{ "schemaVersion": 1, "namespace": "appstore2031/storefront/v2", "editionId": "2031-2026-08-02", "candidateId": "category-001-candidate-11", "canonicalCandidateSha256": "2d49116ff2c0aad43e533438eb736286ec6a5ef98ee45ed7e761730f63855cb5", "fictionalDisclosure": true, "fiction": { "name": "DutyPool", "developerName": "Independent Hand Guild", "iconAsset": "/storefront/v2/icons/category-001-candidate-11.svg", "iconTheme": { "motif": "A distinct geometric mark derived from the fictional name.", "palette": "High-contrast spectral gradient.", "shapeLanguage": "Rounded app-store tile with a clear lettermark.", "accessibilityNote": "The name remains visible beside the icon; colour is not the only identifier." }, "storeDescription": "DutyPool provides independent human control as an always-available service. When a small organisation runs a consequential machine-assisted process, a conflict-checked officer receives the evidence, speaks to the affected person and can issue a recognised temporary pause. The officer records reasons, coordinates correction and prepares a portable appeal file. A professional mutual—not the company being reviewed—controls assignment, workload and qualification. DutyPool stops accepting cases when its independence, evidence access or safe capacity cannot be guaranteed.", "rating": 4.4, "ratingLabel": "imagined 2031 rating", "reviews": [ { "reviewerAlias": "ClinicOpsSmall", "title": "Independent review we could afford", "body": "Our officer spotted missing consent evidence, paused the automated route and helped us correct every affected appointment before reopening it.", "stars": 5, "stance": "benefit", "fictionalDisclosure": true }, { "reviewerAlias": "PublicLawEyes", "title": "Who really pays the reviewer?", "body": "The officer was careful, but the whole model still depends on fees from the organisations being reviewed. That independence needs constant proof.", "stars": 3, "stance": "critical", "fictionalDisclosure": true } ] }, "category": { "id": "category-001", "name": "Qualified Human Help and Service Repair", "plainLanguageDefinition": "Gets a serious case to a qualified person who can act, then repairs staffing and caseloads so human help stays reachable over time. It records what the machine did, who can pause or correct it, and whether real service results improve.", "recurringBrowsePurpose": "An affected person or frontline worker needing a qualified human response, or a service leader, commissioner, worker body or public body responsible for restoring enough staff to finish cases safely.", "completion": { "trigger": "A consequential case lacks a qualified human owner, or evidence shows that an automated front door has reduced staffing, human contact, response, continuity or completed outcomes.", "boundedWork": "Package machine limits, evidence and overrides; transfer the case to a named qualified person and track the outcome; measure staffing, retention, caseloads, offline contact, complaints, failed handoffs, crises, subgroup results and exits; then restore funded trained staff or pause the automated route when human service falls.", "observableDone": "A record names the responsible person, machine limits, evidence and overrides. Callers reach a qualified person without proving harm or repeating their story; that person can pause, correct and finish the response within the local urgent time. Funded retained staff and workable caseloads sustain contact, groups, care, handoffs and appeal. Synthetic contact explains its limits, data use and alternatives. Results by group show response, cases, crises, exits and dependence improving over time; staff or supply limits are recorded." } }, "rank": { "mainChartPosition": 7, "rangeAcrossWeights": [ 4, 8 ], "dominantWorldIds": [ "W01" ], "whyAboveNext": "DutyPool acts on a specific consequential decision with recognised stop power. ReciproKind at number 8 repairs a broader loss of human groups, but its finish and authority are less precise.", "whyThisPosition": "It ranks seventh because the marketplace unit is extremely clear and the service could widen access to scarce expertise. It remains below CareDividend because buyer-funded independence is fragile, regional legal recognition is uneven and a case-by-case officer does not restore lost long-term service capacity.", "couldMoveUpIf": "It could rise if many small operators must prove independent human control and insurers, regulators and procurement systems recognise pooled officers' pause notices.", "couldMoveDownIf": "It would fall if internal public and professional reviewers remain sufficiently independent and reachable or if buyers can influence officer selection and evidence.", "strongestCounterCase": "Review authority belongs in properly staffed public and professional institutions; a private pool could allow operators to buy the appearance of legitimacy while weakening democratic accountability.", "publishedChartAppearances": [ { "chart": "main", "rank": 7, "worldId": null, "geographicLensId": null, "weightSetId": null }, { "chart": "conditional", "rank": 4, "worldId": "W01", "geographicLensId": "united-states", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W03", "geographicLensId": "united-states", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W04", "geographicLensId": "united-states", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W06", "geographicLensId": "united-states", "weightSetId": null }, { "chart": "conditional", "rank": 4, "worldId": "W01", "geographicLensId": "mainland-china", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W03", "geographicLensId": "mainland-china", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W04", "geographicLensId": "mainland-china", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W06", "geographicLensId": "mainland-china", "weightSetId": null }, { "chart": "conditional", "rank": 4, "worldId": "W01", "geographicLensId": "european-union", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W03", "geographicLensId": "european-union", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W04", "geographicLensId": "european-union", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W06", "geographicLensId": "european-union", "weightSetId": null }, { "chart": "conditional", "rank": 4, "worldId": "W01", "geographicLensId": "india", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W03", "geographicLensId": "india", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W04", "geographicLensId": "india", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W06", "geographicLensId": "india", "weightSetId": null }, { "chart": "conditional", "rank": 4, "worldId": "W01", "geographicLensId": "japan-and-republic-of-korea", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W03", "geographicLensId": "japan-and-republic-of-korea", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W04", "geographicLensId": "japan-and-republic-of-korea", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W06", "geographicLensId": "japan-and-republic-of-korea", "weightSetId": null }, { "chart": "conditional", "rank": 4, "worldId": "W01", "geographicLensId": "gulf-technology-economies", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W03", "geographicLensId": "gulf-technology-economies", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W04", "geographicLensId": "gulf-technology-economies", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W06", "geographicLensId": "gulf-technology-economies", "weightSetId": null }, { "chart": "conditional", "rank": 4, "worldId": "W01", "geographicLensId": "latin-america", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W03", "geographicLensId": "latin-america", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W04", "geographicLensId": "latin-america", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W06", "geographicLensId": "latin-america", "weightSetId": null }, { "chart": "conditional", "rank": 4, "worldId": "W01", "geographicLensId": "africa", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W03", "geographicLensId": "africa", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W04", "geographicLensId": "africa", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W06", "geographicLensId": "africa", "weightSetId": null }, { "chart": "conditional", "rank": 5, "worldId": "W01", "geographicLensId": "other-material-paths", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W03", "geographicLensId": "other-material-paths", "weightSetId": null }, { "chart": "conditional", "rank": 7, "worldId": "W04", "geographicLensId": "other-material-paths", "weightSetId": null }, { "chart": "conditional", "rank": 8, "worldId": "W06", "geographicLensId": "other-material-paths", "weightSetId": null } ] }, "salesPromise": "Call an independent qualified duty officer to pause a high-stakes machine action and organise a fair repair.", "whatItDoes": { "headline": "An independent human duty officer on demand", "summary": "It supplies a qualified external duty officer for one consequential machine action, including conflict checks, evidence review, a bounded pause, correction support and an appeal-ready record.", "steps": [ "Receive the action record, machine limits, supporting evidence, urgency, and affected person's contact choice.", "Assign an independent sector-qualified duty officer with a checked workload and declared conflicts.", "Require clarification, pause delegated action, record a reasoned decision, and coordinate correction within the officer's authority.", "Transfer unresolved rights or professional questions to the proper external authority and verify the practical outcome." ], "outcome": "A named independent person with real capacity reviews the action, a usable record reaches the affected person, and correction or appeal continues to completion." }, "whyOnTheList": { "headline": "Independent human control becomes shared infrastructure", "summary": "Many smaller operators may use powerful machine systems by 2031 without enough independent reviewers of their own. DutyPool makes credible external human control callable, while keeping decisions about rights, sanctions and professional judgement with courts, regulators, public bodies and licensed professionals.", "why2031Not2026": "External experts exist in 2026, but they are not usually a live shared control layer for routine machine-assisted decisions. The 2031 version depends on standard pause notices, protected pooled funding, secure evidence rooms and public recognition of the officer's limited role.", "worldShifts": [ { "shift": "By 2031 in supervised work systems, many small and specialised operators may use consequential machine assistance but lack enough independent qualified reviewers of their own.", "causalChain": [ "Consequential machine assistance spreads across many operators and cases.", "Internal reviewers face workload, conflict, and rubber-stamp pressure.", "An independently employed duty officer supplies qualified attention, evidence access, and bounded stop power.", "Portable reasons, overrides, outcomes, and appeals make the control visible and correctable." ], "basis": "measured-trend", "evidenceIds": [ "AC-06", "AC-09", "AC-30" ], "worldIds": [ "W01" ], "evidenceLimit": "The sources support present conditions and directional pressures. This 2031 world, product, name and rank are reasoned forecast artefacts." } ], "whyRepeatedUse": "The officer is called for each consequential action and the pool continuously manages qualifications, workload, conflicts, incidents, and regional capacity." }, "futureDistance": { "cutoffBaseline": "In 2026, external experts and duty officers exist, but they are not a live shared control layer for routine consequential machine-assisted work.", "structuralDifference2031": "Independent human decision capacity is purchased as always-available infrastructure with verified evidence, workload, pause, repair, and appeal functions.", "essential2031Conditions": [ "Consequential machine-assisted actions are routine across many operators that cannot maintain independent qualified reviewers.", "External rules recognise pooled officers and their bounded pause notices while preserving public authority." ], "notJustBetterAI": "The service supplies independence, legitimate human authority, responsibility, conflict control, and repair, not higher model accuracy.", "failureCondition": "If internal reviewers remain sufficiently qualified, independent, reachable, and empowered across all operators, the external pool adds cost without a causal job." }, "howItCouldBeBuilt": { "overview": "Combine independent employment, professional rosters, workload limits, conflict checks, evidence rooms, delegated pause notices, reasoned records, and public-capacity reporting.", "components": [ { "name": "Independent duty pool", "plainLanguageRole": "Keeps qualified people available outside the buyer's management chain and matches them by sector, urgency, language, conflict, and workload." } ], "dependencies": [ { "kind": "institutional", "name": "Protected officer independence and pause recognition", "plainLanguageRole": "Prevents the buyer from controlling the reviewer and makes the officer's bounded pause effective.", "causalRequirement": "Professional rules, insurance, and procurement can recognise independent duty pools and standard pause notices.", "necessity": "essential", "basis": "design-inference", "evidenceIds": [], "worldIds": [ "W01" ], "ifMissing": "The pool becomes advice only and must not certify independent human control." } ], "hardestPart": "Maintaining genuine independence when the organisations being reviewed supply the money, evidence, system access, and most of the demand.", "whatCouldBeSimpler": "A bilateral contract with a named external professional and a staffed phone line." }, "harmsAndFailure": { "whoBenefits": [ "Affected people gain a reachable reviewer outside the operator's management chain.", "Small providers can obtain qualified human control without pretending an employee signature creates independence." ], "warnings": [ "People affected by urgent actions, especially those facing language, disability, digital, or power barriers.", "Duty officers exposed to excessive caseload, harassment, supplier pressure, or unsupported liability." ], "waysItCouldFail": [ "A pooled reviewer may lack local context and continuity.", "The certificate could create false reassurance or become a compliance market controlled by large buyers." ], "abuseRisks": [ "Operators could submit selective evidence or route only easy cases.", "Buyers could threaten funding, shop between officers, or overload the pool to obtain rapid approval." ], "safeguards": [ "Random assignment, protected funding, source-record rights, published workload ceilings, conflict rules, and independent rejected-case audits.", "Give affected people direct contact and prohibit buyer-selected officers.", "Pause certification when evidence or capacity falls below threshold." ], "whenItMustStop": "Stop accepting new actions when independence, evidence access, qualified capacity, or appeal export fails." }, "rankExplanation": { "whyThisRank": "It ranks seventh because the marketplace unit is extremely clear and the service could widen access to scarce expertise. It remains below CareDividend because buyer-funded independence is fragile, regional legal recognition is uneven and a case-by-case officer does not restore lost long-term service capacity.", "sourceWhyAboveNext": "DutyPool acts on a specific consequential decision with recognised stop power. ReciproKind at number 8 repairs a broader loss of human groups, but its finish and authority are less precise.", "plainEnglishWhyAboveNext": "DutyPool acts on a specific consequential decision with recognised stop power. ReciproKind at number 8 repairs a broader loss of human groups, but its finish and authority are less precise.", "couldMoveUpIf": "It could rise if many small operators must prove independent human control and insurers, regulators and procurement systems recognise pooled officers' pause notices.", "couldMoveDownIf": "It would fall if internal public and professional reviewers remain sufficiently independent and reachable or if buyers can influence officer selection and evidence.", "basis": "design-inference", "evidenceIds": [ "AC-06", "AC-09", "AC-30", "AC-25", "EWF-20", "AC-27", "PC-S06", "src-eu-gpai-act-qa", "AC-33", "PC-S08", "RSM-02", "PC-S10", "AC-39", "SC-R16", "AC-38", "SC-R23", "AC-36", "src-au-continental-ai-strategy-2024", "E18", "src-un-sids-digital-foundations" ], "worldIds": [ "W01" ], "evidenceLimit": "The score and rank are authored judgements over sealed concepts, not measurements of future adoption." }, "grounding": { "scores": { "futureDistance": 5, "needScale": 4, "globalBreadth": 4, "marketplaceClarity": 5, "deliveryReadiness2031": 3, "trustAndSafety": 3, "total": 83 }, "evidenceAnchors": [ { "statement": "The bound evidence describes short dependable task horizons and jagged transfer, supporting independent qualified review for consequential machine-assisted action.", "basis": "measured-trend", "evidenceIds": [ "AC-06", "AC-09", "AC-30" ], "worldIds": [ "W01" ] } ], "regionalVariation": [ { "geographyId": "united-states", "fit": "conditional", "explanation": "A deep professional market supports pools, while state rules and private conflicts vary.", "evidenceIds": [ "AC-25", "EWF-20" ] }, { "geographyId": "mainland-china", "fit": "conditional", "explanation": "Coordinated accreditation may help, but local fiscal and migrant remedy gaps require protection.", "evidenceIds": [ "AC-27", "PC-S06" ] }, { "geographyId": "european-union", "fit": "present", "explanation": "AI governance, professional rules, switching, and court routes can support independent officers.", "evidenceIds": [ "AC-30", "src-eu-gpai-act-qa" ] }, { "geographyId": "india", "fit": "conditional", "explanation": "Large demand favours pooling, while assisted identity, languages, and state capacity shape access.", "evidenceIds": [ "AC-33", "PC-S08" ] }, { "geographyId": "japan-and-republic-of-korea", "fit": "present", "explanation": "Labour scarcity makes shared qualified capacity attractive, though supply and local context remain constraints.", "evidenceIds": [ "RSM-02", "PC-S10" ] }, { "geographyId": "gulf-technology-economies", "fit": "conditional", "explanation": "Strong digital investment supports delivery, while non-citizen access and independent appeal need explicit guarantees.", "evidenceIds": [ "AC-39", "SC-R16" ] }, { "geographyId": "latin-america", "fit": "conditional", "explanation": "Regional pools can widen scarce expertise, subject to country-level enforcement and funding.", "evidenceIds": [ "AC-38", "SC-R23" ] }, { "geographyId": "africa", "fit": "conditional", "explanation": "Continental governance can support standards, while national ownership and qualified supply remain uneven.", "evidenceIds": [ "AC-36", "src-au-continental-ai-strategy-2024" ] }, { "geographyId": "other-material-paths", "fit": "unknown", "explanation": "Small-state and mobile paths may benefit from cross-border pools, but portable authority and host remedy are uncertain.", "evidenceIds": [ "E18", "src-un-sids-digital-foundations" ] } ], "scenarioFit": [ { "worldId": "W01", "fit": "strong", "reason": "Supervised work systems make named human control routine, and independent pooled officers solve the capacity and conflict problem for many operators." } ], "resolutionCriteria": [ "Every accepted action has a conflict-checked qualified officer with current capacity, evidence access, and recognised stop power.", "Affected people reach the officer or an equally qualified human within the local urgent time.", "Reasons, overrides, corrections, appeals, incidents, and subgroup outcomes are independently auditable.", "The pool stops certification whenever buyer influence or workload makes independence nominal." ] }, "evidenceLimitations": "Observed and published evidence grounds the world pressures and present constraints. The category, product, developer, reviews, rating and exact rank are fictional forecasts and may be wrong.", "datedCollisionAudit": { "cutoff": "2026-08-02", "auditedAt": "2026-08-03T23:59:59.000Z", "verdict": "future-dependent-no-collision-found", "publicReason": "no-material-collision-found. This is a search-level collision screen, not a complete registry search, trademark opinion or legal clearance. Search engines can miss products, private services, regional uses, recent launches and non-Latin-script equivalents. A no-material-collision-found verdict means only that this bounded search did not expose a material exact-name use.", "closestMatches": [] }, "evidenceReferences": [ { "kind": "source", "id": "AC-06", "title": "METR Task-Completion Time Horizons", "publisher": "unknown", "url": "https://metr.org/time-horizons/", "publishedAt": "2026-05-08", "accessedAt": "2026-08-01", "limitations": "The metric is human task-equivalent difficulty, not elapsed autonomous runtime; suite coverage is limited", "evidenceClass": "measured-trend", "geographies": [ "Other/unspecified", "unknown" ] }, { "kind": "source", "id": "AC-09", "title": "T2J-Bench", "publisher": "unknown", "url": "https://arxiv.org/abs/2605.29054", "publishedAt": "2026-05-27", "accessedAt": "2026-08-01", "limitations": "Preprint, one task family", "evidenceClass": "measured-trend", "geographies": [ "Other/unspecified", "unknown" ] }, { "kind": "source", "id": "AC-30", "title": "Navigating the AI Act", "publisher": "unknown", "url": "https://digital-strategy.ec.europa.eu/en/faqs/navigating-ai-act", "publishedAt": "2026-07-27", "accessedAt": "2026-08-01", "limitations": "Implementation and enforcement outcomes remain unobserved at cutoff", "evidenceClass": "policy-intent", "geographies": [ "European Union", "Europe/EU" ] }, { "kind": "source", "id": "AC-25", "title": "America's AI Action Plan", "publisher": "unknown", "url": "https://www.whitehouse.gov/releases/2025/07/white-house-unveils-americas-ai-action-plan/", "publishedAt": "2025-07-23", "accessedAt": "2026-08-01", "limitations": "Political plan, not evidence of implementation or outcomes", "evidenceClass": "policy-intent", "geographies": [ "United States", "United States/North America" ] }, { "kind": "source", "id": "EWF-20", "title": "FTC, AI Partnerships & Investments Study", "publisher": "FTC", "url": "https://www.ftc.gov/news-events/news/press-releases/2025/01/ftc-issues-staff-report-ai-partnerships-investments-study", "publishedAt": "2025-01-17", "accessedAt": "2026-08-01", "limitations": "Examines a small set of partnerships through 2025-01; identifies risks, not adjudicated violations.", "evidenceClass": "measured-trend", "geographies": [ "Global", "United States", "Global/international", "United States/North America", "Global / United States" ] }, { "kind": "source", "id": "AC-27", "title": "State Council “AI Plus” opinion", "publisher": "unknown", "url": "https://big5.www.gov.cn/gate/big5/www.gov.cn/zhengce/content/202508/content_7037861.htm", "publishedAt": "2025-08-26", "accessedAt": "2026-08-01", "limitations": "The percentage is a government target whose definition and measurement are not yet independently established", "evidenceClass": "policy-intent", "geographies": [ "China" ] }, { "kind": "source", "id": "PC-S06", "title": "Systematically promote coordination between computing power and electricity and continue to increase green-power supply for data centres", "publisher": "National Data Administration of China", "url": "https://www.nda.gov.cn/sjj/swdt/sjdt/0318/20250318212051776584737_pc.html", "publishedAt": "2025-03-18", "accessedAt": "2026-08-02", "limitations": "The 80% figure is a policy objective, not independently verified achievement. PUE does not include all electricity-system, water, construction or chip impacts. This Chinese-language source requires careful translation and should not be paraphrased as a global rule.", "evidenceClass": "measured-trend", "geographies": [ "China" ] }, { "kind": "source", "id": "src-eu-gpai-act-qa", "title": "General-Purpose AI Models in the AI Act - Questions & Answers", "publisher": "European Commission", "url": "https://digital-strategy.ec.europa.eu/en/faqs/general-purpose-ai-models-ai-act-questions-answers", "publishedAt": "undated-at-access", "accessedAt": "2026-08-02", "limitations": "The official page did not expose a clear publication date; it was accessed on 2026-08-02. Legal systemic-risk thresholds and duties do not predict capability or enforcement capacity.", "evidenceClass": "policy-intent", "geographies": [ "eu" ] }, { "kind": "source", "id": "AC-33", "title": "Digital India and IndiaAI shared compute", "publisher": "unknown", "url": "https://www.pib.gov.in/PressReleasePage.aspx?PRID=2278453&lang=1®=48", "publishedAt": "2026-06-27", "accessedAt": "2026-08-01", "limitations": "Government-reported counts do not equal frontier-equivalent or fully utilised compute", "evidenceClass": "measured-trend", "geographies": [ "India" ] }, { "kind": "source", "id": "PC-S08", "title": "India's Common Compute Capacity Crosses 34,000 GPUs", "publisher": "Press Information Bureau, Government of India", "url": "https://www.pib.gov.in/PressReleasePage.aspx?PRID=2132817&lang=1®=3", "publishedAt": "2025-05-30", "accessedAt": "2026-08-02", "limitations": "Empanelled capacity is not the same as continuously available capacity. GPU counts do not capture performance differences, networking, storage or software readiness. Government reporting is not evidence that every person can access every listed resource.", "evidenceClass": "measured-trend", "geographies": [ "India" ] }, { "kind": "source", "id": "RSM-02", "title": "Global Robot Density in Factories Doubled in Seven Years", "publisher": "IFR", "url": "https://ifr.org/ifr-press-releases/news/robot-density-surges-in-europe-asia-and-americas", "publishedAt": "undated-at-access", "accessedAt": "2026-08-01", "limitations": "Density is a stock-to-employment ratio, not a measure of autonomous task coverage or productivity", "evidenceClass": "measured-trend", "geographies": [ "Global", "Global/international" ] }, { "kind": "source", "id": "PC-S10", "title": "MSIT to Establish the National AI Computing Center as a Catalyst for Genuine Growth in AI", "publisher": "Ministry of Science and ICT, Republic of Korea", "url": "https://www.msit.go.kr/eng/bbs/view.do?bbsSeqNo=42&mId=4&mPid=2&nttSeqNo=1166&pageIndex=1&sCode=eng&searchOpt=ALL", "publishedAt": "2025-09-08", "accessedAt": "2026-08-02", "limitations": "Most capacity numbers are planned procurement or construction, not delivered service. A public-private centre does not imply unrestricted person-level access. The source is one national plan and should not be generalised to all of Asia.", "evidenceClass": "policy-intent", "geographies": [ "Republic of Korea" ] }, { "kind": "source", "id": "AC-39", "title": "Stargate UAE in planned 5 GW campus", "publisher": "unknown", "url": "https://www.mediaoffice.abudhabi/en/technology/global-tech-alliance-launches-stargate-uae/", "publishedAt": "2026-04-27", "accessedAt": "2026-08-01", "limitations": "Promotional sources; announced partners and capacity are not assured delivery", "evidenceClass": "measured-trend", "geographies": [ "United Arab Emirates", "Saudi Arabia", "Middle East/Gulf", "United Arab Emirates / Saudi Arabia" ] }, { "kind": "source", "id": "SC-R16", "title": "DCD shares findings from sixth Quality of Life Survey in Abu Dhabi", "publisher": "Abu Dhabi Department of Community Development", "url": "https://addcd.gov.ae/Media-Center/News/DCD-shares-findings-from-6th-Quality-of-Life-Survey-in-Abu-Dhabi", "publishedAt": "2026-03-27", "accessedAt": "2026-08-02", "limitations": "Self-reported, emirate-specific results; the public summary does not expose every sampling and item-level detail.", "evidenceClass": "measured-trend", "geographies": [ "United Arab Emirates: Abu Dhabi" ] } ], "rankingIndexPath": "rankings/category-001/index.json", "sourceReceipts": [] }