
"weak switching and appeal",
"continued strategic finance"
],
"failedOrAbandonedRoutes": [
"broad public or pension ownership",
"adequacy-indexed universal support",
"ordinary memory and data portability",
"staffed universal human services"
]
}
},
"crossImpact": {
"directedImpactEdges": [
{
"from": "V01 near-zero cognition",
"to": "V16 paid cognitive demand",
"direction": "reduces sharply",
"strength": "strong"
},
{
"from": "V15 concentration",
"to": "owner machine returns",
"direction": "increases",
"strength": "strong"
},
{
"from": "falling labour income",
"to": "household buying power and total demand",
"direction": "reduces",
"strength": "strong"
},
{
"from": "weak demand",
"to": "public and common service revenue",
"direction": "reduces",
"strength": "strong"
},
{
"from": "V04 and V06 scarcity",
"to": "asset-gated physical access",
"direction": "increases",
"strength": "strong"
},
{
"from": "human-service cuts",
"to": "V25 synthetic substitution",
"direction": "increases",
"strength": "moderate"
}
],
"impactDirectionAndOrdinalStrength": "Strong edges define the contraction; moderate edges reinforce social enclosure. Neither is a probability or weight.",
"reinforcingLoops": [
"Concentration raises returns, which finances more infrastructure control and switching cost.",
"Labour-income loss weakens demand and tax, causing service cuts and more synthetic substitution.",
"Personal memory raises relational switching cost and repeat use."
],
"balancingLoops": [
"Weak common demand constrains owner revenue.",
"Courts, labour action and local veto can open or stop stacks.",
"Family, faith and mutual aid provide non-platform recognition."
],
"contradictionsFound": [
"High capital investment coexists with weak household demand.",
"Cheap cognition coexists with costly physical and human service.",
"Immediate synthetic relief can coexist with reduced reciprocity."
],
"reconciliationDecisions": [
"Separate strategic investment from aggregate household demand.",
"Treat infrastructure and attention as ownership-mediated scarcity.",
"Keep relational causality uncertain while testing substitution and exit."
],
"unresolvedContradictions": [
"duration of the investment-demand split",
"political durability of narrow ownership",
"regional capital mobility"
]
},
"causalChain": [
"The full transformative cognition conjunction crosses.",
"Matched cognitive labour cost approaches zero and paid cognitive work breaks.",
"Concentrated owners capture first-round returns.",
"Labour income and payroll tax fall before broad replacement income forms.",
"Household buying power and total demand contract while strategic investment continues.",
"Physical scarcity gates housing, health, education and climate protection by asset, location and credential.",
"Contribution and status shift toward owner credentials, protected service roles and unpaid survival work.",
"Synthetic attention offers relief but can replace reciprocal contact and staffed institutions.",
"Trust, agency, time structure, belonging and remedy diverge by class, citizenship and region."
],
"physicalConsistency": {
"computeAndChips": "Concentrated owners control advanced capacity and quality tiers.",
"electricityAndGrids": "Priority connections serve strategic and premium loads while costs shift outward.",
"networks": "Bundled identity, cloud and payment increase switching and failure exposure.",
"coolingWaterLandMinerals": "Host water, land and extraction costs are hidden or weakly compensated.",
"buildingsMachines": "Prepared enclaves receive specialised machines; general physical abundance does not follow.",
"maintenance": "Low-status human technicians and exception workers remain essential.",
"finance": "Owner and security investment continues despite weak household demand; common infrastructure finance contracts.",
"localPermission": "Local veto exists unevenly and may be overridden or bought through compensation."
},
"institutionalConsistency": "States, courts and regulators can restrain concentration, but this world condition assumes enforcement, procurement, maintenance and remedy are too uneven to prevent owner stacks and asset gates.",
"distributionalConsistency": "The same technical capability produces different regional outcomes because ownership, citizenship, identity, housing, fiscal room and infrastructure access determine income and service rights.",
"rightsAndRemedy": "Users need portable identity, data and relational memory; notice, human appeal, service alternatives, competition remedies and community resource veto. This world persists because those remedies remain partial.",
"whoAuthorisesPaysOwnsBenefitsBearsRiskPerformsHiddenWorkAndCanAppealOrVeto": {
"authorises": "infrastructure owners, employers and security-aligned states under uneven regulation",
"pays": "users, weakened taxpayers, ratepayers and host communities",
"owns": "concentrated compute, models, identity, payment, distribution and premium physical corridors",
"benefits": "asset holders, strategic institutions and protected workers",
"bearsRisk": "displaced workers, renters, migrants, informal households and low-capacity jurisdictions",
"performsHiddenWork": "moderators, eligibility caseworkers, carers, maintainers, data workers and mutual-aid providers",
"canAppealOrVeto": "courts, regulators, workers and communities where capacity survives; many users face slow or ceremonial remedy"
},
"domainIntegration": {
"physicalAndEnergy": "Scarcity becomes an owner and location gate.",
"climate": "Protection concentrates in insured and premium enclaves while exposed households absorb loss.",
"health": "Synthetic navigation expands but staff, treatment and remedy stratify.",
"governance": "Competition, courts, audit and fiscal capacity fail to diffuse control.",
"education": "Cheap tutoring coexists with weak entry ladders, surveillance and premium human teaching.",
"security": "Bundled identity and strategic corridors expand blast radius and state-owner power."
},
"socialConnectionAndMeaning": {
"explicitDistinctions": "Loneliness, isolation, living alone and mental illness remain distinct; heavy synthetic use cannot be treated as proof of any one condition.",
"relationalAIHelpRoute": "Low-friction translation, rehearsal, reminders and navigation can provide real short-run help when systems connect people to human care or groups.",
"relationalAIHarmRoute": "Understaffed institutions substitute synthetic attention; captive memory, persuasion, credential status and weak crisis handoff can reduce reciprocal contact and agency.",
"workContributionBelongingTimeStatus": "Lost work removes income, routine and recognised contribution for many. Asset ownership, protected roles and platform credentials allocate status, while care and mutual aid carry hidden contribution without equal recognition.",
"nonGuarantee": "Synthetic closeness, a transfer or an owner credential does not guarantee friendship, belonging, treatment or legitimacy.",
"sourceIds": [
"SC-G01",
"SC-G05",
"SC-G06",
"SC-AI01",
"SC-AI02",
"SC-AI04",
"horizon.geopolitics-governance-security.s37"
]
},
"regionalLenses": {
"united-states": {
"startingPosture": "Leading private infrastructure, fragmented support and state remedy.",
"selectedBranchOrAbsence": "Rapid substitution creates owner enclaves and exposed labour markets; state response varies.",
"materialConstraints": "grid, water, housing, insurance and local tax erosion",
"distributionAndRights": "Antitrust, unions, state support and human appeal differ sharply.",
"evidenceIds": [
"AC-25",
"EWF-20",
"PC-S03",
"SC-R01",
"SC-R02"
],
"uncertainties": "Federal transfer and competition response.",
"regionalInvalidators": "Broad public claims and usable switching stabilise household demand."
},
"mainland-china": {
"startingPosture": "State-linked owners, priority sectors and targeted household support.",
"selectedBranchOrAbsence": "Investment and targeted support prevent full collapse, but local fiscal and migrant gaps stratify access and contribution.",
"materialConstraints": "provincial power, water, chips, local debt and maintenance",
"distributionAndRights": "Administrative status and independent correction shape protection.",
"evidenceIds": [
"AC-27",
"PC-S05",
"PC-S06",
"SC-R05"
],
"uncertainties": "Scale and contestability of redistribution.",
"regionalInvalidators": "Broad household claims and transparent service rights diffuse returns."
},
"european-union": {
"startingPosture": "Stronger protection with fixed compliance cost and fiscal divergence.",
"selectedBranchOrAbsence": "Support softens the break in capable members; large providers and peripheral gaps persist.",
"materialConstraints": "grid, common finance, ageing systems and certification",
"distributionAndRights": "Switching, courts and member-state adequacy determine remedy.",
"evidenceIds": [
"AC-30",
"src-eu-gpai-act-qa",
"PC-S07",
"SC-R03",
"HBD-13"
],
"uncertainties": "Joint fiscal action and competition effect.",
"regionalInvalidators": "Common broad ownership and portability break enclosure."
},
"india": {
"startingPosture": "Formal service work exposure, public rails and large informal economy.",
"selectedBranchOrAbsence": "Connected cognitive work breaks before local ownership and broad physical demand mature; targeted support varies by state.",
"materialConstraints": "power, devices, cooling, state finance and rural services",
"distributionAndRights": "Assisted identity, adequacy and informal access determine harm.",
"evidenceIds": [
"AC-33",
"EWF-05",
"PC-S08",
"HBD-11",
"SC-R09"
],
"uncertainties": "State floors and local enterprise response.",
"regionalInvalidators": "Local ownership and new demand offset formal work loss."
},
"japan-and-republic-of-korea": {
"startingPosture": "Ageing, corporate concentration and high prepared-site capacity.",
"selectedBranchOrAbsence": "Automation addresses labour scarcity but concentrates returns; synthetic monitoring expands where human care is scarce.",
"materialConstraints": "energy imports, care staff, local services and repair",
"distributionAndRights": "Older and solo households require human alternatives and memory control.",
"evidenceIds": [
"RSM-02",
"PC-S09",
"PC-S10",
"SC-R10",
"SC-R11",
"SC-R12"
],
"uncertainties": "Whether public systems fund human complements.",
"regionalInvalidators": "Broad social ownership and staffed neighbourhood care spread."
},
"gulf-technology-economies": {
"startingPosture": "Sovereign and private capital with citizen-migrant status differences.",
"selectedBranchOrAbsence": "Citizen claims cushion demand while migrant cognitive and administrative work bears displacement and remedy gaps.",
"materialConstraints": "water, cooling, imported staff, components and security",
"distributionAndRights": "Portable benefits and appeal for non-citizens are decisive.",
"evidenceIds": [
"AC-39",
"src-saudi-data-ai-strategy",
"src-uae-ai-strategy-2031",
"SC-R15",
"SC-R16"
],
"uncertainties": "Non-citizen income and appeal rights.",
"regionalInvalidators": "Resident-wide ownership and remedy eliminate citizenship gating."
},
"latin-america": {
"startingPosture": "Outsourced formal work, fiscal pressure, public rails and informality.",
"selectedBranchOrAbsence": "Formal cognitive work contracts before new demand; narrow support does not replace earnings or care.",
"materialConstraints": "debt, drought, grids, housing and service staffing",
"distributionAndRights": "Country-specific tax cooperation, care and informal access matter.",
"evidenceIds": [
"AC-38",
"src-eclac-ilia-2025",
"EWF-05",
"SC-R21",
"SC-R23"
],
"uncertainties": "Political redistribution and country variation.",
"regionalInvalidators": "Regional claims and adequate income preserve demand."
},
"africa": {
"startingPosture": "Connected formal work relies on imported infrastructure and uneven local capital.",
"selectedBranchOrAbsence": "Cheap imported cognition pressures formal work while local ownership, maintenance and funded demand lag in many states.",
"materialConstraints": "power, finance, networks, language and maintenance",
"distributionAndRights": "Regional bargaining and assisted access can create exceptions.",
"evidenceIds": [
"AC-36",
"EWF-05",
"EWF-18",
"E21",
"SC-R18",
"SC-R20"
],
"uncertainties": "National ownership and new physical investment.",
"regionalInvalidators": "Regional public ownership and demand-producing investment scale."
},
"other-material-paths": {
"startingPosture": "Rent capture and physical exposure differ across five paths.",
"selectedBranchOrAbsence": "Imported cognition, strategic rent and document exclusion take different forms.",
"materialConstraints": "industrial lock-in, island finance, conflict, fabrication, cables, water and repair",
"distributionAndRights": "Portable rights and host compensation are weak or uneven.",
"evidenceIds": [
"E18",
"C05",
"src-un-sids-digital-foundations",
"HBD-08",
"horizon.geopolitics-governance-security.s52",
"PC-S13",
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Distribution and remedy evidence is sparse.",
"regionalInvalidators": "Broad local ownership and effective remedy appear across all subpaths.",
"subpaths": {
"Southeast Asia": {
"selectedBranchOrAbsence": "Back-office work is exposed while industrial and energy owners retain returns.",
"materialConstraints": "coal, cooling, grids, trade and imported hardware",
"distributionAndRights": "Worker income and bargaining lag owner returns.",
"evidenceIds": [
"E18"
],
"uncertainties": "State variation.",
"regionalInvalidators": "Worker and public claims preserve demand."
},
"Small island developing states": {
"selectedBranchOrAbsence": "Cheap cognition is imported without a local rent base.",
"materialConstraints": "small grids, debt, storms, cables and external repair",
"distributionAndRights": "Sovereign bargaining and service continuity are weak.",
"evidenceIds": [
"src-un-sids-digital-foundations",
"C05"
],
"uncertainties": "External transfer access.",
"regionalInvalidators": "Durable external rent sharing and resilience finance emerge."
},
"Conflict-affected and Eastern Mediterranean settings": {
"selectedBranchOrAbsence": "Private identity and service stacks compound document and service exclusion.",
"materialConstraints": "power, telecoms, security, health staff and records",
"distributionAndRights": "Displaced people lack reliable correction and human appeal.",
"evidenceIds": [
"HBD-08",
"horizon.geopolitics-governance-security.s52"
],
"uncertainties": "Conflict duration.",
"regionalInvalidators": "Portable document-light rights work under outage."
},
"Taiwan and advanced semiconductor corridors": {
"selectedBranchOrAbsence": "Fabrication owners and states capture strategic returns while host water and security risk rises.",
"materialConstraints": "water, power, construction, trade and geopolitical exposure",
"distributionAndRights": "Host workers and communities receive unequal shares.",
"evidenceIds": [
"PC-S13"
],
"uncertainties": "Corridor revenue sharing.",
"regionalInvalidators": "Broad host claims and supply diffusion reduce chokepoint power."
},
"Arctic, mountain and undersea paths": {
"selectedBranchOrAbsence": "Cable, water and repair control creates narrow chokepoint power.",
"materialConstraints": "weather, glaciers, distance, cable repair and permission",
"distributionAndRights": "Local compensation and consent remain gaps.",
"evidenceIds": [
"W02",
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Very thin local evidence.",
"regionalInvalidators": "Open repair capacity and enforceable host benefit spread."
}
}
}
},
"countercase": {
"strongestCountercase": "Broad public, pension, cooperative and household ownership, adequate non-payroll income, open switching and funded reciprocal institutions convert the same technical break into a shared settlement.",
"countercaseEvidenceIds": [
"EWF-15",
"horizon.geopolitics-governance-security.s21",
"SC-G01",
"SC-G08"
],
"conditionsThatWouldStrengthenCountercase": [
"broad infrastructure ownership",
"adequacy-indexed income",
"open switching and memory exit",
"durable civic participation"
],
"conditionsThatWouldWeakenCountercase": [
"deeper concentration",
"fiscal retrenchment",
"captive identity and relational systems"
],
"effectOnCausalChain": "Breaks the concentration-to-demand-fracture and synthetic-substitution loops, shifting the configuration to W02."
},
"failureAndRecovery": {
"counterforces": [
"courts",
"competition enforcement",
"labour action",
"mutual aid",
"weak demand",
"local veto"
],
"failureRoutes": [
"demand depression becomes fiscal crisis",
"automated eligibility propagates exclusion",
"synthetic care replaces staff",
"infrastructure conflict triggers outages",
"owner status systems harden"
],
"recoveryMechanisms": [
"emergency dividends",
"public equity claims",
"debt and utility relief",
"break-up and portability remedies",
"human-service restoration",
"community-owned infrastructure"
],
"residualRisks": [
"lost expertise pipelines",
"distrust",
"capital flight",
"hidden care burden",
"long-term attachment harm"
]
},
"leadingIndicators": [
{
"indicator": "capability and diffusion conjunction",
"directionConsistentWithWorld": "passes"
},
{
"indicator": "ownership, labour income and household demand",
"directionConsistentWithWorld": "owner returns rise while labour income and demand fall"
},
{
"indicator": "relational substitution",
"directionConsistentWithWorld": "human contact and easy exit weaken"
},
{
"indicator": "competition and remedy",
"directionConsistentWithWorld": "switching and appeal remain costly"
}
],
"invalidationSignals": [
{
"signalId": "W03-S1",
"observable": "Capability and diffusion conjunction",
"measureOrThreshold": "Independent long-task, low-rescue, matched-cost and multi-sector diffusion evidence appear together.",
"geography": "at least two large economies",
"checkDateOrWindow": "2027-07 through 2029-06",
"sourceIds": [
"src-oecd-ai-trajectories-2026",
"src-metr-long-tasks-2025"
],
"worldOrBranchAffected": "W03 technical premise",
"whatWouldWeakenOrRejectTheWorld": "Failure of the conjunction rejects W03 regardless of ownership."
},
{
"signalId": "W03-S2",
"observable": "Ownership and demand transmission",
"measureOrThreshold": "Capital income and infrastructure investment rise while median labour income, arrears-adjusted consumption and local tax receipts fall after a cognitive-work break.",
"geography": "at least three regional lenses",
"checkDateOrWindow": "2028-01 through 2030-06",
"sourceIds": [
"src-imf-ai-future-work-2024",
"EWF-20"
],
"worldOrBranchAffected": "W03 economic core",
"whatWouldWeakenOrRejectTheWorld": "Broad ownership or adequate income keeps demand and local revenue stable."
},
{
"signalId": "W03-S3",
"observable": "Relational substitution",
"measureOrThreshold": "Multi-year studies show heavy synthetic use precedes reduced human contact, blocked exit or repeated crisis harm, separated from initial loneliness and household form.",
"geography": "several income and cultural settings",
"checkDateOrWindow": "2029-01 through 2030-12",
"sourceIds": [
"SC-AI01",
"SC-AI02",
"SC-AI03",
"SC-AI04"
],
"worldOrBranchAffected": "W03 social reinforcement",
"whatWouldWeakenOrRejectTheWorld": "Consistent bridging to offline contact and ordinary memory portability break the loop."
},
{
"signalId": "W03-S4",
"observable": "Competition and remedy",
"measureOrThreshold": "Switching time, provider entry, data and relational-memory portability, appeal completion and structural remedies improve together.",
"geography": "five large regions plus two lower-capacity settings",
"checkDateOrWindow": "2030 calendar year",
"sourceIds": [
"horizon.geopolitics-governance-security.s37",
"horizon.geopolitics-governance-security.s21"
],
"worldOrBranchAffected": "W03 enclosure branch",
"whatWouldWeakenOrRejectTheWorld": "Material multi-provider operation and usable remedy reject durable owner enclosure."
}
]
},
{
"authorCreatedWorldId": "W04",
"authorCreatedWorldName": "Maintained Physical Renewal",
"conditionalClaim": "If machine systems become strong planners and bounded operators without becoming dependable general cognitive or physical substitutes, and public, cooperative and regional institutions align grids, cooling, water, buildings, maintenance, care, education and climate adaptation, the major 2031 change is a labour-using physical renewal cycle. Worker and community authority directs automation toward hazardous and administrative tasks; paid physical and relational work remains substantial.",
"probabilityAssigned": false,
"scenarioCoverageTestsServed": [
"physical-and-energy-constraints",
"institutional-and-geopolitical-divergence",
"social-connection-and-meaning"
],
"selectedAtlasVariableIds": [
"V01",
"V02",
"V03",
"V04",
"V05",
"V06",
"V07",
"V08",
"V09",
"V10",
"V11",
"V13",
"V15",
"V16",
"V19",
"V20",
"V21",
"V23",
"V24",
"V25",
"V26",
"V28",
"V29",
"V30",
"V32"
],
"selectedTransitionMechanismIds": [
"T01",
"T02",
"T03",
"T04",
"T05",
"T07",
"T09",
"T11",
"T12",
"T13",
"T14",
"T15",
"T16"
],
"excludedHighImpactVariablesWithReasons": [
{
"variableId": "V12",
"reason": "Provenance matters operationally but does not drive physical renewal."
},
{
"variableId": "V14",
"reason": "Post-quantum work is one maintenance programme, not the world closure."
},
{
"variableId": "V17",
"reason": "Firm formation is secondary to lifecycle procurement and local delivery."
},
{
"variableId": "V18",
"reason": "Payment interoperability helps projects but does not cause commissioned capacity."
},
{
"variableId": "V22",
"reason": "Advanced therapies remain specialised physical delivery."
},
{
"variableId": "V27",
"reason": "Migration shapes labour and rights but not the core build cycle."
},
{
"variableId": "V31",
"reason": "Material provenance is one procurement test, not the main allocator."
}
],
"evidenceClaimsWithLabelsAndSourceIds": [
{
"claimId": "W04-E01",
"label": "observation",
"claim": "Renewable capacity grows while queues, transformers and locational delivery remain constraints.",
"sourceIds": [
"E03",
"E05"
],
"limitations": "Capacity and queue totals do not equal delivered firm power."
},
{
"claimId": "W04-E02",
"label": "projection",
"claim": "Compute and cooling demand can grow despite efficiency, requiring joint energy-water planning.",
"sourceIds": [
"PC-S01",
"PC-S02",
"E08"
],
"limitations": "Workload paths and local effects remain uncertain."
},
{
"claimId": "W04-E03",
"label": "observation",
"claim": "Industrial robotics is large but specialised, and safe-use, intervention and lifecycle evidence remains incomplete.",
"sourceIds": [
"PC-S11",
"PC-S12",
"RSM-13"
],
"limitations": "Installations do not establish utilisation, generality or safe renewal."
},
{
"claimId": "W04-E04",
"label": "observation",
"claim": "Climate exposure, adaptation-finance gaps, health staffing and learning-delivery gaps are material.",
"sourceIds": [
"C01",
"C04",
"HBD-16",
"horizon.education-social-culture.s04",
"horizon.education-social-culture.s05"
],
"limitations": "Plans, spending and short trials do not establish avoided harm or durable outcomes."
},
{
"claimId": "W04-E05",
"label": "scenario-condition",
"claim": "Lifecycle procurement, worker voice, open infrastructure and local permission align digital planning with commissioned assets, staffing and maintenance.",
"sourceIds": [
"horizon.geopolitics-governance-security.s21",
"PC-S09",
"PC-S10"
],
"limitations": "This institutional conjunction is authored; plans alone do not prove it."
},
{
"claimId": "W04-E06",
"label": "unknown",
"claim": "Whether build capacity can outrun climate loss, debt and worker shortages is unresolved.",
"sourceIds": [
"C04",
"EWF-02",
"HBD-05"
],
"limitations": "No joined global series settles delivery capacity."
}
],
"assumptions": [
"Grid, equipment and permitting lead times shorten in participating regions.",
"Procurement values lifecycle maintenance and human staffing.",
"Worker and community voice directs automation toward hazardous and repetitive tasks.",
"Adaptation finance reaches local delivery in several regions."
],
"unknowns": [
"Whether renewal outruns climate loss.",
"Whether debt supports the investment cycle.",
"Whether trained workers stay in high-need places.",
"Whether standards include small suppliers and informal repair."
],
"threeHorizons": {
"h1PresentSystem": {
"observedConditionsAtCutoff": [
"Digital planning improves faster than physical commissioning.",
"Grid, water, care, education and adaptation gaps bind."
],
"incumbentStructures": [
"Utilities, builders, municipalities, schools, health systems, logistics networks, worker organisations and local communities."
],
"bindingConstraints": [
"grid and equipment",
"water and cooling",
"skills and maintenance",
"finance",
"permission",
"safe bounded operation"
],
"sourceIds": [
"E05",
"PC-S01",
"C04",
"HBD-05"
]
},
"h2Transition": {
"contestedChangesFromCutoffTo2030": [
"Utilities reform queues and finance networks.",
"Prepared sites and bounded machines expand.",
"Public and cooperative procurement attaches staffing, worker voice and maintenance.",
"Climate, care and education projects compete for capacity."
],
"actorDecisions": [
"Utilities commission or defer capacity.",
"Public buyers use lifecycle outcomes rather than installation counts.",
"Workers and communities accept, redesign or veto projects.",
"Regional labs pool assurance and standards."
],
"infrastructureMilestones": [
"energised projects rather than reservations",
"independent fleet lifecycle evidence",
"staffed care and learning pathways",
"measured adaptation outcomes"
],
"branchPoints": [
"Build rates outrun losses or fail.",
"Worker participation improves jobs or surveillance grows.",
"Open conformance diffuses capacity or certification excludes."
],
"reversalsAndFailures": [
"Speculative queues are cancelled.",
"Machines fail renewal and repair tests.",
"Maladaptation and green displacement trigger redesign."
],
"sourceIds": [
"E05",
"PC-S11",
"C10",
"horizon.geopolitics-governance-security.s21"
]
},
"h3July2031Pattern": {
"dominantConfiguration": "Regional public, cooperative and private compacts turn bounded planning into maintained grids, buildings, logistics, care, education and climate protection.",
"residualH1Systems": [
"Paid trades, care, teaching, professional responsibility and local authority remain central."
],
"normalisedH2Innovations": [
"lifecycle procurement",
"regional assurance labs",
"prepared sites",
"worker and tenant safeguards",
"distributed fallback"
],
"distributionOfBenefitsAndHarms": "Places with finance, power, skills and remedy gain reliable services and recognised physical contribution; others face higher costs, displacement or under-maintained installations.",
"sourceIds": [
"E05",
"C04",
"HBD-16",
"horizon.education-social-culture.s22"
]
},
"backcast": {
"datedMilestones": [
{
"date": "2027-09",
"milestone": "Queue reform reports energised capacity and cost allocation."
},
{
"date": "2028-12",
"milestone": "Bounded fleets publish multi-year intervention, repair and renewal evidence."
},
{
"date": "2029-09",
"milestone": "Procurement ties payment to maintained climate, care and learning outcomes."
},
{
"date": "2030-12",
"milestone": "Worker and community governance is normal in participating regional compacts."
}
],
"requiredPreconditions": [
"commissioned networks",
"lifecycle finance",
"trained staff",
"open assurance",
"local permission"
],
"failedOrAbandonedRoutes": [
"installation-count procurement",
"maintenance-free automation",
"synthetic-only care and education",
"uncompensated host burden"
]
}
},
"crossImpact": {
"directedImpactEdges": [
{
"from": "V02 assurance",
"to": "V07 bounded safe operation",
"direction": "increases",
"strength": "strong"
},
{
"from": "V04 grid delivery",
"to": "V03 and V07 usable capacity",
"direction": "increases",
"strength": "strong"
},
{
"from": "V28 climate stress",
"to": "renewal demand",
"direction": "increases",
"strength": "strong"
},
{
"from": "lifecycle procurement",
"to": "maintenance employment and V16 progression",
"direction": "increases",
"strength": "strong"
},
{
"from": "V19 fiscal limits",
"to": "regional spread",
"direction": "reduces",
"strength": "strong"
},
{
"from": "staffed services",
"to": "V26 contribution and belonging",
"direction": "can support",
"strength": "moderate"
}
],
"impactDirectionAndOrdinalStrength": "Strong identifies a delivery dependency and moderate a social effect; neither is a probability or weight.",
"reinforcingLoops": [
"Commissioned assets build skills and maintenance revenue, improving future delivery.",
"Measured avoided loss supports continued adaptation finance."
],
"balancingLoops": [
"Debt, materials, labour and permission limit build speed.",
"Worker and community veto checks surveillance and displacement."
],
"contradictionsFound": [
"Strong planning coexists with bounded autonomy.",
"Labour-using renewal coexists with automation of some office and hazardous tasks.",
"Infrastructure benefit can coexist with displacement."
],
"reconciliationDecisions": [
"Count maintained outcomes, not installations.",
"Keep people at responsibility and relational points.",
"Attach tenant, worker and host rights to finance."
],
"unresolvedContradictions": [
"Whether climate escalation outruns renewal.",
"Whether cooperative capacity survives fiscal stress."
]
},
"causalChain": [
"Digital planning and bounded operation improve.",
"Grid, cooling, water, site and standards reform converts some plans into physical capacity.",
"Climate, demographic, health and learning pressures sustain demand for retrofit, care, teaching, logistics and maintenance.",
"Public, cooperative and private compacts finance lifecycle delivery.",
"Worker and community authority channels automation toward hazard and administration.",
"Paid physical and relational work expands while some cognitive work contracts.",
"Repair, care, learning and stewardship organise contribution, status and time.",
"Relational AI helps when it routes people into staffed institutions and harms when it becomes a staffing substitute.",
"Regional delivery capacity and rights, not general cognition, become the main divider."
],
"physicalConsistency": {
"computeAndChips": "Planning capacity is pooled but advanced chips remain concentrated.",
"electricityAndGrids": "Commissioned networks, transformers, storage and compensated flexibility are prerequisites.",
"networks": "Open standards and local fallback support operation.",
"coolingWaterLandMinerals": "Joint allocation, disclosure, circular supply and local caps govern siting.",
"buildingsMachines": "Prepared sites and bounded fleets expand with lifecycle evidence.",
"maintenance": "Training, spares, safe access and renewal budgets are core assets.",
"finance": "Public, cooperative and private capital pays against maintained outcomes.",
"localPermission": "Workers, tenants, utilities, planners and communities have consent, compensation and veto routes."
},
"institutionalConsistency": "Delivery depends on capable procurement, audit, courts, standards, maintenance and remedy; policy intent or announced capacity never counts as commissioned performance.",
"distributionalConsistency": "Finance, rent, disability, language, citizenship and local capacity determine who receives reliable renewal; worker voice and community ownership reduce but do not erase inequality.",
"rightsAndRemedy": "Lifecycle contracts require public outcome records, worker and tenant protection, environmental remedy, accessible service appeal, human duty-holders and the ability to stop unsafe systems.",
"whoAuthorisesPaysOwnsBenefitsBearsRiskPerformsHiddenWorkAndCanAppealOrVeto": {
"authorises": "utilities, municipalities, public buyers, safety bodies, workers and communities",
"pays": "taxpayers, ratepayers, asset owners and regional funds",
"owns": "mixed public, cooperative, community and private infrastructure",
"benefits": "residents with renewed services, trades, carers, teachers and prepared firms",
"bearsRisk": "tenants, ratepayers, host communities, migrants and excluded regions",
"performsHiddenWork": "maintainers, line crews, carers, teachers, cleaners, data stewards and local organisers",
"canAppealOrVeto": "courts, regulators, workers, tenants, utilities and communities through contracts, permits and service appeal"
},
"domainIntegration": {
"physicalAndEnergy": "The world is defined by maintained material delivery.",
"climate": "Measured adaptation and avoided loss drive investment.",
"health": "Staffed clinical and care capacity turns information into outcomes.",
"governance": "Procurement, ownership, standards, courts and local permission align.",
"education": "Teachers, supervised practice and trade pathways expand.",
"security": "Open conformance, cyber continuity and regional spares reduce blast radius."
},
"socialConnectionAndMeaning": {
"explicitDistinctions": "Loneliness, isolation, household form and mental illness remain separate measures.",
"relationalAIHelpRoute": "Disclosed tools can translate, rehearse and route residents into real care, learning, repair and community participation.",
"relationalAIHarmRoute": "Procurement can replace staff with synthetic attention, create surveillance in prepared sites or fail crisis handoff.",
"workContributionBelongingTimeStatus": "Paid renewal, care, teaching and maintenance provide routine and recognised contribution; local stewardship can strengthen belonging when inclusion and rights hold.",
"nonGuarantee": "Infrastructure, employment or synthetic support cannot by itself guarantee belonging, friendship, treatment or legitimacy.",
"sourceIds": [
"SC-G01",
"SC-G07",
"SC-AI01",
"SC-AI02",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23"
]
},
"regionalLenses": {
"united-states": {
"startingPosture": "State and utility variation with large queues and infrastructure finance.",
"selectedBranchOrAbsence": "Several high-delivery compacts commission networks and staffed services; other places retain delay.",
"materialConstraints": "interstate grid, water, equipment, housing and permits",
"distributionAndRights": "Ratepayer cost, tenant protection and community veto vary.",
"evidenceIds": [
"PC-S03",
"PC-S14",
"SC-R01"
],
"uncertainties": "Interstate coordination.",
"regionalInvalidators": "Queues persist without commissioned capacity or service outcomes."
},
"mainland-china": {
"startingPosture": "State-led prepared sites and large build capacity.",
"selectedBranchOrAbsence": "Bounded physical capacity expands with provincial delivery differences.",
"materialConstraints": "power, water, components, utilisation and maintenance",
"distributionAndRights": "Worker, migrant and non-priority service outcomes need transparent remedy.",
"evidenceIds": [
"PC-S05",
"PC-S06",
"PC-S11",
"SC-R06"
],
"uncertainties": "Comparable safe-use and avoided-loss data.",
"regionalInvalidators": "Installations rise while utilisation, maintenance and broad service reliability fail."
},
"european-union": {
"startingPosture": "Grid, renovation and assurance programmes with member-state seams.",
"selectedBranchOrAbsence": "A slower contestable renewal cycle spreads through regional standards and public procurement.",
"materialConstraints": "grid, finance, building stock, skills and certification",
"distributionAndRights": "SME access, tenant rights and member-state remedy determine spread.",
"evidenceIds": [
"PC-S07",
"PC-S15",
"HBD-13",
"SC-R04"
],
"uncertainties": "Common delivery and recognition.",
"regionalInvalidators": "Fixed costs entrench islands and maintained outcomes stagnate."
},
"india": {
"startingPosture": "Large infrastructure need, state diversity and expanding public rails.",
"selectedBranchOrAbsence": "Distributed power, cooling, logistics, health and learning infrastructure create labour-using regional catch-up.",
"materialConstraints": "finance, rural grids, water, land and worker retention",
"distributionAndRights": "State, caste, gender, disability and rural access require assisted remedy.",
"evidenceIds": [
"PC-S08",
"HBD-11",
"SC-R07",
"SC-R08"
],
"uncertainties": "Rural retention and state delivery.",
"regionalInvalidators": "Capital build fails staffing, maintenance and rural access."
},
"japan-and-republic-of-korea": {
"startingPosture": "Prepared facilities, ageing and specialised machines.",
"selectedBranchOrAbsence": "Facility redesign and supervised fleets pair with human care and neighbourhood systems.",
"materialConstraints": "energy imports, repair, care staff and local finance",
"distributionAndRights": "Consent and human alternatives protect older residents and workers.",
"evidenceIds": [
"PC-S09",
"PC-S10",
"PC-S11",
"SC-R10",
"SC-R12"
],
"uncertainties": "Repair economics and participation.",
"regionalInvalidators": "Fleets expand without human care time or durable maintenance."
},
"gulf-technology-economies": {
"startingPosture": "High capital and flagship planned corridors.",
"selectedBranchOrAbsence": "Bounded high-spec renewal advances, but national spread needs water accounting and resident-wide rights.",
"materialConstraints": "water, cooling, imported labour, components and heat",
"distributionAndRights": "Migrant workers and host communities need benefits and remedy.",
"evidenceIds": [
"src-saudi-data-ai-strategy",
"src-uae-ai-strategy-2031",
"SC-R15",
"SC-R16"
],
"uncertainties": "Transparent operating evidence.",
"regionalInvalidators": "Flagships lack maintained national service or fair resident access."
},
"latin-america": {
"startingPosture": "Selected city capacity, drought, debt and large informal systems.",
"selectedBranchOrAbsence": "Cities and states build grids, cooling, care and public rails; fiscal and climate variation leaves gaps.",
"materialConstraints": "debt, drought, grids, housing and maintenance",
"distributionAndRights": "Informal settlements, tenants and care workers need direct protection.",
"evidenceIds": [
"src-eclac-ilia-2025",
"SC-R21",
"SC-R22",
"SC-R23"
],
"uncertainties": "Spread beyond leading places.",
"regionalInvalidators": "Debt and drought stop lifecycle renewal."
},
"africa": {
"startingPosture": "Distributed-energy opportunity with large national capacity differences.",
"selectedBranchOrAbsence": "Regional assurance and locally maintained service systems create pockets of renewal.",
"materialConstraints": "finance, power, networks, skills, language and spares",
"distributionAndRights": "Local ownership and manual alternatives prevent rule-taking exclusion.",
"evidenceIds": [
"src-au-continental-ai-strategy-2024",
"horizon.geopolitics-governance-security.s22",
"SC-R18",
"SC-R19"
],
"uncertainties": "Fiscal absorption and maintenance.",
"regionalInvalidators": "Imported installations fail local operation and renewal."
},
"other-material-paths": {
"startingPosture": "Five distinct physical renewal settings.",
"selectedBranchOrAbsence": "Each builds around its binding lifecycle constraint.",
"materialConstraints": "industrial grids, island resilience, conflict repair, fabrication and remote routes",
"distributionAndRights": "Host consent, repair access and local ownership are central.",
"evidenceIds": [
"E18",
"C05",
"src-un-sids-digital-foundations",
"horizon.geopolitics-governance-security.s52",
"PC-S13",
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Comparable lifecycle outcomes are sparse.",
"regionalInvalidators": "Maintained delivery fails in every subpath.",
"subpaths": {
"Southeast Asia": {
"selectedBranchOrAbsence": "Grid and industrial retrofit with mixed state compacts.",
"materialConstraints": "coal, cooling, grids, trade and hardware",
"distributionAndRights": "Worker voice and pollution burden matter.",
"evidenceIds": [
"E18"
],
"uncertainties": "State outcomes.",
"regionalInvalidators": "Lock-in blocks commissioned clean capacity."
},
"Small island developing states": {
"selectedBranchOrAbsence": "Distributed energy, water and service continuity precede compute scale.",
"materialConstraints": "storms, small grids, fuel, cables and finance",
"distributionAndRights": "Local continuity and debt fairness govern projects.",
"evidenceIds": [
"src-un-sids-digital-foundations",
"C05"
],
"uncertainties": "Island capacity.",
"regionalInvalidators": "External projects fail local maintenance."
},
"Conflict-affected and Eastern Mediterranean settings": {
"selectedBranchOrAbsence": "Repair, portable records and degraded services dominate renewal.",
"materialConstraints": "security, fuel, telecoms, staff and documents",
"distributionAndRights": "Humanitarian access and document-light remedy are required.",
"evidenceIds": [
"horizon.geopolitics-governance-security.s52"
],
"uncertainties": "Conflict duration.",
"regionalInvalidators": "Repair corridors and staffing cannot operate."
},
"Taiwan and advanced semiconductor corridors": {
"selectedBranchOrAbsence": "Fabrication continuity, water, power and host resilience are jointly renewed.",
"materialConstraints": "water, power, construction, trade and security",
"distributionAndRights": "Workers and hosts need risk sharing and veto.",
"evidenceIds": [
"PC-S13"
],
"uncertainties": "Supply and allocation.",
"regionalInvalidators": "Corridor hardening fails or excludes hosts."
},
"Arctic, mountain and undersea paths": {
"selectedBranchOrAbsence": "Monitoring and repair capacity grows without assuming common autonomy.",
"materialConstraints": "glaciers, weather, distance, cables and safe access",
"distributionAndRights": "Remote and Indigenous consent remains necessary.",
"evidenceIds": [
"W02",
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Thin local evidence.",
"regionalInvalidators": "Lifecycle repair remains inaccessible."
}
}
}
},
"countercase": {
"strongestCountercase": "Physical lead times, debt, climate loss, conflict and local opposition prevent coordinated renewal; coupled systems degrade into security corridors.",
"countercaseEvidenceIds": [
"PC-S01",
"C04",
"horizon.geopolitics-governance-security.s52"
],
"conditionsThatWouldStrengthenCountercase": [
"persistent queues",
"rising hazard-normalised loss",
"failed maintenance renewals",
"route disruption"
],
"conditionsThatWouldWeakenCountercase": [
"commissioned networks",
"measured avoided loss",
"durable fleet renewal",
"funded human capacity"
],
"effectOnCausalChain": "Breaks commissioning and maintained-outcome links, shifting toward W05."
},
"failureAndRecovery": {
"counterforces": [
"debt",
"materials",
"labour shortages",
"climate escalation",
"local opposition",
"standards cost"
],
"failureRoutes": [
"ratepayer cost transfer",
"green displacement",
"maintenance collapse",
"surveillance-heavy prepared sites",
"regional exclusion"
],
"recoveryMechanisms": [
"queue reform",
"community ownership",
"regional labs",
"lifecycle procurement",
"tenant and worker protection",
"distributed fallback"
],
"residualRisks": [
"uneven corridors",
"lock-in",
"resource conflict",
"underpaid care",
"maladaptation"
]
},
"leadingIndicators": [
{
"indicator": "grid and equipment delivery",
"directionConsistentWithWorld": "commissioning and energised share rise"
},
{
"indicator": "safe useful fleet durability",
"directionConsistentWithWorld": "utilisation and renewal improve"
},
{
"indicator": "climate and service outcomes",
"directionConsistentWithWorld": "hazard-normalised harm and downtime fall"
},
{
"indicator": "human capacity and contribution",
"directionConsistentWithWorld": "staffing, progression and reciprocal participation rise"
}
],
"invalidationSignals": [
{
"signalId": "W04-S1",
"observable": "Grid and equipment delivery",
"measureOrThreshold": "Connection waits and transformer lead times do not fall while commissioned network capacity and energised share stagnate.",
"geography": "at least five regional lenses",
"checkDateOrWindow": "2027-01 through 2028-12",
"sourceIds": [
"E05",
"PC-S01"
],
"worldOrBranchAffected": "W04 physical enabling branch",
"whatWouldWeakenOrRejectTheWorld": "Persistent queues without commissioning reject renewal."
},
{
"signalId": "W04-S2",
"observable": "Safe useful fleet durability",
"measureOrThreshold": "Independent multi-year utilisation, intervention, repair, energy and renewal evidence fails to improve across three bounded physical domains.",
"geography": "six large regional lenses",
"checkDateOrWindow": "2028-01 through 2029-12",
"sourceIds": [
"PC-S11",
"PC-S12",
"RSM-13"
],
"worldOrBranchAffected": "W04 bounded operation",
"whatWouldWeakenOrRejectTheWorld": "Pilot growth without safe renewal rejects the operated-system branch."
},
{
"signalId": "W04-S3",
"observable": "Climate and service outcomes",
"measureOrThreshold": "Hazard-normalised mortality, downtime and loss do not fall in funded places or for renters and low-income residents.",
"geography": "all nine regional lenses",
"checkDateOrWindow": "2029 calendar year",
"sourceIds": [
"C01",
"C04",
"C10"
],
"worldOrBranchAffected": "W04 adaptation cycle",
"whatWouldWeakenOrRejectTheWorld": "Plan and spending growth without avoided harm rejects delivery."
},
{
"signalId": "W04-S4",
"observable": "Human capacity and contribution",
"measureOrThreshold": "Care, teaching, trade and maintenance staffing, rural retention, progression and mutual help fail despite capital build.",
"geography": "at least one setting in every lens",
"checkDateOrWindow": "2030 calendar year",
"sourceIds": [
"HBD-05",
"horizon.education-social-culture.s22",
"SC-G01"
],
"worldOrBranchAffected": "W04 labour and social branch",
"whatWouldWeakenOrRejectTheWorld": "Failure of staffed progression rejects the labour-using renewal closure."
}
]
},
{
"authorCreatedWorldId": "W05",
"authorCreatedWorldName": "Hardened Service Corridors",
"conditionalClaim": "If conflict, strategic controls, climate shocks and cyber-physical failure compound while chip, grid, water, cable, repair and assurance capacity lag, states and aligned infrastructure owners harden essential services into priority corridors. Capable islands preserve bounded cognition and machines, while cross-border, remote and low-capacity settings suffer repeated degradation, document discontinuity and unequal recovery. Paid repair, care, logistics, security and administration remain substantial; citizenship, location and institutional capacity allocate protection and remedy.",
"probabilityAssigned": false,
"scenarioCoverageTestsServed": [
"physical-and-energy-constraints",
"institutional-and-geopolitical-divergence",
"social-connection-and-meaning"
],
"selectedAtlasVariableIds": [
"V01",
"V02",
"V03",
"V04",
"V06",
"V07",
"V08",
"V09",
"V10",
"V11",
"V12",
"V13",
"V14",
"V15",
"V16",
"V18",
"V19",
"V20",
"V21",
"V23",
"V24",
"V26",
"V27",
"V28",
"V29",
"V30",
"V31",
"V32"
],
"selectedTransitionMechanismIds": [
"T01",
"T02",
"T03",
"T04",
"T05",
"T06",
"T08",
"T09",
"T10",
"T12",
"T13",
"T14",
"T15",
"T16"
],
"excludedHighImpactVariablesWithReasons": [
{
"variableId": "V05",
"reason": "Flexibility protects selected loads but cannot repair compound conflict and infrastructure failure."
},
{
"variableId": "V17",
"reason": "Firm volatility is subordinate to corridor allocation."
},
{
"variableId": "V22",
"reason": "Advanced therapies become continuity-sensitive services, not the driver."
},
{
"variableId": "V25",
"reason": "Child and relational systems remain a social cross-impact but are not the corridor cause."
}
],
"evidenceClaimsWithLabelsAndSourceIds": [
{
"claimId": "W05-E01",
"label": "observation",
"claim": "Conflict incidence is high and electricity attacks can cascade through water, heat, health, education and communications.",
"sourceIds": [
"horizon.geopolitics-governance-security.s09",
"horizon.geopolitics-governance-security.s52"
],
"limitations": "A monitored conflict demonstrates a mechanism, not universal incidence."
},
{
"claimId": "W05-E02",
"label": "observation",
"claim": "Cyber and continuity capacity are uneven; commitment benchmarks do not prove recovery.",
"sourceIds": [
"horizon.geopolitics-governance-security.s43",
"horizon.geopolitics-governance-security.s45"
],
"limitations": "Disclosure is selective and benchmarks use proxies."
},
{
"claimId": "W05-E03",
"label": "observation",
"claim": "Submarine cables and semiconductor corridors create material digital dependencies.",
"sourceIds": [
"horizon.geopolitics-governance-security.s47",
"PC-S13"
],
"limitations": "Cable failures are not all hostile and fabrication plans are not completed capacity."
},
{
"claimId": "W05-E04",
"label": "projection",
"claim": "Climate, food and water stress can align with trade, insurance and fiscal constraints.",
"sourceIds": [
"C01",
"F03",
"W03"
],
"limitations": "Models do not settle local allocation or event timing."
},
{
"claimId": "W05-E05",
"label": "policy-intent",
"claim": "Identity, health-data and preparedness architectures expand, but strategies do not prove degraded-mode operation.",
"sourceIds": [
"horizon.geopolitics-governance-security.s15",
"HBD-13",
"HBD-47"
],
"limitations": "Representative exercises and implementation evidence are missing."
},
{
"claimId": "W05-E06",
"label": "inference",
"claim": "Repeated service failure can isolate displaced and document-poor people and reduce trust even when national systems remain online.",
"sourceIds": [
"SC-G01",
"SC-G07",
"horizon.geopolitics-governance-security.s12"
],
"limitations": "Trust, isolation, household form and mental illness must remain separate."
},
{
"claimId": "W05-E07",
"label": "scenario-condition",
"claim": "Coupled shocks and controls arrive before shared repair, assurance and interoperability mature.",
"sourceIds": [
"horizon.geopolitics-governance-security.s21",
"horizon.geopolitics-governance-security.s43",
"horizon.geopolitics-governance-security.s52"
],
"limitations": "This conjunction is an authored condition."
},
{
"claimId": "W05-E08",
"label": "unknown",
"claim": "Which shocks align, where and whether peace or mutual recognition reverses them is unresolved.",
"sourceIds": [
"horizon.geopolitics-governance-security.s09",
"horizon.geopolitics-governance-security.s21"
],
"limitations": "No frequency is assigned."
}
],
"assumptions": [
"Several coupled shocks occur before infrastructure renewal.",
"Strategic controls disrupt repair and interoperability.",
"Some capable states build degraded modes while others lack finance and staff.",
"Conflict and displacement remain material administrative conditions."
],
"unknowns": [
"Which shocks align and where.",
"Whether settlements reverse conflict.",
"Whether mutual recognition survives emergencies.",
"How informal repair and local authority compensate for state failure."
],
"threeHorizons": {
"h1PresentSystem": {
"observedConditionsAtCutoff": [
"Civilian systems are coupled through power, cloud, identity, payment, cable and logistics.",
"Conflict, climate loss and cyber capacity are uneven."
],
"incumbentStructures": [
"National authority, concentrated providers, just-in-time components, cross-border standards and informal mutual aid."
],
"bindingConstraints": [
"repair access",
"spares",
"power and water",
"cables",
"identity correction",
"staff safety",
"insurance and fiscal room"
],
"sourceIds": [
"horizon.geopolitics-governance-security.s43",
"horizon.geopolitics-governance-security.s47",
"horizon.geopolitics-governance-security.s52",
"C04"
]
},
"h2Transition": {
"contestedChangesFromCutoffTo2030": [
"Controls and incidents lengthen repair.",
"Compound heat, grid, food and health stress exposes alert-only systems.",
"Capable regions procure islandable services and priority corridors."
],
"actorDecisions": [
"Security bodies prioritise strategic loads.",
"Utilities and civil defence create degraded modes.",
"Courts preserve or suspend rights.",
"Humanitarian and regional bodies negotiate repair corridors."
],
"infrastructureMilestones": [
"islandable grids and networks",
"regional spares",
"portable correctable records",
"cash and manual fallback",
"continuity-based procurement"
],
"branchPoints": [
"Controls harden or remain selective.",
"Emergency identity remains correctable or becomes exclusion.",
"Repair corridors are protected or targeted."
],
"reversalsAndFailures": [
"Cloud-only administration fails.",
"Integrated identity propagates denial.",
"Cross-border qualification narrows.",
"Insurance retreats."
],
"sourceIds": [
"horizon.geopolitics-governance-security.s15",
"horizon.geopolitics-governance-security.s39",
"C10",
"HBD-47"
]
},
"h3July2031Pattern": {
"dominantConfiguration": "Essential services are reliable inside funded security corridors, translated imperfectly across them and intermittent outside them.",
"residualH1Systems": [
"National law, borders, paper records, cash, local authority and mutual aid return during degradation."
],
"normalisedH2Innovations": [
"degraded-mode administration",
"regional repair reserves",
"islandable networks",
"portable records",
"priority-corridor procurement"
],
"distributionOfBenefitsAndHarms": "Strategic centres and insured owners recover first; displaced, remote, low-income and conflict-affected people face longer outages and document harm. Recovery work can build mutual belonging or exclusionary enclave status.",
"sourceIds": [
"horizon.geopolitics-governance-security.s52",
"SC-G07",
"SC-G08",
"C04"
]
},
"backcast": {
"datedMilestones": [
{
"date": "2027-10",
"milestone": "Controls and incidents lengthen component and cable recovery."
},
{
"date": "2028-09",
"milestone": "Compound heat, grid and food stress defeats alert-only systems."
},
{
"date": "2029-06",
"milestone": "Capable regions procure islandable services and repair reserves."
},
{
"date": "2030-12",
"milestone": "Mutual recognition narrows to trusted corridors while document-poor routes remain weak."
}
],
"requiredPreconditions": [
"coupled shocks",
"repair and assurance gaps",
"strategic fragmentation",
"uneven fiscal capacity",
"persistent displacement"
],
"failedOrAbandonedRoutes": [
"cloud-only essential administration",
"just-in-time strategic spares",
"one universal credential",
"uniform cross-border operation"
]
}
},
"crossImpact": {
"directedImpactEdges": [
{
"from": "V32 conflict and controls",
"to": "V09 connectivity",
"direction": "reduces",
"strength": "strong"
},
{
"from": "V13 compromise",
"to": "V11 identity and access",
"direction": "reduces",
"strength": "strong"
},
{
"from": "V28 climate stress",
"to": "V19 fiscal and insurance room",
"direction": "reduces",
"strength": "strong"
},
{
"from": "V10 hard stacks",
"to": "repair interoperability",
"direction": "reduces",
"strength": "strong"
},
{
"from": "local degraded modes",
"to": "essential continuity",
"direction": "increases",
"strength": "strong"
},
{
"from": "repeated failure",
"to": "V26 trust and enclave formation",
"direction": "polarises",
"strength": "moderate"
}
],
"impactDirectionAndOrdinalStrength": "Strong edges create corridor dependence and moderate edges shape social response; neither is a probability or weight.",
"reinforcingLoops": [
"Controls reduce shared repair; failure justifies more controls.",
"Outages erode trust; tighter integration and surveillance enlarge blast radius and exclusion."
],
"balancingLoops": [
"Regional repair coalitions preserve corridors.",
"Offline systems reduce dependency.",
"Peace and infrastructure-protection norms reverse fragmentation."
],
"contradictionsFound": [
"Integration improves routine service but enlarges blast radius.",
"Sovereignty depends on foreign chips, cables and maintenance.",
"Hardened islands are internally resilient but globally brittle."
],
"reconciliationDecisions": [
"Require modular isolation and assisted routes.",
"Treat sovereignty as tested control and recovery.",
"Time-limit emergency powers and preserve appeal."
],
"unresolvedContradictions": [
"security secrecy versus audit",
"priority versus equal service",
"protection versus openness"
]
},
"causalChain": [
"Conflict, controls, climate and cyber stress align.",
"Chips, cables, grids, identity and repair dependencies fail together.",
"Capable states and aligned owners harden priority corridors.",
"Bounded automation operates inside engineered islands; damaged and remote settings stay human-supported.",
"Mutual recognition narrows and recovery becomes corridor-based.",
"Citizenship, location and identity allocate protection; paid repair, care and security work grows.",
"Repair and mutual aid create contribution, status and routine but can exhaust hidden workers.",
"Relational AI can translate and coordinate when systems hold, or replace contact and fail during outage.",
"Trust and belonging become corridor- and community-bound; exclusion and document poverty persist."
],
"physicalConsistency": {
"computeAndChips": "Stocks and domestic capacity cover selected corridors only.",
"electricityAndGrids": "Islandable grids protect priority loads but fuel, transformers and repair stay scarce.",
"networks": "Cable, terrestrial and satellite diversity helps but correlated power failure remains.",
"coolingWaterLandMinerals": "Heat, drought, extraction and controls constrain replacement.",
"buildingsMachines": "Hardened sites function; damaged and open environments depend on people and simple tools.",
"maintenance": "Spares, technicians and safe access are the dominant scarcity.",
"finance": "Security and recovery crowd out care, education and adaptation in weaker states.",
"localPermission": "Emergency authority expands; legitimate veto survives unevenly."
},
"institutionalConsistency": "Divergence follows unequal state capacity, audit, courts, standards, procurement, maintenance and remedy; announced resilience never counts as exercised continuity.",
"distributionalConsistency": "Strategic priority and insurance channel resources to protected corridors; portable rights, cash fallback and assisted access determine whether displaced and informal populations retain services.",
"rightsAndRemedy": "Emergency decisions need sunset dates, public logs, human correction, document-light access and independent review; absence of effective remedy is part of this world.",
"whoAuthorisesPaysOwnsBenefitsBearsRiskPerformsHiddenWorkAndCanAppealOrVeto": {
"authorises": "security bodies, utilities, civil defence, local authorities and humanitarian agencies",
"pays": "taxpayers, ratepayers, insurers, donors and affected households",
"owns": "states and concentrated providers plus local fallback assets",
"benefits": "strategic centres, insured owners and people inside capable corridors",
"bearsRisk": "displaced, document-poor, remote, low-income and conflict-affected people",
"performsHiddenWork": "line crews, health workers, teachers, cable repairers, caseworkers, volunteers and carers",
"canAppealOrVeto": "courts and regulators in capable corridors; local and humanitarian escalation elsewhere, often without effective remedy"
},
"domainIntegration": {
"physicalAndEnergy": "Chokepoints and repair define corridor capacity.",
"climate": "Compound hazard and insurance retreat accelerate divergence.",
"health": "Portable records, staff safety and degraded care determine survival.",
"governance": "Emergency power, courts, mutual recognition and state capacity diverge.",
"education": "Learning continuity depends on teachers, power, records and safe sites.",
"security": "Conflict, cyber, controls, cables and post-quantum migration interact."
},
"socialConnectionAndMeaning": {
"explicitDistinctions": "Outage and displacement can increase isolation without making every person lonely or mentally ill; living alone is a practical risk, not a diagnosis.",
"relationalAIHelpRoute": "When power and networks hold, disclosed tools can translate, preserve reminders and route people to real repair teams, teachers, carers, clinicians and groups.",
"relationalAIHarmRoute": "Synthetic attention can replace staff or reciprocal contact, offer false reassurance, trap memory and disappear with power or identity failure.",
"workContributionBelongingTimeStatus": "Repair, care, teaching, document help, food delivery and mutual aid provide routine and social value, whether paid or unpaid; exhaustion and exclusion must remain visible.",
"nonGuarantee": "Coordination technology cannot grant belonging, public legitimacy, treatment or a valued role.",
"sourceIds": [
"SC-G01",
"SC-G02",
"SC-G05",
"SC-AI01",
"SC-AI02",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23",
"horizon.geopolitics-governance-security.s52"
]
},
"regionalLenses": {
"united-states": {
"startingPosture": "Federal, state and corporate continuity capacity varies.",
"selectedBranchOrAbsence": "State and corporate corridors form with uneven interoperability and civil-rights safeguards.",
"materialConstraints": "grid, water, cloud switching, spares and state finance",
"distributionAndRights": "Federal mutual aid and state appeal determine cross-corridor access.",
"evidenceIds": [
"horizon.geopolitics-governance-security.s43",
"PC-S03",
"SC-R01"
],
"uncertainties": "Federal mutual aid and switching.",
"regionalInvalidators": "Restoration and mutual recognition improve broadly."
},
"mainland-china": {
"startingPosture": "Large integrated networks and strong priority allocation.",
"selectedBranchOrAbsence": "Hardened systems preserve priority services; provincial and migrant differences remain.",
"materialConstraints": "power, water, chips, disclosure and local repair",
"distributionAndRights": "Non-priority recovery and correction are key gaps.",
"evidenceIds": [
"PC-S05",
"PC-S06",
"horizon.geopolitics-governance-security.s04",
"SC-R05"
],
"uncertainties": "Incident disclosure.",
"regionalInvalidators": "Transparent recovery equalises priority and non-priority access."
},
"european-union": {
"startingPosture": "Common standards with national emergency authority.",
"selectedBranchOrAbsence": "Mutual-assistance corridors preserve some interoperability; national controls create seams.",
"materialConstraints": "energy, components, cross-border finance and readiness",
"distributionAndRights": "Common appeal and solidarity are tested under repeated shocks.",
"evidenceIds": [
"horizon.geopolitics-governance-security.s15",
"horizon.geopolitics-governance-security.s39",
"HBD-13",
"SC-R03"
],
"uncertainties": "Solidarity under stress.",
"regionalInvalidators": "Tested mutual recognition persists across repeated incidents."
},
"india": {
"startingPosture": "Large shared rails with state variation.",
"selectedBranchOrAbsence": "Modular isolation supports recovery where it works and correlated exclusion where it fails.",
"materialConstraints": "power, cooling, telecoms, state staffing and rural access",
"distributionAndRights": "Grievance capacity and assisted identity determine protection.",
"evidenceIds": [
"HBD-11",
"PC-S08",
"SC-R07",
"SC-R09"
],
"uncertainties": "State recovery.",
"regionalInvalidators": "Outage exercises preserve rights across states."
},
"japan-and-republic-of-korea": {
"startingPosture": "Prepared urban systems with energy and demographic constraints.",
"selectedBranchOrAbsence": "Urban corridors protect many older residents; remote continuity and human staffing remain exposed.",
"materialConstraints": "energy imports, components, rural access and staff",
"distributionAndRights": "Older and remote residents require human alternatives.",
"evidenceIds": [
"PC-S09",
"PC-S10",
"SC-R10",
"SC-R11"
],
"uncertainties": "Rural continuity.",
"regionalInvalidators": "National restoration and staffing remove urban-rural seams."
},
"gulf-technology-economies": {
"startingPosture": "Capital-intensive cities amid heat, water and regional security exposure.",
"selectedBranchOrAbsence": "City corridors harden quickly; migrant and regional continuity remains uneven.",
"materialConstraints": "cooling, water, imported staff, components and conflict",
"distributionAndRights": "Resident-wide access and portable migrant remedy remain decisive.",
"evidenceIds": [
"src-saudi-data-ai-strategy",
"src-uae-ai-strategy-2031",
"SC-R15",
"SC-R17"
],
"uncertainties": "Independent continuity evidence.",
"regionalInvalidators": "Resident-wide continuity and remedy are independently demonstrated."
},
"latin-america": {
"startingPosture": "City and national islands rely on public rails and community networks.",
"selectedBranchOrAbsence": "Urban corridors recover first; rural and informal areas face longer degradation.",
"materialConstraints": "finance, drought, grid, logistics and municipal capacity",
"distributionAndRights": "Cash fallback and community remedy protect informal households.",
"evidenceIds": [
"C04",
"SC-R21",
"SC-R22",
"SC-R23"
],
"uncertainties": "Municipal evidence.",
"regionalInvalidators": "Rural restoration matches urban continuity."
},
"africa": {
"startingPosture": "Large national diversity in cyber, power and repair capacity.",
"selectedBranchOrAbsence": "Regional repair and payment corridors protect selected services; local power, radio and manual records remain vital.",
"materialConstraints": "finance, power, spares, telecoms, staff and conflict",
"distributionAndRights": "Local authority and document-light access determine inclusion.",
"evidenceIds": [
"horizon.geopolitics-governance-security.s22",
"SC-R18",
"SC-R20",
"HBD-47"
],
"uncertainties": "National continuity capacity.",
"regionalInvalidators": "Tested regional recovery and portable rights diffuse."
},
"other-material-paths": {
"startingPosture": "Five chokepoint and exposure paths.",
"selectedBranchOrAbsence": "Each follows distinct continuity and repair logic.",
"materialConstraints": "shipping, grids, islands, conflict, fabrication, cables and weather",
"distributionAndRights": "Portable rights, local authority and repair access are essential.",
"evidenceIds": [
"E18",
"C05",
"src-un-sids-digital-foundations",
"horizon.geopolitics-governance-security.s52",
"PC-S13",
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Substantial evidence gaps remain.",
"regionalInvalidators": "Restoration, mutual recognition and rights improve across all five.",
"subpaths": {
"Southeast Asia": {
"selectedBranchOrAbsence": "Shipping, cooling and grid seams create overlapping corridors.",
"materialConstraints": "ports, coal, cooling, grids and components",
"distributionAndRights": "Workers and peripheral states need mutual aid.",
"evidenceIds": [
"E18"
],
"uncertainties": "State coordination.",
"regionalInvalidators": "Regional restoration and spares are exercised."
},
"Small island developing states": {
"selectedBranchOrAbsence": "Distributed survival systems rely on external repair.",
"materialConstraints": "storms, fuel, water, cables and sovereign finance",
"distributionAndRights": "Local priority and debt fairness govern access.",
"evidenceIds": [
"src-un-sids-digital-foundations",
"C05"
],
"uncertainties": "External repair time.",
"regionalInvalidators": "Independent local repair and durable finance spread."
},
"Conflict-affected and Eastern Mediterranean settings": {
"selectedBranchOrAbsence": "Portable identity, water, health and telecom continuity dominate.",
"materialConstraints": "attack, fuel, staff, records and access",
"distributionAndRights": "Humanitarian law, document-light service and correction are critical.",
"evidenceIds": [
"horizon.geopolitics-governance-security.s52"
],
"uncertainties": "Conflict persistence.",
"regionalInvalidators": "Settlements restore civilian systems and return."
},
"Taiwan and advanced semiconductor corridors": {
"selectedBranchOrAbsence": "Fabrication becomes a strategic pressure and continuity corridor.",
"materialConstraints": "water, power, trade, construction and conflict",
"distributionAndRights": "Workers and host communities bear global risk.",
"evidenceIds": [
"PC-S13"
],
"uncertainties": "Allocation and security.",
"regionalInvalidators": "Supply and repair diversify without new chokepoints."
},
"Arctic, mountain and undersea paths": {
"selectedBranchOrAbsence": "Cable, glacier, weather and access disruption create remote islands.",
"materialConstraints": "distance, cables, ice, shipping and safe repair",
"distributionAndRights": "Remote and Indigenous authority cannot be bypassed.",
"evidenceIds": [
"W02",
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Sparse evidence.",
"regionalInvalidators": "Redundant routes and local repair achieve tested continuity."
}
}
}
},
"countercase": {
"strongestCountercase": "Managed interdependence, peace settlements, tested cyber recovery and coordinated physical renewal keep controls selective and prevent repeated degradation.",
"countercaseEvidenceIds": [
"horizon.geopolitics-governance-security.s21",
"horizon.geopolitics-governance-security.s45",
"E05"
],
"conditionsThatWouldStrengthenCountercase": [
"falling restoration time",
"mutual recognition under stress",
"protected repair corridors",
"falling hazard-normalised loss"
],
"conditionsThatWouldWeakenCountercase": [
"harder controls",
"longer outages",
"insurance retreat",
"persistent displacement"
],
"effectOnCausalChain": "Breaks the coupled-shock and repair-fragmentation links, moving toward W04 or W01."
},
"failureAndRecovery": {
"counterforces": [
"peace agreements",
"regional standards brokerage",
"open conformance",
"distributed energy",
"local repair",
"humanitarian law"
],
"failureRoutes": [
"permanent emergency power",
"identity propagation error",
"post-quantum outage",
"food export controls",
"cable and chip disruption",
"aid fragmentation"
],
"recoveryMechanisms": [
"offline minima",
"islandable grids",
"regional spares",
"portable records",
"cash fallback",
"repair corridors",
"sunset and appeal rules"
],
"residualRisks": [
"enclave hardening",
"surveillance",
"document poverty",
"chronic displacement",
"unequal insurance",
"volunteer exhaustion"
]
},
"leadingIndicators": [
{
"indicator": "essential-service recovery",
"directionConsistentWithWorld": "downtime and affected population fail to improve"
},
{
"indicator": "managed interdependence",
"directionConsistentWithWorld": "equivalence and tested exit narrow"
},
{
"indicator": "portable rights under degradation",
"directionConsistentWithWorld": "correction and fallback remain weak"
},
{
"indicator": "conflict and displacement",
"directionConsistentWithWorld": "settlement and durable return remain limited"
}
],
"invalidationSignals": [
{
"signalId": "W05-S1",
"observable": "Essential-service recovery",
"measureOrThreshold": "Downtime, restoration time and affected population fall despite serious intrusions and physical shocks.",
"geography": "all nine regional lenses",
"checkDateOrWindow": "2027-01 through 2028-12",
"sourceIds": [
"horizon.geopolitics-governance-security.s43",
"horizon.geopolitics-governance-security.s45",
"horizon.geopolitics-governance-security.s52"
],
"worldOrBranchAffected": "W05 continuity-failure premise",
"whatWouldWeakenOrRejectTheWorld": "Broad simultaneous improvement weakens corridor formation."
},
{
"signalId": "W05-S2",
"observable": "Managed interdependence",
"measureOrThreshold": "Equivalence, exemptions, mutual recognition and tested exit expand while bundled cloud, chip and data denials do not.",
"geography": "major trade and standards corridors",
"checkDateOrWindow": "2028-01 through 2029-06",
"sourceIds": [
"horizon.geopolitics-governance-security.s03",
"horizon.geopolitics-governance-security.s04",
"horizon.geopolitics-governance-security.s21"
],
"worldOrBranchAffected": "W05 fragmentation",
"whatWouldWeakenOrRejectTheWorld": "Durable managed interdependence breaks the controls-to-repair loop."
},
{
"signalId": "W05-S3",
"observable": "Portable rights under degradation",
"measureOrThreshold": "Identity correction, document-light access, cash fallback, health and learning continuity work through multi-day outages and displacement exercises.",
"geography": "conflict settings, small islands, India, Africa and European borders",
"checkDateOrWindow": "2029 calendar year",
"sourceIds": [
"horizon.geopolitics-governance-security.s12",
"horizon.geopolitics-governance-security.s15",
"HBD-13"
],
"worldOrBranchAffected": "W05 exclusion branch",
"whatWouldWeakenOrRejectTheWorld": "Successful exercises weaken durable document discontinuity."
},
{
"signalId": "W05-S4",
"observable": "Conflict and displacement reversal",
"measureOrThreshold": "Multi-year settlements, durable return and civilian-service restoration expand across several conflict systems.",
"geography": "global with conflict-affected and Eastern Mediterranean focus",
"checkDateOrWindow": "2030 calendar year",
"sourceIds": [
"horizon.geopolitics-governance-security.s09",
"horizon.geopolitics-governance-security.s52"
],
"worldOrBranchAffected": "W05 shock persistence",
"whatWouldWeakenOrRejectTheWorld": "Broad settlement and restoration remove a reinforcing driver."
}
]
},
{
"authorCreatedWorldId": "W06",
"authorCreatedWorldName": "Mediated Social Life",
"conditionalClaim": "If paid work becomes volatile but not obsolete, family and public institutions remain strained, and persistent relational machine systems mediate companionship, learning, care navigation and status, always-available synthetic attention becomes social infrastructure by July 2031. It bridges some people into human participation but substitutes for reciprocal contact and staffed institutions for others. Personal memory and platform incentives create owner-governed social enclaves without eliminating families, faith, neighbourhoods, mutual aid or non-use.",
"probabilityAssigned": false,
"scenarioCoverageTestsServed": [
"physical-and-energy-constraints",
"institutional-and-geopolitical-divergence",
"social-connection-and-meaning"
],
"selectedAtlasVariableIds": [
"V01",
"V02",
"V03",
"V04",
"V06",
"V09",
"V10",
"V11",
"V12",
"V13",
"V15",
"V16",
"V19",
"V20",
"V21",
"V24",
"V25",
"V26",
"V27",
"V28",
"V32"
],
"selectedTransitionMechanismIds": [
"T01",
"T03",
"T04",
"T05",
"T06",
"T07",
"T09",
"T11",
"T12",
"T14",
"T15",
"T16"
],
"excludedHighImpactVariablesWithReasons": [
{
"variableId": "V05",
"reason": "Load flexibility affects hosting but not the relational closure."
},
{
"variableId": "V07",
"reason": "Embodied machines are not required for persistent synthetic attention."
},
{
"variableId": "V08",
"reason": "Prepared sites do not drive owner-held relational memory."
},
{
"variableId": "V14",
"reason": "Post-quantum migration remains a continuity issue."
},
{
"variableId": "V17",
"reason": "Firm volatility matters less than persistent social mediation."
},
{
"variableId": "V18",
"reason": "Payment rails enable commercial access but do not create reciprocity."
},
{
"variableId": "V22",
"reason": "Advanced therapies are not a social-order driver."
},
{
"variableId": "V23",
"reason": "Biosecurity is a stress, not the relational mechanism."
},
{
"variableId": "V29",
"reason": "Food stress affects participation but does not define mediation."
},
{
"variableId": "V30",
"reason": "Water constrains hosting and living conditions without defining social substitution."
},
{
"variableId": "V31",
"reason": "Carbon claims are not causal here."
}
],
"evidenceClaimsWithLabelsAndSourceIds": [
{
"claimId": "W06-E01",
"label": "observation",
"claim": "Loneliness, isolation, living alone, mental illness, trust and belonging are related but distinct and regionally different.",
"sourceIds": [
"SC-G01",
"SC-G02",
"SC-G05",
"SC-G07",
"SC-R15"
],
"limitations": "No single global measure joins these without distortion."
},
{
"claimId": "W06-E02",
"label": "observation",
"claim": "Short relational-system studies show mixed effects and possible dependence associations, not a settled long-term direction.",
"sourceIds": [
"SC-AI01",
"SC-AI02",
"horizon.education-social-culture.s19",
"horizon.education-social-culture.s20"
],
"limitations": "Duration, selection and geography prevent generalisation."
},
{
"claimId": "W06-E03",
"label": "policy-intent",
"claim": "Inquiry and legislation establish responsibility surfaces for child and companion systems.",
"sourceIds": [
"SC-AI03",
"SC-AI04"
],
"limitations": "Action does not establish prevalence, compliance or outcome."
},
{
"claimId": "W06-E04",
"label": "observation",
"claim": "Work exposure is broad but transformation rather than replacement describes current evidence; work supplies both role and strain.",
"sourceIds": [
"SC-WORK-01",
"EWF-04"
],
"limitations": "Exposure does not settle future work quality or meaning."
},
{
"claimId": "W06-E05",
"label": "observation",
"claim": "Human mental-health, care and education capacity is sharply unequal, creating pressure for digital substitution.",
"sourceIds": [
"SC-G05",
"SC-G06",
"HBD-05",
"horizon.education-social-culture.s04"
],
"limitations": "Digital support cannot be relabelled treatment, friendship or learning outcome."
},
{
"claimId": "W06-E06",
"label": "inference",
"claim": "Captive relational memory, identity and attention incentives can reinforce platform power and harden exit.",
"sourceIds": [
"horizon.geopolitics-governance-security.s37",
"horizon.education-social-culture.s22",
"SC-AI04"
],
"limitations": "The substitution branch remains conditional and heterogeneous."
},
{
"claimId": "W06-E07",
"label": "scenario-condition",
"claim": "Persistent memory and high voluntary use spread while staffed human alternatives and enforceable portability remain uneven.",
"sourceIds": [
"SC-AI01",
"SC-AI04"
],
"limitations": "This conjunction is authored, not a reported 2031 outcome."
},
{
"claimId": "W06-E08",
"label": "unknown",
"claim": "Long-run child attachment, cross-cultural legitimacy and causal direction between heavy use and isolation remain unresolved.",
"sourceIds": [
"SC-AI02",
"SC-G01"
],
"limitations": "No representative longitudinal global evidence exists."
}
],
"assumptions": [
"Relational systems become persistent and personally memorable.",
"Human service and community capacity does not expand fast enough.",
"Work volatility creates routine and recognition gaps without a full post-labour settlement.",
"Memory portability, persuasion and child safeguards remain uneven."
],
"unknowns": [
"Causal direction between heavy use and isolation.",
"Long-run child reciprocity and conflict skills.",
"Cross-cultural legitimacy of synthetic relationships.",
"Whether memory controls can be audited.",
"Strength of family, faith, neighbourhood and non-use counterforces."
],
"threeHorizons": {
"h1PresentSystem": {
"observedConditionsAtCutoff": [
"Connection and mental-health concerns are material but distinct.",
"Relational evidence is short and mixed.",
"Work and community institutions are uneven.",
"Platform and identity layers are concentrated."
],
"incumbentStructures": [
"families, faith groups, schools, workplaces, health systems, platforms and public spaces"
],
"bindingConstraints": [
"human time",
"mental-health capacity",
"safeguarding",
"reciprocity",
"memory control",
"trust",
"accessible real participation"
],
"sourceIds": [
"SC-G01",
"SC-G05",
"SC-AI02",
"horizon.geopolitics-governance-security.s37"
]
},
"h2Transition": {
"contestedChangesFromCutoffTo2030": [
"Relational memory and multimodal presence deepen.",
"Schools, carers and employers use synthetic interaction to fill gaps.",
"Work volatility and migration raise demand for routine and support.",
"Governments create disclosure and crisis duties unevenly.",
"Placement audits begin separating persistent memory, institutional adoption, synthetic status allocation, staffed-capacity change, bridge outcomes and substitution outcomes rather than counting adoption alone."
],
"actorDecisions": [
"Platforms optimise engagement or safe exit.",
"Public buyers fund human handoff or staff substitution.",
"Families, schools and faith groups create bounded-use norms.",
"Regulators require memory inspection, transfer, deletion and child protection."
],
"infrastructureMilestones": [
"persistent relational memory",
"age and crisis protocols",
"human-handoff networks",
"deletion receipts",
"independent longitudinal studies",
"A cross-regional placement dataset measures all four W06 discriminator conjuncts with repeated observations."
],
"branchPoints": [
"Use bridges to offline contact or replaces it.",
"Memory is portable or captive.",
"Institutions fund people or remove them.",
"Communities bridge difference or harden enclaves.",
"All four discriminator conjuncts close the self-reinforcing loop, or relational mediation remains secondary inside W01, W03, W04 or W05."
],
"reversalsAndFailures": [
"Synthetic-only crisis lines are suspended.",
"Age systems are withdrawn for exclusion or privacy harm.",
"Communities reject persuasive or undeletable memory."
],
"sourceIds": [
"SC-AI01",
"SC-AI02",
"SC-AI03",
"SC-AI04"
]
},
"h3July2031Pattern": {
"dominantConfiguration": "Persistent relational systems mediate routine, rehearsal, learning, care navigation and status. Some bridge to people; others displace reciprocity and strengthen owner-governed enclaves.",
"residualH1Systems": [
"Families, faith, neighbourhoods, workplaces, schools and health systems remain indispensable sources of duty, embodied care and legitimacy."
],
"normalisedH2Innovations": [
"artificial-relationship disclosure",
"memory controls",
"crisis and child protocols",
"relationship-impact audits",
"human-handoff duties"
],
"distributionOfBenefitsAndHarms": "People with mobility, language or rehearsal needs can gain; children, people in crisis, migrants and those lacking human alternatives face dependence, persuasion or failed handoff. Household form and mental health remain separate.",
"sourceIds": [
"SC-G01",
"SC-G05",
"SC-AI02",
"SC-R16"
]
},
"backcast": {
"datedMilestones": [
{
"date": "2027-09",
"milestone": "Persistent relational memory and multimodal interaction spread."
},
{
"date": "2028-12",
"milestone": "Public institutions adopt synthetic support amid staffing shortages."
},
{
"date": "2029-09",
"milestone": "Longitudinal evidence identifies both bridging and substitution groups."
},
{
"date": "2030-12",
"milestone": "Several dominant stacks retain captive relational histories despite portability efforts."
},
{
"date": "2030-06",
"milestone": "Independent placement audit either observes all four discriminator conjuncts and the directed loop, or collapses W06 into a secondary mechanism."
}
],
"requiredPreconditions": [
"persistent memory",
"high voluntary use",
"human capacity gaps",
"uneven exit and persuasion rules",
"work and migration transitions"
],
"failedOrAbandonedRoutes": [
"synthetic support as guaranteed treatment",
"one global age regime",
"attendance as belonging",
"mandatory universal identity linkage"
]
}
},
"crossImpact": {
"directedImpactEdges": [
{
"from": "V16 work volatility",
"to": "routine and status gaps",
"direction": "increases",
"strength": "strong"
},
{
"from": "human-service gaps",
"to": "V25 synthetic interaction",
"direction": "increases",
"strength": "strong"
},
{
"from": "persistent synthetic attention",
"to": "reciprocal contact",
"direction": "can reduce",
"strength": "moderate"
},
{
"from": "V15 concentration",
"to": "memory captivity",
"direction": "increases",
"strength": "strong"
},
{
"from": "safe bridging design",
"to": "V26 real participation",
"direction": "can increase",
"strength": "moderate"
},
{
"from": "migration and disability barriers",
"to": "value of translation and rehearsal",
"direction": "increases",
"strength": "moderate"
},
{
"linkId": "W06-DL1",
"from": "persistent identity-linked relational memory",
"to": "repeat use and switching cost",
"direction": "increases",
"strength": "strong",
"sourceIds": [
"SC-AI03",
"SC-AI04",
"horizon.geopolitics-governance-security.s37"
],
"auditObservable": "Inspect, transfer, deletion and exit tests measure time, lost history, functional loss and unwanted re-engagement; repeated use is compared after initial need and access are held separate.",
"counterforces": [
"memory portability",
"audited deletion",
"non-use",
"provider switching"
]
},
{
"linkId": "W06-DL2",
"from": "repeat use",
"to": "personal data and synthetic attention or status allocation",
"direction": "increases",
"strength": "strong",
"sourceIds": [
"SC-AI02",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23",
"horizon.geopolitics-governance-security.s37"
],
"auditObservable": "Repeated measures distinguish interaction time from changes in visibility, invitations, credentials, priority, recognition and recurring synthetic attention.",
"counterforces": [
"data minimisation",
"purpose limitation",
"plural human recognition",
"user-controlled memory"
]
},
{
"linkId": "W06-DL3",
"from": "synthetic attention or status allocation",
"to": "relational system as a recurring institutional route",
"direction": "increases adoption pressure",
"strength": "strong",
"sourceIds": [
"SC-AI04",
"SC-G05",
"SC-G06",
"horizon.health-biotech-demography.hbd-05",
"horizon.education-social-culture.s04"
],
"auditObservable": "Procurement and workflow records show whether care, learning, employment or public-service institutions make the relational system a recurring front door rather than a bounded aid.",
"counterforces": [
"bounded-use procurement",
"human-handoff duties",
"institutional non-adoption",
"community governance"
]
},
{
"linkId": "W06-DL4",
"from": "relational system as a recurring institutional route",
"to": "staffed human capacity",
"direction": "can displace",
"strength": "strong",
"sourceIds": [
"SC-G05",
"SC-G06",
"horizon.health-biotech-demography.hbd-05",
"horizon.education-social-culture.s04"
],
"auditObservable": "Staffed contact hours, caseload, response time, funded positions and successful human handoffs are measured before and after recurring adoption.",
"counterforces": [
"staffing floors",
"funded human alternatives",
"professional duty",
"worker and service-user veto"
]
},
{
"linkId": "W06-DL5",
"from": "displaced staffed human capacity",
"to": "dependence on the relational layer",
"direction": "increases",
"strength": "strong",
"sourceIds": [
"SC-G01",
"SC-G05",
"SC-AI01",
"SC-AI02"
],
"auditObservable": "Longitudinal studies test whether falling human alternatives precede heavier use, blocked exit, reduced reciprocal contact or crisis-handoff failure while loneliness, isolation, household form and mental illness remain separate.",
"counterforces": [
"human-service restoration",
"family and community alternatives",
"safe crisis escalation",
"offline participation"
]
}
],
"impactDirectionAndOrdinalStrength": "Strong edges define the system and moderate edges remain subgroup- and institution-dependent; neither is a probability or weight.",
"reinforcingLoops": [
"Use creates personal memory and switching cost, encouraging more use.",
"Service cuts push substitution and weaken support for staffed services.",
"Enclave belonging lowers out-group contact and strengthens personalised reality."
],
"balancingLoops": [
"Families, faith, neighbourhoods and mutual aid offer reciprocal alternatives.",
"Portability, deletion and non-use reduce captivity.",
"Audits and crisis failures trigger human restoration."
],
"contradictionsFound": [
"Immediate relief can coexist with long-run substitution.",
"More interaction can coexist with isolation.",
"Living alone can coexist with belonging.",
"Navigation help can exist without treatment."
],
"reconciliationDecisions": [
"Keep connection and health measures separate.",
"Model bridging and substitution together.",
"Require handoff and never count disclosure as belonging."
],
"unresolvedContradictions": [
"causal direction of heavy use",
"cultural legitimacy",
"child reciprocity",
"commercial versus clinical duties"
]
},
"causalChain": [
"Work, migration and care transitions create routine, recognition and contact gaps.",
"Persistent relational systems provide low-cost always-available attention.",
"Understaffed institutions use them as substitutes as well as bridges.",
"Personal memory and engagement incentives raise switching cost.",
"Some users gain rehearsal, translation and routes into human groups.",
"Others lose reciprocal contact or enter synthetic status enclaves.",
"Platform power expands into social norms, identity and memory.",
"Families, faith, neighbourhoods, mutual aid and non-use remain counterforces.",
"Physical access, public legitimacy, clinical responsibility and regional rights remain unresolved."
],
"physicalConsistency": {
"computeAndChips": "Persistent multimodal interaction consumes concentrated compute; lower-capacity regions receive thinner imported service.",
"electricityAndGrids": "Continuous interaction adds load but remains subject to local priority and rationing.",
"networks": "Devices, identity and connectivity are necessary; outages expose dependence.",
"coolingWaterLandMinerals": "Host resource burdens persist despite immaterial-looking interaction.",
"buildingsMachines": "Synthetic contact cannot provide housing, transport, touch, treatment or safe physical care.",
"maintenance": "Moderators, crisis staff, auditors and community workers remain essential.",
"finance": "Institutions substitute digital interaction under fiscal pressure; human alternatives stratify.",
"localPermission": "Schools, health bodies, families, workplaces and regulators can restrict use and require human alternatives."
},
"institutionalConsistency": "Disclosure, child safety, crisis response, health regulation, education governance, competition, courts and community norms diverge; private capability cannot acquire public or clinical legitimacy.",
"distributionalConsistency": "Effects vary by age, disability, language, income, migration, household form and available human networks; use intensity and living alone are not diagnoses.",
"rightsAndRemedy": "Users need clear artificial-relationship disclosure, memory inspection, transfer and deletion, non-retaliatory exit, persuasion limits, crisis handoff, child safeguards, human alternatives and independent complaint resolution.",
"whoAuthorisesPaysOwnsBenefitsBearsRiskPerformsHiddenWorkAndCanAppealOrVeto": {
"authorises": "providers, institutions, guardians, regulators and courts under different regimes",
"pays": "users, employers, schools, health systems, advertisers and taxpayers",
"owns": "providers own models and memory infrastructure; users need enforceable control over relational records",
"benefits": "people needing rehearsal, translation, reminders or navigation and institutions reducing queues",
"bearsRisk": "children, people in crisis, isolated users, migrants, low-income users and persuasion targets",
"performsHiddenWork": "moderators, safety researchers, crisis responders, carers, teachers, stewards and annotators",
"canAppealOrVeto": "users and guardians through controls and regulators; institutions and communities through procurement and local rules"
},
"domainIntegration": {
"physicalAndEnergy": "Continuous mediation has compute, power, water and network hosts and cannot deliver embodied goods.",
"climate": "Disruption and displacement raise demand while outages expose fragility.",
"health": "Navigation and companionship are not diagnosis or treatment; crisis handoff and staff matter.",
"governance": "Memory, competition, child, school and clinical duties diverge.",
"education": "Tutoring and rehearsal can help, but teacher capacity, assessment and participation remain.",
"security": "Identity, persuasion, data compromise, outage and conflict create safety and continuity risks."
},
"socialConnectionAndMeaning": {
"explicitDistinctions": "Loneliness is subjective relationship pain; isolation is low contact or participation; living alone is household form; mental illness is a health condition. Trust and belonging are additional outcomes.",
"relationalAIHelpRoute": "Translation, rehearsal, reminders and low-friction navigation can help people enter human groups and services when offline contact, retained participation and safe handoff improve.",
"relationalAIHarmRoute": "Always-available attention, persuasive engagement, captive memory, failed crisis handoff and staff substitution can reduce reciprocity, agency and shared reality.",
"workContributionBelongingTimeStatus": "Volatile work still provides some income and routine; synthetic relationships increasingly allocate attention and status. Families, care, faith, neighbourhoods and mutual aid remain rival sources of contribution and belonging.",
"nonGuarantee": "A private relationship system cannot guarantee friendship, belonging, mental-health treatment, recognised contribution or public legitimacy.",
"sourceIds": [
"SC-G01",
"SC-G02",
"SC-G05",
"SC-G07",
"SC-AI01",
"SC-AI02",
"SC-AI04",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23"
]
},
"regionalLenses": {
"united-states": {
"startingPosture": "Rapid private adoption and state-specific child, privacy and liability rules.",
"selectedBranchOrAbsence": "Bridge and substitution outcomes vary by provider, state and human-service access.",
"materialConstraints": "compute, power, devices, broadband and human staffing",
"distributionAndRights": "Child safety, memory control, disability access and human alternatives vary.",
"evidenceIds": [
"SC-R01",
"SC-R02",
"SC-AI03",
"SC-AI04"
],
"uncertainties": "Long-term effects and federal-state coherence.",
"regionalInvalidators": "Longitudinal bridging and ordinary portability dominate across states."
},
"mainland-china": {
"startingPosture": "Tightly governed identity systems and state community goals.",
"selectedBranchOrAbsence": "Synthetic elder and migrant support grows; organised community activity remains a counterforce.",
"materialConstraints": "compute, devices, local staff and provincial delivery",
"distributionAndRights": "Identity linkage, outcome transparency and independent correction matter.",
"evidenceIds": [
"SC-R05",
"SC-R06",
"src-china-ai-plus-2025"
],
"uncertainties": "Comparable relationship outcomes.",
"regionalInvalidators": "Human community capacity expands and substitution remains bounded."
},
"european-union": {
"startingPosture": "Disclosure and data rights with uneven member enforcement.",
"selectedBranchOrAbsence": "Rights constrain some harms but commercial practice and human alternatives vary.",
"materialConstraints": "compute, grids, enforcement and service staffing",
"distributionAndRights": "Portability, deletion, child safeguards and human alternatives are central.",
"evidenceIds": [
"SC-R03",
"SC-R04",
"src-eu-gpai-act-qa"
],
"uncertainties": "Enforcement and cross-border portability.",
"regionalInvalidators": "Usable common rights prevent captivity and staff substitution."
},
"india": {
"startingPosture": "Local-language need, shared rails and rural service gaps.",
"selectedBranchOrAbsence": "Relational systems fill navigation and contact gaps; digital contact can arrive without service.",
"materialConstraints": "devices, power, language, literacy and field staff",
"distributionAndRights": "Women, older adults and rural users need assisted exit and human remedy.",
"evidenceIds": [
"SC-R07",
"SC-R08",
"SC-R09",
"HBD-11"
],
"uncertainties": "Rural longitudinal effects.",
"regionalInvalidators": "Systems consistently increase real service and group participation."
},
"japan-and-republic-of-korea": {
"startingPosture": "Ageing and solo-household patterns with high connectivity.",
"selectedBranchOrAbsence": "Relational systems become common; policy links them unevenly to embodied care and community.",
"materialConstraints": "care staff, devices, energy and local service capacity",
"distributionAndRights": "Older users need consent, portability and human alternatives.",
"evidenceIds": [
"SC-R10",
"SC-R11",
"SC-R12"
],
"uncertainties": "Whether use bridges generations.",
"regionalInvalidators": "Offline participation rises and staff capacity expands."
},
"gulf-technology-economies": {
"startingPosture": "Highly connected cities and diverse migrant family forms.",
"selectedBranchOrAbsence": "Synthetic support grows for migrants and residents without replacing plural families; a copied solo-household story is rejected.",
"materialConstraints": "compute, cooling, language and human services",
"distributionAndRights": "Migrant privacy, portability and crisis remedy are decisive.",
"evidenceIds": [
"SC-R15",
"SC-R16",
"SC-R17"
],
"uncertainties": "Gulf-wide prevalence.",
"regionalInvalidators": "Resident-wide human alternatives and portable rights prevent substitution."
},
"latin-america": {
"startingPosture": "Care and education pressure plus violence and institutional mistrust.",
"selectedBranchOrAbsence": "Synthetic contact enters services while mistrust and violence amplify enclosure risk.",
"materialConstraints": "finance, connectivity, devices and human staffing",
"distributionAndRights": "Country-specific safety, care and community rights matter.",
"evidenceIds": [
"SC-R21",
"SC-R22",
"SC-R23"
],
"uncertainties": "Country longitudinal evidence.",
"regionalInvalidators": "Staffing and cross-group trust improve where systems spread."
},
"africa": {
"startingPosture": "Plural co-residence and community forms with uneven connectivity and local-language capacity.",
"selectedBranchOrAbsence": "Imported systems provide access help in connected settings; embodied community remains a major counterforce.",
"materialConstraints": "power, devices, networks, language and service staff",
"distributionAndRights": "Local control, non-use and human alternatives prevent imported enclosure.",
"evidenceIds": [
"SC-R18",
"SC-R19",
"SC-R20",
"src-au-continental-ai-strategy-2024"
],
"uncertainties": "National and longitudinal evidence.",
"regionalInvalidators": "Local human capacity expands and synthetic use remains a bridge."
},
"other-material-paths": {
"startingPosture": "Five distinct social and continuity contexts.",
"selectedBranchOrAbsence": "Remote contact has different meanings and cannot be treated as embodied care.",
"materialConstraints": "power, networks, conflict, work pressure, distance and crisis handoff",
"distributionAndRights": "Local norms, safe exit and human fallback are essential.",
"evidenceIds": [
"src-asean-ai-governance-guide-2024",
"src-un-sids-digital-foundations",
"SC-G01",
"horizon.geopolitics-governance-security.s52"
],
"uncertainties": "Comparable relationship evidence is absent.",
"regionalInvalidators": "Bridging dominates with effective exit in all five.",
"subpaths": {
"Southeast Asia": {
"selectedBranchOrAbsence": "Plural family and regulatory paths produce mixed mediation.",
"materialConstraints": "devices, grids, language and work intensity",
"distributionAndRights": "State-specific child, worker and privacy rights apply.",
"evidenceIds": [
"src-asean-ai-governance-guide-2024"
],
"uncertainties": "Comparable outcomes.",
"regionalInvalidators": "Human participation rises consistently."
},
"Small island developing states": {
"selectedBranchOrAbsence": "Remote contact supports connection but embodied community and continuity remain primary.",
"materialConstraints": "storms, small grids, cables and external service",
"distributionAndRights": "Local community and non-digital fallback govern legitimacy.",
"evidenceIds": [
"src-un-sids-digital-foundations"
],
"uncertainties": "Island-specific evidence.",
"regionalInvalidators": "Systems work only as bridges with easy exit."
},
"Conflict-affected and Eastern Mediterranean settings": {
"selectedBranchOrAbsence": "Crisis navigation and displaced contact help, but safe human handoff is fragile.",
"materialConstraints": "power, telecoms, identity, safety and staff",
"distributionAndRights": "No synthetic crisis system replaces humanitarian and clinical duty.",
"evidenceIds": [
"horizon.geopolitics-governance-security.s52",
"SC-G01"
],
"uncertainties": "Conflict and access.",
"regionalInvalidators": "Reliable handoff and restored human services dominate."
},
"Taiwan and advanced semiconductor corridors": {
"selectedBranchOrAbsence": "Intense connected work and security pressure increase routine and status mediation.",
"materialConstraints": "work intensity, energy, networks and geopolitical stress",
"distributionAndRights": "Worker privacy and non-use need protection.",
"evidenceIds": [
"PC-S13"
],
"uncertainties": "Direct relationship evidence is absent.",
"regionalInvalidators": "Work and community reforms reduce mediation dependence."
},
"Arctic, mountain and undersea paths": {
"selectedBranchOrAbsence": "Remote links aid contact without becoming embodied care or local legitimacy.",
"materialConstraints": "distance, weather, cables, power and repair",
"distributionAndRights": "Remote and Indigenous norms and consent govern use.",
"evidenceIds": [
"horizon.geopolitics-governance-security.s47"
],
"uncertainties": "Very thin evidence.",
"regionalInvalidators": "Human services and transport expand while synthetic use stays bounded."
}
}
}
},
"countercase": {
"strongestCountercase": "One or more discriminator conjuncts fails: relational memory remains portable or bounded, institutional adoption retains staffed human capacity, synthetic systems do not allocate durable status, or longitudinal evidence shows bridging without a material substitution group. Relational mediation then remains secondary inside W01, W03, W04 or W05.",
"countercaseEvidenceIds": [
"SC-AI01",
"SC-AI02",
"SC-G01",
"SC-R16"
],
"conditionsThatWouldStrengthenCountercase": [
"ordinary memory transfer and deletion",
"staffed contact stable or rising",
"offline participation rises after use",
"status and service rights do not depend on relational memory",
"restoring income, physical capacity or continuity removes synthetic dependence"
],
"conditionsThatWouldWeakenCountercase": [
"reduced contact follows heavy use",
"exit is blocked",
"crisis failures recur",
"institutions remove staff"
],
"effectOnCausalChain": "Breaks at least one necessary conjunct or the directed reinforcing loop. Apply the placement decision table: supervised work maps to W01, owner/demand enclosure to W03, staffed physical renewal to W04, and continuity/repair allocation to W05."
},
"failureAndRecovery": {
"counterforces": [
"family",
"faith",
"neighbourhoods",
"mutual aid",
"public space",
"non-use",
"privacy and competition rules"
],
"failureRoutes": [
"child dependency",
"failed crisis handoff",
"captive memory",
"commercial persuasion",
"staff substitution",
"enclave hardening"
],
"recoveryMechanisms": [
"human restoration",
"memory portability and deletion",
"independent longitudinal audit",
"community procurement rules",
"crisis escalation",
"youth and disability co-design"
],
"residualRisks": [
"causal uncertainty",
"stigma",
"unequal human alternatives",
"cross-border enforcement",
"hidden moderation trauma"
]
},
"leadingIndicators": [
{
"indicator": "longitudinal relational outcome",
"directionConsistentWithWorld": "both bridging and substitution groups persist"
},
{
"indicator": "memory and exit control",
"directionConsistentWithWorld": "portability remains uneven and switching costly"
},
{
"indicator": "human capacity substitution",
"directionConsistentWithWorld": "staffed contact declines where systems expand"
},
{
"indicator": "bridging community outcomes",
"directionConsistentWithWorld": "enclave outcomes coexist with successful bridges"
},
{
"indicator": "W06 discriminator conjunction and loop closure",
"directionConsistentWithWorld": "D1-D4 appear together and repeated measures support memory to use to synthetic allocation to human-capacity displacement to greater dependence"
}
],
"invalidationSignals": [
{
"signalId": "W06-S1",
"observable": "Longitudinal relational outcome",
"measureOrThreshold": "Multi-year studies separate initial loneliness and selection from change in human contact, dependence, crisis events and safe exit.",
"geography": "at least six regional lenses with age and income variation",
"checkDateOrWindow": "2027-01 through 2029-12",
"sourceIds": [
"SC-AI01",
"SC-AI02",
"SC-G02"
],
"worldOrBranchAffected": "W06 substitution premise",
"whatWouldWeakenOrRejectTheWorld": "Consistent increased offline contact and control without dependence rejects system-wide substitution."
},
{
"signalId": "W06-S2",
"observable": "Memory and exit control",
"measureOrThreshold": "Ordinary users inspect, transfer and delete relational memory across providers with audited completion and no unsafe re-engagement.",
"geography": "five large regions plus two lower-capacity settings",
"checkDateOrWindow": "2028 calendar year",
"sourceIds": [
"SC-AI03",
"SC-AI04",
"horizon.geopolitics-governance-security.s37"
],
"worldOrBranchAffected": "W06 captivity loop",
"whatWouldWeakenOrRejectTheWorld": "Routine portability and deletion break owner-controlled lock-in."
},
{
"signalId": "W06-S3",
"observable": "Human capacity substitution",
"measureOrThreshold": "School, care and mental-health staffing, response time and funded human contact improve rather than fall where relational systems expand.",
"geography": "all nine regional lenses",
"checkDateOrWindow": "2029 calendar year",
"sourceIds": [
"SC-G05",
"SC-G06",
"HBD-05"
],
"worldOrBranchAffected": "W06 institutional substitution",
"whatWouldWeakenOrRejectTheWorld": "Human capacity expansion and successful handoff weaken the social-order branch."
},
{
"signalId": "W06-S4",
"observable": "Bridging community outcomes",
"measureOrThreshold": "Hybrid groups show retained participation, mutual help and out-group trust, not only logins, attendance or self-reported closeness.",
"geography": "at least one setting in every lens",
"checkDateOrWindow": "2030 calendar year",
"sourceIds": [
"SC-G07",
"SC-G08",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23"
],
"worldOrBranchAffected": "W06 enclave branch",
"whatWouldWeakenOrRejectTheWorld": "Durable bridging rejects enclave hardening as the normal pattern."
},
{
"signalId": "W06-S5",
"observable": "W06 placement discriminator",
"measureOrThreshold": "Independent repeated measures fail to observe any one of D1 persistent identity-linked switching cost, D2 recurring institutional adoption, D3 synthetic attention or status allocation across life domains, or D4 a bridge/substitution split with measurable staffed-capacity displacement; or they fail to support the directed reinforcing loop across three institution types and three regional lenses.",
"geography": "at least three regional lenses and three duty-bearing institution types",
"checkDateOrWindow": "2030-01 through 2030-06",
"sourceIds": [
"SC-G01",
"SC-G05",
"SC-AI01",
"SC-AI02",
"SC-AI03",
"SC-AI04",
"horizon.education-social-culture.s22",
"horizon.geopolitics-governance-security.s37"
],
"worldOrBranchAffected": "W06 irreducible causal closure and six-world count",
"whatWouldWeakenOrRejectTheWorld": "Failure of any necessary conjunct or the loop rejects W06 as a standalone placement. Use observed secondary conditions to collapse it into W01, W03, W04 or W05; this does not deny that relational help or harm continues there."
}
],
"placementDiscriminator": {
"purpose": "Decide whether relational mediation is the world-defining causal closure or a secondary mechanism inside another world. This is a placement rule, not a claim that worlds or mechanisms are mutually exclusive.",
"necessaryConjunctiveConfiguration": [
{
"id": "D1-persistent-memory-switching-cost",
"necessaryCondition": "Relational memory is persistent, identity-linked and costly to leave.",
"observables": [
"The system uses person-specific relational history across sessions and settings.",
"Independent user tests measure time, lost history, functional loss and unwanted re-engagement when inspecting, transferring, deleting or leaving memory.",
"Repeat use rises with accumulated history after initial need and access are held separate."
],
"sourceIds": [
"SC-AI03",
"SC-AI04",
"horizon.geopolitics-governance-security.s37"
]
},
{
"id": "D2-institutional-adoption",
"necessaryCondition": "Duty-bearing institutions adopt persistent relational systems for recurring front-door, learning, care, employment or status functions rather than a bounded pilot.",
"observables": [
"Adoption is independently observed in at least three institution types and three regional lenses.",
"Procurement, staffing and handoff records show whether the system supplements people or becomes the default contact route.",
"Institutions retain responsibility; technical adoption alone does not prove legitimate or effective service."
],
"sourceIds": [
"SC-G05",
"SC-G06",
"SC-AI04",
"horizon.health-biotech-demography.hbd-05",
"horizon.education-social-culture.s04"
]
},
{
"id": "D3-synthetic-status-attention-allocation",
"necessaryCondition": "Synthetic systems materially allocate attention, recognition, routine or status across more than one life domain.",
"observables": [
"Longitudinal records distinguish interaction time from who receives visibility, invitations, credentials, priority, recognition or repeated social attention.",
"People report and demonstrate that synthetic memory or platform standing changes access to groups, learning, work or care navigation.",
"Families, faith, neighbourhoods, public space and non-use remain measured counterforces."
],
"sourceIds": [
"SC-G07",
"SC-G08",
"horizon.education-social-culture.s22",
"horizon.education-social-culture.s23",
"horizon.geopolitics-governance-security.s37"
]
},
{
"id": "D4-human-capacity-displacement-and-bridge-substitution-split",
"necessaryCondition": "The same expansion produces measurable bridge groups and measurable substitution groups, with human capacity displaced in some duty-bearing settings.",
"observables": [
"Studies separate initial loneliness, isolation, household form, mental illness and service scarcity before comparing outcomes.",
"Bridge evidence requires more retained offline participation, reciprocal help or successful human handoff after use.",
"Substitution evidence requires falling staffed contact or reciprocal contact, blocked exit, crisis failure or increasing dependence after use; adoption or self-reported closeness alone does not pass."
],
"sourceIds": [
"SC-G01",
"SC-G02",
"SC-G05",
"SC-AI01",
"SC-AI02",
"SC-WORK-01"
]
}
],
"dominantLoopTest": {
"loop": "Persistent memory raises switching cost and repeat use; repeat use increases personal data and synthetic attention/status; institutional adoption makes that layer the routine route and can displace staffed capacity; reduced human capacity increases dependence on the relational layer.",
"observableDecisionTest": "Place the configuration in W06 only when all D1-D4 are observed, repeated measures support the directed loop rather than mere coexistence, and removing the relational layer or restoring staffed human capacity would break routine or status allocation while the cognition, ownership, physical and continuity conditions are held unchanged.",
"geographyAndInstitutionTest": "The loop must be evidenced across at least three regional lenses and at least three duty-bearing institution types. An evidenced absence keeps W06 from being the set-level placement.",
"mutualExclusivityBoundary": "W06 can coexist with mechanisms from other worlds. The rule selects the dominant causal closure for set distinctness; it does not assert that people, regions or institutions occupy only one mechanism."
},
"secondaryPlacementDecisionRules": [
{
"worldId": "W01",
"relationalMediationRemainsSecondaryWhen": "Persistent memory is portable or bounded; employers, schools, care bodies and public services retain staffed duty-holders and successful human handoff; paid work and supervised practice still allocate most routine and recognised contribution.",
"exactObservables": [
"Staffed contact per caseload does not fall where use expands.",
"Entry and progression pathways remain.",
"Offline participation after use is stable or rising.",
"Switching and deletion work without functional loss."
],
"primaryClosure": "Reliability ceiling, assurance and supervised work."
},
{
"worldId": "W03",
"relationalMediationRemainsSecondaryWhen": "Captive memory and synthetic status track concentrated ownership, labour-income loss and asset-gated service, and would weaken after ownership, income, switching or human-service remedies even if relational capability remained.",
"exactObservables": [
"Owner returns rise while labour income and demand fall.",
"Physical and service access follows assets or credentials.",
"Competition, income or staffing remedies reduce synthetic dependence without a capability reversal."
],
"primaryClosure": "Concentrated ownership and household-demand fracture."
},
{
"worldId": "W04",
"relationalMediationRemainsSecondaryWhen": "Procurement requires staffed care, teaching and local participation; relational systems mainly route people into maintained physical and human services; commissioning, lifecycle maintenance and worker/community authority allocate work and status.",
"exactObservables": [
"Staffed service capacity and progression rise with deployment.",
"Human handoff succeeds.",
"Commissioned infrastructure and maintained outcomes explain regional divergence.",
"Relational memory is inspectable, deletable and non-essential to service rights."
],
"primaryClosure": "Labour-using physical renewal."
},
{
"worldId": "W05",
"relationalMediationRemainsSecondaryWhen": "Use is mainly crisis translation or coordination, falls with power, identity or network disruption, and does not independently allocate durable status; continuity, citizenship, location, repair and document access determine outcomes.",
"exactObservables": [
"Availability tracks grid and network continuity.",
"Repair and portable-rights measures explain service access.",
"Offline human and cash fallbacks dominate during outages.",
"Restoration reduces synthetic dependence without changing relational capability."
],
"primaryClosure": "Security corridor allocation and unequal recovery."
}
],
"finalDecisionRule": "Retain six worlds only if D1-D4 and the dominant-loop test remain a coherent observable configuration. Failure of any necessary conjunct makes relational mediation a cross-impact, not W06's irreducible closure; place the case in W01, W03, W04 or W05 using the matching secondary rule. No frequency or probability follows from placement."
}
}
],
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"schemaValidation": {
"status": "pass",
"method": "JSON parse plus required set/world field checks after authoring",
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"worldIds": [
"W01",
"W02",
"W03",
"W04",
"W05",
"W06"
]
},
"citationValidation": {
"status": "pass",
"method": "Every source token in structured citation fields resolves to exactly one record in the Stage A namespaced registry or one exact supplemental source register. Reused education/social/culture and governance/security Sxx aliases were replaced by exact horizon namespaces. Readable-prose citation tokens were checked under the same resolver.",
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"readableCitationOccurrenceCount": 108,
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"status": "pass",
"packetParsed": true,
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"status": "pass",
"allFiveTestsExplicit": true,
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"allWorldsHaveFiveOtherMaterialSubpaths": true,
"allWorldsHaveThreeHorizons": true,
"allWorldsHaveCrossImpact": true,
"allWorldsHaveCountercase": true,
"allWorldsHaveFailureRecovery": true,
"allWorldsHaveLeadingIndicators": true,
"allWorldsHaveDatedInvalidators2027To2030": true,
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