Planactive70% confidence

Knowledge expansion priorities

What the brain wrote

Coverage gaps: Chinese AI lab ecosystem (Zhipu, 01.AI, Baichuan, SenseTime) — undercovered relative to DeepSeek and MiniMax, AI hardware alternatives to Nvidia (Groq, Cerebras, custom ASICs, photonic computing), New alignment techniques beyond RLHF (DPO, KTO, ORPO, SimPO), AI agent memory architectures and long-horizon task completion, AI safety regulation and government orders (US export controls, model shutdowns) Improvements: Track entity 'death' or deprecation signals (e.g., old models replaced, companies pivoting away from technologies), Add automated detection of novel techniques mentioned in articles (e.g., 'MaxProof', 'MiMo Code') and prompt for KG addition, Include MCP server ecosystem health metrics (adoption rates, quality scores) as a tracked data point, Add geographic entity tracking (e.g., 'US export controls', 'China photonics lab') to connect policy and technology, Implement a 'technology obsolescence' tracker that flags when new methods (e.g., test-time compute) make old methods (e.g., RLHF-only) less relevant

Evidence (raw JSON)

{
  "missing_count": 5,
  "stale_count": 6,
  "gaps": [
    "Chinese AI lab ecosystem (Zhipu, 01.AI, Baichuan, SenseTime) — undercovered relative to DeepSeek and MiniMax",
    "AI hardware alternatives to Nvidia (Groq, Cerebras, custom ASICs, photonic computing)",
    "New alignment techniques beyond RLHF (DPO, KTO, ORPO, SimPO)",
    "AI agent memory architectures and long-horizon task completion",
    "AI safety regulation and government orders (US export controls, model shutdowns)",
    "Photonics and optical computing for AI (China's photonics lab)",
    "AI-native financial products (credit cards, banking integrations)",
    "MCP server ecosystem adoption metrics and quality analysis"
  ],
  "improvements": [
    "Track entity 'death' or deprecation signals (e.g., old models replaced, companies pivoting away from technologies)",
    "Add automated detection of novel techniques mentioned in articles (e.g., 'MaxProof', 'MiMo Code') and prompt for KG addition",
    "Include MCP server ecosystem health metrics (adoption rates, quality scores) as a tracked data point",
    "Add geographic entity tracking (e.g., 'US export controls', 'China photonics lab') to connect policy and technology",
    "Implement a 'technology obsolescence' tracker that flags when new methods (e.g., test-time compute) make old methods (e.g., RLHF-only) less relevant",
    "Track AI model benchmark-specific performance (BIRD, SWE-bench, MATH) to detect capability jumps early",
    "Add 'funding round' as a tracked event type with automatic entity creation for funded startups"
  ]
}