diff --git a/src/lib/predictions.ts b/src/lib/predictions.ts
index f170a78..c5787f2 100644
--- a/src/lib/predictions.ts
+++ b/src/lib/predictions.ts
@@ -27,398 +27,6 @@ export function getMonthName(month: number): string {
 }
 
 const RAW_PREDICTIONS: Prediction[] = [
-  {
-    id: 'tech-2025-01-1',
-    domain: 'tech',
-    month: 0,
-    year: 2025,
-    probability: 0.85,
-    title: 'GPT-5 and Claude 4 released with major advances',
-    description: 'Next-generation LLMs with dramatically improved reasoning, multimodal capabilities, and reduced hallucinations.',
-    impact: 'high',
-    sources: [
-      { name: 'AI Futures Model', url: 'https://www.aifuturesmodel.com/forecast', confidence: 0.82 },
-      { name: 'Future Timeline', url: 'https://www.futuretimeline.net/21stcentury/2025.htm', confidence: 0.88 },
-    ],
-  },
-  {
-    id: 'individual-2025-01-1',
-    domain: 'individual',
-    month: 0,
-    year: 2025,
-    probability: 0.72,
-    title: 'AI personal assistants manage daily schedules autonomously',
-    description: 'Advanced AI capable of autonomous scheduling, email management, and task prioritization becomes commonplace.',
-    impact: 'medium',
-    sources: [
-      { name: 'Technology Adoption Survey', confidence: 0.69 },
-      { name: 'Consumer Technology Report', confidence: 0.75 },
-    ],
-  },
-  {
-    id: 'economic-2025-01-1',
-    domain: 'economic',
-    month: 0,
-    year: 2025,
-    probability: 0.78,
-    title: 'Global recession risks diminish',
-    description: 'Economic indicators stabilize as central banks achieve soft landing after interest rate hikes.',
-    impact: 'high',
-    sources: [
-      { name: 'IMF World Economic Outlook', confidence: 0.81 },
-      { name: 'Federal Reserve Analysis', confidence: 0.75 },
-    ],
-  },
-  {
-    id: 'tech-2025-02-1',
-    domain: 'tech',
-    month: 1,
-    year: 2025,
-    probability: 0.81,
-    title: 'Apple Vision Pro 2 launches with mass appeal',
-    description: 'Second-gen spatial computing headset at lower price point drives mainstream AR adoption.',
-    impact: 'high',
-    sources: [
-      { name: 'Apple Supply Chain Reports', confidence: 0.84 },
-      { name: 'Consumer Electronics Forecast', confidence: 0.78 },
-    ],
-  },
-  {
-    id: 'social-2025-02-1',
-    domain: 'social',
-    month: 1,
-    year: 2025,
-    probability: 0.75,
-    title: 'Gen Z becomes largest workforce cohort',
-    description: 'Generation Z overtakes Millennials, bringing new workplace culture expectations.',
-    impact: 'medium',
-    sources: [
-      { name: 'Bureau of Labor Statistics', confidence: 0.79 },
-      { name: 'Workforce Demographics Study', confidence: 0.71 },
-    ],
-  },
-  {
-    id: 'governance-2025-02-1',
-    domain: 'governance',
-    month: 1,
-    year: 2025,
-    probability: 0.77,
-    title: 'Carbon border taxes implemented in EU',
-    description: 'Carbon Border Adjustment Mechanism comes into effect, reshaping global trade.',
-    impact: 'high',
-    sources: [
-      { name: 'EU Policy Timeline', url: 'https://ec.europa.eu/', confidence: 0.88 },
-      { name: 'Trade Policy Analysis', confidence: 0.66 },
-    ],
-  },
-  {
-    id: 'geopolitical-2025-03-1',
-    domain: 'geopolitical',
-    month: 2,
-    year: 2025,
-    probability: 0.82,
-    title: 'India becomes third largest economy',
-    description: 'India surpasses Japan and Germany in GDP rankings.',
-    impact: 'high',
-    sources: [
-      { name: 'World Bank Projections', confidence: 0.85 },
-      { name: 'Future Timeline', url: 'https://www.futuretimeline.net/21stcentury/2025.htm', confidence: 0.79 },
-    ],
-  },
-  {
-    id: 'economic-2025-03-1',
-    domain: 'economic',
-    month: 2,
-    year: 2025,
-    probability: 0.64,
-    title: 'Bitcoin surpasses $150,000',
-    description: 'Institutional adoption and regulatory clarity drive cryptocurrency to new highs.',
-    impact: 'medium',
-    sources: [
-      { name: 'Prediction Markets', confidence: 0.61 },
-      { name: 'Financial Analyst Consensus', confidence: 0.67 },
-    ],
-  },
-  {
-    id: 'tech-2025-03-1',
-    domain: 'tech',
-    month: 2,
-    year: 2025,
-    probability: 0.79,
-    title: 'Nvidia H200 chips power 80% of AI training',
-    description: 'Next-gen AI accelerators dominate machine learning infrastructure.',
-    impact: 'medium',
-    sources: [
-      { name: 'Semiconductor Industry Report', confidence: 0.82 },
-      { name: 'AI Infrastructure Analysis', confidence: 0.76 },
-    ],
-  },
-  {
-    id: 'individual-2025-04-1',
-    domain: 'individual',
-    month: 3,
-    year: 2025,
-    probability: 0.68,
-    title: 'Mental health apps reach 500M active users',
-    description: 'Digital mental health platforms achieve mainstream adoption globally.',
-    impact: 'medium',
-    sources: [
-      { name: 'Digital Health Report', confidence: 0.71 },
-      { name: 'Mental Health Technology Survey', confidence: 0.65 },
-    ],
-  },
-  {
-    id: 'social-2025-04-1',
-    domain: 'social',
-    month: 3,
-    year: 2025,
-    probability: 0.83,
-    title: 'TikTok reaches 2 billion monthly users',
-    description: 'Short-form video continues explosive growth, reshaping media consumption.',
-    impact: 'medium',
-    sources: [
-      { name: 'Social Media Analytics', confidence: 0.86 },
-      { name: 'Digital Trends Report', confidence: 0.80 },
-    ],
-  },
-  {
-    id: 'tech-2025-04-1',
-    domain: 'tech',
-    month: 3,
-    year: 2025,
-    probability: 0.76,
-    title: '6G network trials begin in Asia',
-    description: 'Next-generation wireless technology testing starts with 10x faster speeds than 5G.',
-    impact: 'medium',
-    sources: [
-      { name: 'Telecom Industry Roadmap', confidence: 0.73 },
-      { name: 'Future Timeline', url: 'https://www.futuretimeline.net/21stcentury/2025.htm', confidence: 0.79 },
-    ],
-  },
-  {
-    id: 'economic-2025-05-1',
-    domain: 'economic',
-    month: 4,
-    year: 2025,
-    probability: 0.71,
-    title: 'AI startups receive record $120B in funding',
-    description: 'Venture capital investment in artificial intelligence hits unprecedented levels.',
-    impact: 'high',
-    sources: [
-      { name: 'VC Investment Tracker', confidence: 0.74 },
-      { name: 'AI Industry Report', confidence: 0.68 },
-    ],
-  },
-  {
-    id: 'governance-2025-05-1',
-    domain: 'governance',
-    month: 4,
-    year: 2025,
-    probability: 0.89,
-    title: 'EU AI Act fully enforced',
-    description: 'Comprehensive AI regulations set global standards for AI governance and safety.',
-    impact: 'high',
-    sources: [
-      { name: 'EU Official Timeline', url: 'https://digital-strategy.ec.europa.eu/', confidence: 0.95 },
-      { name: 'Future Timeline', url: 'https://www.futuretimeline.net/21stcentury/2025.htm', confidence: 0.83 },
-    ],
-  },
-  {
-    id: 'tech-2025-06-1',
-    domain: 'tech',
-    month: 5,
-    year: 2025,
-    probability: 0.73,
-    title: 'AI writes 60% of new software code',
-    description: 'GitHub Copilot and competitors fundamentally transform software development.',
-    impact: 'high',
-    sources: [
-      { name: 'GitHub Developer Survey', confidence: 0.70 },
-      { name: 'AI Futures Model', url: 'https://www.aifuturesmodel.com/forecast', confidence: 0.76 },
-    ],
-  },
-  {
-    id: 'individual-2025-06-1',
-    domain: 'individual',
-    month: 5,
-    year: 2025,
-    probability: 0.69,
-    title: 'Wearable tech tracks 50 health metrics continuously',
-    description: 'Advanced biosensors enable comprehensive health monitoring via smartwatches.',
-    impact: 'medium',
-    sources: [
-      { name: 'Wearable Technology Report', confidence: 0.72 },
-      { name: 'Digital Health Survey', confidence: 0.66 },
-    ],
-  },
-  {
-    id: 'geopolitical-2025-07-1',
-    domain: 'geopolitical',
-    month: 6,
-    year: 2025,
-    probability: 0.76,
-    title: 'BRICS currency initiative advances',
-    description: 'Brazil, Russia, India, China, South Africa formalize alternative to dollar system.',
-    impact: 'high',
-    sources: [
-      { name: 'International Economics Institute', confidence: 0.73 },
-      { name: 'Geopolitical Forecast', confidence: 0.79 },
-    ],
-  },
-  {
-    id: 'social-2025-07-1',
-    domain: 'social',
-    month: 6,
-    year: 2025,
-    probability: 0.72,
-    title: 'Digital nomads exceed 60 million globally',
-    description: 'Location-independent work becomes widespread lifestyle choice.',
-    impact: 'medium',
-    sources: [
-      { name: 'Remote Work Institute', confidence: 0.69 },
-      { name: 'Future of Work Report', confidence: 0.75 },
-    ],
-  },
-  {
-    id: 'tech-2025-08-1',
-    domain: 'tech',
-    month: 7,
-    year: 2025,
-    probability: 0.74,
-    title: 'Solid-state batteries enter mass production',
-    description: 'Next-gen batteries with 2x energy density begin commercial manufacturing.',
-    impact: 'high',
-    sources: [
-      { name: 'Battery Technology Roadmap', confidence: 0.71 },
-      { name: 'Future Timeline', url: 'https://www.futuretimeline.net/21stcentury/2025.htm', confidence: 0.77 },
-    ],
-  },
-  {
-    id: 'geopolitical-2025-08-1',
-    domain: 'geopolitical',
-    month: 7,
-    year: 2025,
-    probability: 0.79,
-    title: 'Taiwan-China tensions escalate significantly',
-    description: 'Military exercises and economic pressure raise international concerns.',
-    impact: 'high',
-    sources: [
-      { name: 'Strategic Affairs Institute', confidence: 0.82 },
-      { name: 'Future Timeline', url: 'https://www.futuretimeline.net/21stcentury/2025.htm', confidence: 0.76 },
-    ],
-  },
-  {
-    id: 'social-2025-09-1',
-    domain: 'social',
-    month: 8,
-    year: 2025,
-    probability: 0.78,
-    title: 'Remote work stabilizes at 45% of knowledge workers',
-    description: 'Hybrid arrangements become permanent, reshaping cities and real estate.',
-    impact: 'high',
-    sources: [
-      { name: 'McKinsey Future of Work', confidence: 0.81 },
-      { name: 'Workplace Trends Report', confidence: 0.75 },
-    ],
-  },
-  {
-    id: 'economic-2025-09-1',
-    domain: 'economic',
-    month: 8,
-    year: 2025,
-    probability: 0.81,
-    title: 'Electric vehicles reach 30% of new car sales',
-    description: 'EVs achieve critical mass as infrastructure and costs improve.',
-    impact: 'high',
-    sources: [
-      { name: 'Automotive Industry Report', confidence: 0.84 },
-      { name: 'Future Timeline', url: 'https://www.futuretimeline.net/21stcentury/2025.htm', confidence: 0.78 },
-    ],
-  },
-  {
-    id: 'tech-2025-10-1',
-    domain: 'tech',
-    month: 9,
-    year: 2025,
-    probability: 0.77,
-    title: 'AI translation indistinguishable from human',
-    description: 'Real-time translation services achieve human-quality performance.',
-    impact: 'medium',
-    sources: [
-      { name: 'Language AI Report', confidence: 0.74 },
-      { name: 'Translation Technology Survey', confidence: 0.80 },
-    ],
-  },
-  {
-    id: 'governance-2025-10-1',
-    domain: 'governance',
-    month: 9,
-    year: 2025,
-    probability: 0.71,
-    title: 'Digital identity systems go live nationally',
-    description: 'Major countries deploy comprehensive digital ID for citizens.',
-    impact: 'medium',
-    sources: [
-      { name: 'Digital Government Report', confidence: 0.68 },
-      { name: 'Identity Tech Institute', confidence: 0.74 },
-    ],
-  },
-  {
-    id: 'individual-2025-11-1',
-    domain: 'individual',
-    month: 10,
-    year: 2025,
-    probability: 0.66,
-    title: 'Wearables prevent 600k deaths through early detection',
-    description: 'Continuous health monitoring achieves significant mortality reduction.',
-    impact: 'high',
-    sources: [
-      { name: 'WHO Digital Health Report', confidence: 0.63 },
-      { name: 'Medical Technology Forecast', confidence: 0.69 },
-    ],
-  },
-  {
-    id: 'geopolitical-2025-11-1',
-    domain: 'geopolitical',
-    month: 10,
-    year: 2025,
-    probability: 0.68,
-    title: 'Climate migration reaches 15 million annually',
-    description: 'Environmental displacement becomes major humanitarian challenge.',
-    impact: 'high',
-    sources: [
-      { name: 'UN Climate Migration Report', confidence: 0.71 },
-      { name: 'Environmental Institute', confidence: 0.65 },
-    ],
-  },
-  {
-    id: 'social-2025-12-1',
-    domain: 'social',
-    month: 11,
-    year: 2025,
-    probability: 0.75,
-    title: 'Esports viewership surpasses traditional sports',
-    description: 'Competitive gaming audiences exceed conventional sports in key demographics.',
-    impact: 'medium',
-    sources: [
-      { name: 'Entertainment Industry Report', confidence: 0.78 },
-      { name: 'Digital Media Analytics', confidence: 0.72 },
-    ],
-  },
-  {
-    id: 'tech-2025-12-1',
-    domain: 'tech',
-    month: 11,
-    year: 2025,
-    probability: 0.82,
-    title: 'AI content detection becomes standard practice',
-    description: 'Reliable systems for identifying AI-generated content widely deployed.',
-    impact: 'medium',
-    sources: [
-      { name: 'AI Safety Research', confidence: 0.79 },
-      { name: 'Digital Media Institute', confidence: 0.85 },
-    ],
-  },
   {
     id: 'tech-2026-01-1',
     domain: 'tech',
@@ -1105,21 +713,6 @@ const RAW_PREDICTIONS: Prediction[] = [
       { name: 'Future Timeline', url: 'https://www.futuretimeline.net/21stcentury/2035.htm', confidence: 0.87 },
     ],
   },
-  {
-    id: 'edu-2025-12-ai-tutor-default',
-    domain: 'tech',
-    month: 11,
-    year: 2025,
-    probability: 0.82,
-    title: 'AI tutors become default scaffolding in affluent systems',
-    description:
-      'Building on rapid frontier-model releases and consumer AI assistants, 1:1 coaching for practice, explanations, and study planning becomes the default baseline; teachers reallocate time toward motivation and targeted interventions.',
-    impact: 'high',
-    sources: [
-      { name: 'Reuters', url: 'https://www.reuters.com/world/asia-pacific/china-rely-artificial-intelligence-education-reform-bid-2025-04-17/', confidence: 0.8 },
-      { name: 'UNESCO', url: 'https://www.unesco.org/en/digital-education/ai-future-learning', confidence: 0.74 },
-    ],
-  },
   {
     id: 'edu-2026-04-assessment-bifurcates',
     domain: 'governance',