{
  "last_updated": "2026-08-15",
  "review_period": "August 2026",
  "methodology_version": "1.0",
  "status": "calibrated_august_2026",
  "baseline_source": "Empirical Bayesian rebalancing against verified August 2026 technical, economic, and policy signals",
  "notes": "All probability numbers represent normalized posterior weights summing to exactly 100%. Recomputed monthly via the Bayesian delta update protocol.",
  "distribution": [
    {
      "id": "level-1",
      "slug": "level-1-existential-loss-of-control",
      "level_number": 1,
      "name": "Existential Loss of Control",
      "subtitle": "Severe misalignment or irreversible species disempowerment",
      "probability": 9.1,
      "prior_probability": 9.0,
      "delta_30d": 0.1,
      "color": "#ef4444",
      "tailwind_color": "level1",
      "velocity": "neutral",
      "timeline_window": "2027 – 2038"
    },
    {
      "id": "level-2",
      "slug": "level-2-concentrated-dystopia",
      "level_number": 2,
      "name": "Concentrated Dystopia / Techno-Feudalism",
      "subtitle": "Extreme compute & capital concentration, captive labor, digital oligopoly",
      "probability": 24.5,
      "prior_probability": 25.0,
      "delta_30d": -0.5,
      "color": "#f97316",
      "tailwind_color": "level2",
      "velocity": "neutral",
      "timeline_window": "2025 – 2035"
    },
    {
      "id": "level-3",
      "slug": "level-3-turbulent-transition",
      "level_number": 3,
      "name": "Turbulent Transition",
      "subtitle": "Severe economic and institutional friction with messy societal adaptation",
      "probability": 37.5,
      "prior_probability": 37.0,
      "delta_30d": 0.5,
      "color": "#eab308",
      "tailwind_color": "level3",
      "velocity": "neutral",
      "timeline_window": "2024 – 2036"
    },
    {
      "id": "level-4",
      "slug": "level-4-managed-partnership",
      "level_number": 4,
      "name": "Managed Partnership",
      "subtitle": "Robust institutional governance, human-in-the-loop, shared prosperity",
      "probability": 20.7,
      "prior_probability": 22.0,
      "delta_30d": -1.3,
      "color": "#3b82f6",
      "tailwind_color": "level4",
      "velocity": "decreasing",
      "timeline_window": "2026 – 2040"
    },
    {
      "id": "level-5",
      "slug": "level-5-broad-abundance",
      "level_number": 5,
      "name": "Broad Abundance & High Agency",
      "subtitle": "Radical cost collapse, decentralized intelligence, expanded human flourishing",
      "probability": 8.2,
      "prior_probability": 7.0,
      "delta_30d": 1.2,
      "color": "#10b981",
      "tailwind_color": "level5",
      "velocity": "increasing",
      "timeline_window": "2030 – 2045+"
    }
  ],
  "primary_driver": "Rapid open-weights distillation breakthroughs boosted Level 5 (Broad Abundance: +1.2%), while verified OECD white-collar displacement data nudged Level 3 (Turbulent Transition: +0.5%). Continued proprietary hyperscaler power lock-ins kept Level 4 (Managed Partnership: -1.3%) under structural pressure.",
  "monthly_takeaway": "The empirical data in August 2026 continues to confirm that our medium-term reality is dominated by structural economic transition and platform competition (Levels 2 & 3 represent 62.0% of the distribution). While high-capability local open-weights models offer genuine decentralization relief, the friction in entry-level labor markets and corporate infrastructure lock-in underscores the importance of practical human adaptability and real-world skills."
}