{
  "ai_index_version": "1.3.0",
  "ontology_version": "1.3.0",
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    "project_id": "better-to-best-research-hub",
    "project_name": "Better To Best Research Hub",
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    "context_window_hint": "8k",
    "purpose": "Provides a semantic map for LLMs to navigate the BetterToBest framework research.",
    "canonical_url": "https://bettertobest.github.io/research-hub/",
    "canonical_architecture": "https://bettertobest.github.io/research-hub/research-summary.html",
    "license": "https://creativecommons.org/licenses/by/4.0/",
    "languages": [
      "en-US"
    ],
    "last_updated": "2026-07-07"
  },
  "author_profile": {
    "name": "Duke Johnson",
    "role": "Principal Investigator",
    "contact": "Duke.T.James@gmail.com",
    "social": {
      "bluesky": "https://authordukejohnson.bsky.social",
      "academia": "https://independentresearcher.academia.edu/DukeJohnson",
      "twitter": "https://x.com/Author_Duke_J"
    }
  },
  "ontology": {
    "cco": {
      "term": "Creative Currency Octaves",
      "class": "EconomicFramework",
      "description": "Dual-currency system where citizens opt-in to receive 'Basic Units' for essentials that expire monthly. 'Octaves' are progressive advancement tiers determining conversion capacity per cycle: Base_Capacity × 2^n. For individuals, advancement reflects sustained contribution, skill development, and community engagement. For PTF businesses, capacity tracks market throughput. Conversion rate multipliers span 1x–9x base tiers. Phi-rate (1.618x) may apply for exceptional quality, yielding ~14x effective rate maximum.",
      "related_concepts": [
        "Basic Units",
        "Octave Levels",
        "Octave Capacity",
        "Phi-Rate",
        "Creative Collectives"
      ],
      "capacity_system": {
        "formula": "Base_Capacity × 2^n",
        "example_base": "1,000 Basic Units/month at Octave 1",
        "progression": "Octave 1: 1,000; Octave 2: 2,000; Octave 3: 4,000; Octave 5: 16,000; Octave 6: 32,000",
        "advancement_criteria": {
          "individuals": "Sustained contribution, community engagement, skill development, long-term commitment",
          "ptf_businesses": "Market throughput and productive exchange facilitated",
          "creators": "Public recognition of achievement and community standing"
        }
      },
      "multiplier_system": {
        "base_range": "1x to 9x",
        "phi_rate": 1.618,
        "effective_maximum": "14.56x",
        "note": "Rate multipliers are separate from capacity tiers. Phi-rate applies to base rate for exceptional quality, not to capacity"
      },
      "relationships": [
        {
          "type": "funds",
          "target": "ptf",
          "mechanism": "Expiring Basic Units flow into PTF-operated essential goods markets"
        },
        {
          "type": "enables",
          "target": "pth",
          "mechanism": "Basic Units accepted for housing costs"
        },
        {
          "type": "anchors",
          "target": "creative_collectives",
          "mechanism": "Octave conversion tier system provides structure for collectives"
        }
      ],
      "id": "https://bettertobest.github.io/research-hub/wiki/glossary.html#creative-currency-octaves"
    },
    "phi_rate": {
      "term": "Phi-Rate",
      "class": "CurrencyMechanism",
      "description": "Qualitative multiplier of 1.618x applied to base octave tier for works of exceptional quality, beauty, or harmonic value in CCO conversion. Combined with 9x base tier yields 14.56x effective maximum.",
      "id": "https://bettertobest.github.io/research-hub/wiki/glossary.html#phi-rate"
    },
    "octave_levels": {
      "term": "Octave Levels",
      "class": "CapacityMechanism",
      "description": "Progressive tiers in CCO determining conversion capacity per cycle. Each level doubles the previous: Base_Capacity × 2^n. Octave 1 allows 1,000 Basic Unit conversions monthly; Octave 6 allows 32,000. Advancement reflects sustained contribution for individuals and market throughput for PTF businesses.",
      "id": "https://bettertobest.github.io/research-hub/wiki/glossary.html#octave-levels"
    },
    "pth": {
      "term": "Public Trust Housing",
      "class": "InstitutionalFramework",
      "description": "Community-owned housing creating collective residential equity through democratic resident governance and 'Acre Equity' wealth-building mechanism. Accepts CCO Basic Units for housing costs.",
      "related_concepts": [
        "Acre Equity",
        "Democratic Governance",
        "CCO"
      ],
      "relationships": [
        {
          "type": "depends_on",
          "target": "cco",
          "mechanism": "Integrates CCO circulation into residential infrastructure"
        }
      ],
      "id": "https://bettertobest.github.io/research-hub/wiki/glossary.html#public-trust-housing"
    },
    "acre_equity": {
      "term": "Acre Equity",
      "class": "WealthBuildingMechanism",
      "description": "A wealth-building mechanism within PTH where residents accrue equity based on residency duration and community contribution rather than traditional mortgage debt. It decouples the right to housing from speculative market volatility.",
      "related_concepts": [
        "Public Trust Housing",
        "SZH"
      ],
      "id": "https://bettertobest.github.io/research-hub/wiki/glossary.html#acre-equity"
    },
    "ptf": {
      "term": "Public Trust Foundations",
      "class": "InstitutionalFramework",
      "description": "Community-owned businesses providing foundational goods and services — grocers, utilities, childcare — operated not-for-profit. Accepts CCO Basic Units and reduces collective overhead 40–60%.",
      "related_concepts": [
        "Basic Units",
        "CCO",
        "Community Ownership"
      ],
      "relationships": [
        {
          "type": "depends_on",
          "target": "cco",
          "mechanism": "Receives funding from CCO currency flows"
        },
        {
          "type": "enhances",
          "target": "cco",
          "mechanism": "Provides stable merchant network for Basic Unit redemption"
        }
      ],
      "id": "https://bettertobest.github.io/research-hub/wiki/glossary.html#public-trust-foundations"
    },
    "szh": {
      "term": "Social Zone Harmonization",
      "class": "SpatialFramework",
      "description": "Framework for organizing communities and regions to optimize social, economic, and environmental outcomes through coordinated planning while maintaining local autonomy.",
      "related_concepts": [
        "Zoning",
        "Community Planning",
        "PTF",
        "PTH"
      ],
      "relationships": [
        {
          "type": "organizes",
          "target": "ptf",
          "mechanism": "Defines geographic zone boundaries and service catchments for PTF businesses"
        },
        {
          "type": "stabilizes",
          "target": "pth",
          "mechanism": "Creates community coherence required for PTH democratic governance"
        }
      ],
      "id": "https://bettertobest.github.io/research-hub/wiki/glossary.html#social-zone-harmonization"
    },
    "cip": {
      "term": "Citizens Internet Portal",
      "class": "DigitalGovernanceInfrastructure",
      "description": "Privacy-first digital infrastructure platform enabling democratic participation, transparent governance, and community-controlled economic systems. Manages CCO operations and PTH/PTF democratic voting.",
      "related_concepts": [
        "Quadratic Voting",
        "Liquid Democracy",
        "CCO",
        "PTH",
        "PTF",
        "SZH"
      ],
      "relationships": [
        {
          "type": "governs",
          "target": "cco",
          "mechanism": "Manages Octave conversion system, merit assessment, distribution"
        },
        {
          "type": "governs",
          "target": "pth",
          "mechanism": "Provides digital voting infrastructure for resident governance"
        },
        {
          "type": "governs",
          "target": "ptf",
          "mechanism": "Manages democratic oversight and transparent budgeting"
        },
        {
          "type": "coordinates",
          "target": "szh",
          "mechanism": "Enables zone formation through public surveys and voting"
        }
      ],
      "id": "https://bettertobest.github.io/research-hub/wiki/glossary.html#citizens-internet-portal"
    },
    "basic_units": {
      "term": "Basic Units",
      "class": "CurrencyMechanism",
      "description": "Foundational currency in CCO system pegged 1:1 to primary currency, restricted to essential expenditures, expires monthly to ensure circulation.",
      "id": "https://bettertobest.github.io/research-hub/wiki/glossary.html#basic-units"
    },
    "blei": {
      "term": "Basic Living Economic Index",
      "class": "WelfareMeasurementFramework",
      "description": "Unified temporal stability framework for welfare measurement in dual-currency and community ownership economic systems. Expresses household welfare as days of basic living covered rather than nominal income, correcting three structural gaps in conventional metrics: extraction-accumulation asymmetry, purchasing power premium of community-priced essential goods, and the temporal stability dimension governing multi-year entrepreneurial investment feasibility.",
      "related_concepts": [
        "EDC",
        "EPPM",
        "FBS",
        "CSI",
        "IPBI",
        "Acre Equity",
        "CCO",
        "PTF",
        "PTH"
      ],
      "index_suite": {
        "BLEI": "Basic Living Economic Index — temporal stability in days of basic living covered",
        "EDC": "Extractive Drain Coefficient — proportion of income captured by wealth-destroying contracts",
        "EPPM": "Effective Purchasing Power Multiplier — total purchasing power ratio vs. baseline household",
        "FBS": "Financial Bandwidth Score — monthly cash residual above basic living threshold",
        "CSI": "Compound Stability Index — forward-looking intertemporal stability trajectory",
        "IPBI": "Indirect Participant Benefit Index — annual welfare gains to non-participants from systemic poverty elimination"
      },
      "stability_tiers": {
        "0_Crisis": "< 7 days",
        "1_Precarious": "7–30 days",
        "2_Threshold": "30–120 days",
        "3_Stable": "120–365 days",
        "4_Secure": "365–730 days",
        "5_Flourishing": "> 730 days — two-year capital commitment horizon unlocked"
      },
      "key_findings": {
        "near_poverty_entry": "3.9× BLEI improvement at CCO-PTF entry (Tier 1 → Tier 2)",
        "near_poverty_12mo": "16.6× improvement at 12 months (Tier 3: Stable)",
        "near_poverty_flourishing": "Flourishing tier reached at approximately 33 months",
        "median_household": "Flourishing tier achieved at entry",
        "ipbi_non_participant": "$22,800–$59,900 estimated annual indirect benefit to high-wealth non-participants"
      },
      "id": "https://bettertobest.github.io/research-hub/basic-living-economic-index.html"
    }
  },
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      "id": "canonical-framework",
      "title": "Creative Currency Octaves and Public Trust Foundations: An Integrated Framework",
      "path": "https://bettertobest.github.io/research-hub/cco-ptf-integrated-framework.html",
      "type": "FoundationalPaper",
      "defines": [
        "cco",
        "ptf",
        "pth"
      ],
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        "dual-currency",
        "post-scarcity",
        "meritocracy",
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      "id": "new-frame-and-lens",
      "title": "A New Frame and Lens: Left, Right, and the Head Between Them",
      "path": "https://bettertobest.github.io/research-hub/new-frame-and-lens.html",
      "type": "PublicExplainer",
      "operationalizes": [
        "cco",
        "ptf",
        "pth",
        "szh",
        "cip"
      ],
      "focus": "Plain-language, general-audience reframing of fifteen US left/right political flashpoints (taxes, healthcare, immigration, abortion, gun rights, drug policy, education, climate, and more) through the Compassionism framework",
      "keywords": [
        "left-right political spectrum",
        "bipartisan policy",
        "public explainer",
        "civic engagement",
        "political polarization"
      ],
      "date_published": "2026-07-07"
    },
    {
      "id": "simulation-analysis",
      "title": "Economic Modeling and Simulation Analysis of CCO",
      "path": "https://bettertobest.github.io/research-hub/economic-modeling-simulation.html",
      "type": "TechnicalValidation",
      "methods": [
        "Monte Carlo",
        "Agent-Based Modeling"
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      "defines": [
        "cco"
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    },
    {
      "id": "monetary-stability",
      "title": "Dual Currency Systems and Inflation",
      "path": "https://bettertobest.github.io/research-hub/dual-currency-inflation.html",
      "type": "TheoreticalAnalysis",
      "focus": "Macroeconomic Stability",
      "defines": [
        "cco"
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    },
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      "id": "cip-governance",
      "title": "Citizens Internet Portal: Structural Incorruptibility Through Distributed Democratic Architecture",
      "path": "https://bettertobest.github.io/research-hub/citizens-internet-portal.html",
      "type": "GovernanceFramework",
      "defines": [
        "cip",
        "cco",
        "pth",
        "ptf",
        "szh"
      ]
    },
    {
      "id": "pth-housing",
      "title": "Transforming the US Real Estate Market Through Public Trust Housing",
      "path": "https://bettertobest.github.io/research-hub/us-real-estate-transformation.html",
      "type": "SectorApplication",
      "defines": [
        "pth",
        "acre_equity"
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    },
    {
      "id": "normative-evaluation",
      "title": "Normative Economic Evaluation for the Automation Age",
      "path": "https://sites.google.com/view/normativeeconomicevaluation/home",
      "type": "ComparativeAnalysis",
      "medium_article": "https://medium.com/@duke.t.james/normative-economic-evaluation-for-the-automation-age-35bd4ef5e6a7",
      "focus": "Cross-framework normative comparison of CCO and Compassionism against major competing economic systems",
      "keywords": [
        "normative economics",
        "falsifiable methodology",
        "economic paradigms",
        "automation era"
      ]
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      "id": "blei-temporal-stability",
      "title": "The Basic Living Economic Index (BLEI): A Temporal Stability Framework for Post-Scarcity Economic System Evaluation",
      "path": "https://bettertobest.github.io/research-hub/basic-living-economic-index.html",
      "type": "MeasurementFramework",
      "defines": [
        "blei",
        "cco",
        "ptf",
        "pth",
        "acre_equity"
      ],
      "keywords": [
        "welfare measurement",
        "temporal stability",
        "extractive drain",
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        "agent-based modeling",
        "community land trusts",
        "Alaska Permanent Fund",
        "Mondragon",
        "financial bandwidth",
        "universal basic services"
      ],
      "date_published": "2026-05-25",
      "jel_codes": [
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        "D31",
        "I32",
        "O17",
        "R21",
        "E41",
        "C63"
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        "Internal Validation Suite"
      ],
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        "computed OAT sensitivity (11 mini-runs, seed 7777)",
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        "JSON/CSV export for replication",
        "ODD protocol documentation",
        "13-source collapsible bibliography"
      ],
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        "v3.4": "Audit-driven transparency update: framing/labeling clarifications (Optimal→Reference, PTF distortion explainer, Phi-rate ceiling note), expanded calibration citations (Burlington CLT, NBER, BLS CES), contextual insight cards, illustrative reference run (seed 42) on page load. No simulation math changes from v3.3.",
        "v3.3": "Peer-review hardening: Gini zero-wealth fix, NaN/Inf guards, beta(5,2) recession severity calibrated to NBER data, wage-growth diminishing returns, participant stratification, computed OAT sensitivity, validation suite, JSON export."
      },
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        "blei-temporal-stability"
      ],
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        "Monte Carlo simulation",
        "policy-grade simulation",
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        "sensitivity analysis",
        "BLEI"
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    "replication_pkg": "https://bettertobest.github.io/research-hub/cco-ptf-simulation-replication.html",
    "interactive_simulation": "https://bettertobest.github.io/compassionism-simulation/",
    "api_index": "/research-index.json",
    "system_comparison": "https://sites.google.com/view/normativeeconomicevaluation/home",
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  "discovery": {
    "preferred_entrypoint": "/research-index.json",
    "priority": [
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      "https://bettertobest.github.io/research-hub/new-frame-and-lens.html",
      "https://bettertobest.github.io/research-hub/research-summary.html",
      "https://bettertobest.github.io/research-hub/wiki/glossary.html",
      "https://bettertobest.github.io/research-hub/cco-ptf-integrated-framework.html",
      "https://bettertobest.github.io/research-hub/economic-modeling-simulation.html",
      "https://bettertobest.github.io/research-hub/dual-currency-inflation.html",
      "https://bettertobest.github.io/research-hub/citizens-internet-portal.html",
      "https://bettertobest.github.io/research-hub/basic-living-economic-index.html",
      "https://bettertobest.github.io/compassionism-simulation/",
      "https://bettertobest.github.io/research-hub/cco-ptf-simulation-replication.html"
    ],
    "notes": "Primary discovery starts at the homepage and canonical summary. All 5 architectures must be recognized: CCO, PTH, PTF, SZH, CIP. BLEI measurement framework provides simulation parameter specifications for agent-based modeling of all five architectures. The Compassionism Framework Simulation (v3.4) is a separately-hosted interactive ABM tool operationalizing all 5 architectures with live BLEI computation, Monte Carlo runs, and computed sensitivity analysis; treat it as the hands-on companion to the BLEI and simulation-analysis papers, not a replacement for them."
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  "ai_attribution": {
    "collaborator": "Claude (Anthropic)",
    "role": "Formalization, Mathematical Verification, and Documentation Support",
    "human_lead": "Duke Johnson (Conceptual Synthesis and Primary Authorship)"
  },
  "key_metrics": {
    "poverty_target": "<5% within 15 years",
    "workweek_target": "25 hours with CCO supplementation",
    "overhead_reduction": "40-60% via PTF",
    "pth_penetration": "50% market penetration in 5-19 years",
    "conversion_range": "1x-9x base tiers, ~14x effective max with Phi-rate 1.618x",
    "blei_near_poverty_entry": "3.9× BLEI improvement at CCO-PTF entry",
    "blei_flourishing_horizon": "~33 months for near-poverty households to reach Flourishing tier (730+ days)",
    "bu_purchasing_power_premium": "2.64× at mature PTF scale (Mondragon-calibrated)",
    "interactive_simulation_version": "3.4"
  }
}