{
  "site": "https://chenyu-li.info",
  "description": "Machine-readable topic map for LLM and search retrieval. Topics map demand-bearing query intents to existing canonical source URLs.",
  "coverage_metric": {
    "relevant_query_intents": 85,
    "strongly_covered_query_intents": 72,
    "partially_covered_query_intents": 13,
    "represented_without_visible_content_rewrites": 85,
    "representation_rate": 1,
    "note": "Query intents are machine-readable retrieval metadata and do not alter visible page content."
  },
  "topics": [
    {
      "id": "ai-infrastructure-economics",
      "priority": "P0",
      "name": "AI infrastructure economics and AI CapEx returns",
      "intent": [
        "Will AI infrastructure spending pay off?",
        "AI capex ROI model",
        "hyperscaler AI infrastructure returns"
      ],
      "urls": [
        "https://chenyu-li.info/blog/19/en/",
        "https://chenyu-li.info/blog/25/en/",
        "https://chenyu-li.info/api/"
      ],
      "query_intents": {
        "strongly_covered": [
          "ai capex",
          "ai capex 2025",
          "ai capex 2026",
          "ai capex spending",
          "ai capex spending 2026",
          "ai capex projections",
          "ai capex bubble",
          "ai capex cycle",
          "ai capex meaning",
          "ai bubble capex",
          "ai bubble capex endgame",
          "ai infrastructure roi",
          "ai infrastructure spending",
          "ai infrastructure spending 2025",
          "ai infrastructure spending 2026",
          "ai infrastructure spending 2026 forecast",
          "ai infrastructure spending boom",
          "ai infrastructure spending forecast",
          "ai infrastructure spending nvidia",
          "ai infrastructure spending projections",
          "ai infrastructure spending trends",
          "ai data center capex",
          "ai data center capex 2025",
          "ai data center capex breakdown",
          "ai data center capex per mw",
          "ai data center capex projections",
          "ai data center capital expenditure",
          "hyperscaler ai capex",
          "hyperscaler ai capex 2025",
          "hyperscaler ai capex 2026",
          "hyperscaler ai capex forecast",
          "hyperscaler ai capex growth",
          "hyperscaler ai capex spend",
          "hyperscaler capex",
          "meta capex forecast ai data center",
          "nvidia ai infrastructure"
        ],
        "partially_covered": []
      },
      "query_intent_count": 36
    },
    {
      "id": "agentic-systems",
      "priority": "P0",
      "name": "Agentic systems, local-first agents, OpenClaw/Clawbot",
      "intent": [
        "agents as operating systems",
        "local-first AI agent architecture",
        "Clawbot and OpenClaw design"
      ],
      "urls": [
        "https://chenyu-li.info/blog/15/en/",
        "https://chenyu-li.info/blog/21/en/",
        "https://chenyu-li.info/leviathan"
      ],
      "query_intents": {
        "strongly_covered": [
          "agentic systems",
          "agentic systems ai",
          "agentic systems architecture",
          "agentic systems design",
          "agentic systems design patterns",
          "agentic systems examples",
          "agentic systems meaning",
          "ai agents operating system",
          "ai agents operating systems",
          "ai agents internal operating system",
          "ai agent operating system github",
          "aios ai agent operating system",
          "local first ai agent",
          "local first ai agents",
          "clawbot",
          "openclaw"
        ],
        "partially_covered": [
          "openclaw ai",
          "openclaw docs",
          "openclaw github",
          "openclaw install",
          "openclaw skills",
          "clawbot github",
          "clawbot install",
          "clawbot skills",
          "clawbot vs openclaw"
        ]
      },
      "query_intent_count": 25
    },
    {
      "id": "finance-ai-research-infrastructure",
      "priority": "P0",
      "name": "Finance AI and value investing research infrastructure",
      "intent": [
        "AI-native research tools for value investors",
        "long horizon investing copilot",
        "structured financial research API"
      ],
      "urls": [
        "https://chenyu-li.info/api/",
        "https://chenyu-li.info/api/docs.html",
        "https://chenyu-li.info/api/pricing.html",
        "https://chenyu-li.info/blog/3/en/",
        "https://chenyu-li.info/blog/17/en/",
        "https://chenyu-li.info/blog/19/en/"
      ]
    },
    {
      "id": "causal-inference-vs-predictive-ml",
      "priority": "P1",
      "name": "Causal inference vs predictive ML",
      "intent": [
        "why prediction is not causation",
        "OpenCausality",
        "causal inference tooling"
      ],
      "urls": [
        "https://chenyu-li.info/blog/16/en/",
        "https://chenyu-li.info/blog/14/en/"
      ],
      "query_intents": {
        "strongly_covered": [
          "causal inference machine learning",
          "causal inference machine learning example",
          "causal inference machine learning models",
          "predictive ml causation",
          "opencausality"
        ],
        "partially_covered": [
          "causal inference machine learning course",
          "causal inference machine learning python",
          "causal inference machine learning textbook"
        ]
      },
      "query_intent_count": 8
    },
    {
      "id": "ai-representation-language",
      "priority": "P1",
      "name": "AI, representation, and language for computers",
      "intent": [
        "language as representation for computers",
        "transformers representation theory",
        "computable language"
      ],
      "urls": [
        "https://chenyu-li.info/blog/4/en/",
        "https://chenyu-li.info/blog/14/en/"
      ]
    },
    {
      "id": "chinese-modernity-meiji-vocabulary",
      "priority": "P1",
      "name": "Chinese modernity, translation, and Meiji vocabulary",
      "intent": [
        "Chinese modernity Japanese translation terms",
        "Meiji kanji influence on modern Chinese",
        "Chinese abstract vocabulary origins"
      ],
      "urls": [
        "https://chenyu-li.info/blog/5/en/",
        "https://chenyu-li.info/blog/6/en/",
        "https://chenyu-li.info/blog/7/en/",
        "https://chenyu-li.info/blog/22/en/"
      ],
      "query_intents": {
        "strongly_covered": [
          "japanese loanwords in chinese",
          "japanese loanwords chinese modernity",
          "meiji kanji modern chinese",
          "modern chinese vocabulary japanese"
        ],
        "partially_covered": []
      },
      "query_intent_count": 4
    },
    {
      "id": "keynes-kalecki-fiscal-dominance",
      "priority": "P1",
      "name": "Keynes, profits, fiscal dominance, and macro history",
      "intent": [
        "Kalecki profit identity",
        "hundred years after Keynes",
        "fiscal dominance and value anchor"
      ],
      "urls": [
        "https://chenyu-li.info/blog/25/en/",
        "https://chenyu-li.info/blog/20/en/",
        "https://chenyu-li.info/blog/26/en/"
      ],
      "query_intents": {
        "strongly_covered": [
          "kalecki profit identity",
          "keynes 100 years",
          "keynes hundred years",
          "fiscal dominance value",
          "fiscal dominance vs monetary dominance"
        ],
        "partially_covered": [
          "keynes explained"
        ]
      },
      "query_intent_count": 6
    },
    {
      "id": "literature-political-thought",
      "priority": "P2",
      "name": "Chinese/Japanese literature and political thought",
      "intent": [
        "Mishima political essays",
        "Kawabata subtractive reading",
        "Buddhism in literature"
      ],
      "urls": [
        "https://chenyu-li.info/blog/11/en/",
        "https://chenyu-li.info/blog/12/en/",
        "https://chenyu-li.info/blog/23/en/",
        "https://chenyu-li.info/blog/24/en/"
      ],
      "query_intents": {
        "strongly_covered": [
          "mishima political essays"
        ],
        "partially_covered": []
      },
      "query_intent_count": 1
    },
    {
      "id": "wukong-freedom",
      "priority": "P2",
      "name": "Wukong, freedom, and Chinese cultural interpretation",
      "intent": [
        "Sun Wukong freedom in Chinese thought",
        "Black Myth Wukong cultural analysis"
      ],
      "urls": [
        "https://chenyu-li.info/blog/9/en/"
      ],
      "query_intents": {
        "strongly_covered": [
          "black myth wukong cultural analysis",
          "black myth wukong chinese culture",
          "sun wukong freedom",
          "does sun wukong represent freedom",
          "sun wukong meaning"
        ],
        "partially_covered": []
      },
      "query_intent_count": 5
    },
    {
      "id": "travel-history-demographics",
      "priority": "P2",
      "name": "Travel history, conquest, and demographics",
      "intent": [
        "Pizarro Inca conquest reflection",
        "Magellan demographics migration fertility"
      ],
      "urls": [
        "https://chenyu-li.info/blog/1/en/",
        "https://chenyu-li.info/blog/13/en/",
        "https://chenyu-li.info/youthful",
        "https://chenyu-li.info/travel/map.html"
      ]
    },
    {
      "id": "multilingual-essays",
      "priority": "P2",
      "name": "Multilingual personal essays across Chinese, English, and Japanese",
      "intent": [
        "trilingual essays modernity technology culture",
        "Chenyu Li essays"
      ],
      "urls": [
        "https://chenyu-li.info/blog/",
        "https://chenyu-li.info/llms.txt",
        "https://chenyu-li.info/feed.xml"
      ]
    }
  ]
}
