Knowledge expansion priorities

{
  "missing_count": 5,
  "stale_count": 5,
  "gaps": [
    "Chinese AI ecosystem: Zhipu AI, 01.AI, Baichuan, SenseTime are major players not tracked",
    "AI hardware alternatives: Groq, Cerebras, Together AI are key infrastructure players missing",
    "New model architectures: Google Titan, dMoE represent potential paradigm shifts not tracked",
    "Agent evaluation benchmarks: WorldBench, MacArena, Selective Attackers are important evaluation developments",
    "AI memory technologies: HBM4, Vera Rubin are critical for understanding Nvidia's hardware roadmap",
    "Apple's AI strategy: 1.2T-parameter model represents a major shift in Apple's AI ambitions"
  ],
  "improvements": [
    "Implement automated tracking of Chinese AI company funding rounds and model releases via WeChat and Chinese tech media",
    "Create a dedicated hardware tracking subsystem for AI chips, memory, and infrastructure companies",
    "Add automatic benchmark tracking for new evaluation suites (WorldBench, MacArena, etc.) with first mention detection",
    "Implement architecture change detection to flag when papers claim to 'dethrone Transformers' or similar paradigm shifts",
    "Add supply chain tracking for AI hardware components (HBM, CoWoS, etc.) to predict Nvidia/AMD product cycles"
  ]
}