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    },
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    {
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      "zh_url": "https://zhihezengzhang.com/geo-document-chunking-conditions.html",
      "en_url": "https://zhihezengzhang.com/en/geo-document-chunking-conditions.html"
    },
    {
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      "en_url": "https://zhihezengzhang.com/en/geo-context-budget-interference.html"
    },
    {
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    },
    {
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      "en_url": "https://zhihezengzhang.com/en/geo-structured-answer-design.html"
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    {
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      "en_url": "https://zhihezengzhang.com/en/geo-query-fanout-b2b-question-mapping.html"
    },
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      "en_url": "https://zhihezengzhang.com/en/geo-b2b-intent-knowledge-center.html"
    },
    {
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      "en_url": "https://zhihezengzhang.com/en/geo-content-cluster-engineering.html"
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    {
      "slug": "geo-b2b-intent-labels",
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      "zh_url": "https://zhihezengzhang.com/geo-b2b-intent-labels.html",
      "en_url": "https://zhihezengzhang.com/en/geo-b2b-intent-labels.html"
    },
    {
      "slug": "geo-query-rewrite-constraints",
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      "en_url": "https://zhihezengzhang.com/en/geo-query-rewrite-constraints.html"
    },
    {
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      "en_url": "https://zhihezengzhang.com/en/geo-knowledge-architecture.html"
    },
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      "zh_url": "https://zhihezengzhang.com/geo-faq-hub-strategy.html",
      "en_url": "https://zhihezengzhang.com/en/geo-faq-hub-strategy.html"
    },
    {
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      "module": "intent",
      "zh_url": "https://zhihezengzhang.com/geo-explanation-chain-engineering.html",
      "en_url": "https://zhihezengzhang.com/en/geo-explanation-chain-engineering.html"
    },
    {
      "slug": "geo-agent-readable-web-pages",
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      "zh_url": "https://zhihezengzhang.com/geo-agent-readable-web-pages.html",
      "en_url": "https://zhihezengzhang.com/en/geo-agent-readable-web-pages.html"
    },
    {
      "slug": "geo-semantic-entity-modeling",
      "module": "facts",
      "zh_url": "https://zhihezengzhang.com/geo-semantic-entity-modeling.html",
      "en_url": "https://zhihezengzhang.com/en/geo-semantic-entity-modeling.html"
    },
    {
      "slug": "geo-ssot-schema-mapping",
      "module": "facts",
      "zh_url": "https://zhihezengzhang.com/geo-ssot-schema-mapping.html",
      "en_url": "https://zhihezengzhang.com/en/geo-ssot-schema-mapping.html"
    },
    {
      "slug": "geo-jsonld-knowledge-graph-graphrag",
      "module": "facts",
      "zh_url": "https://zhihezengzhang.com/geo-jsonld-knowledge-graph-graphrag.html",
      "en_url": "https://zhihezengzhang.com/en/geo-jsonld-knowledge-graph-graphrag.html"
    },
    {
      "slug": "geo-fact-provenance-constraints",
      "module": "facts",
      "zh_url": "https://zhihezengzhang.com/geo-fact-provenance-constraints.html",
      "en_url": "https://zhihezengzhang.com/en/geo-fact-provenance-constraints.html"
    },
    {
      "slug": "geo-entity-disambiguation-system",
      "module": "facts",
      "zh_url": "https://zhihezengzhang.com/geo-entity-disambiguation-system.html",
      "en_url": "https://zhihezengzhang.com/en/geo-entity-disambiguation-system.html"
    },
    {
      "slug": "geo-product-service-fact-model",
      "module": "facts",
      "zh_url": "https://zhihezengzhang.com/geo-product-service-fact-model.html",
      "en_url": "https://zhihezengzhang.com/en/geo-product-service-fact-model.html"
    },
    {
      "slug": "geo-client-data-fact-governance",
      "module": "facts",
      "zh_url": "https://zhihezengzhang.com/geo-client-data-fact-governance.html",
      "en_url": "https://zhihezengzhang.com/en/geo-client-data-fact-governance.html"
    },
    {
      "slug": "geo-distributor-manufacturer-brand-identity",
      "module": "facts",
      "zh_url": "https://zhihezengzhang.com/geo-distributor-manufacturer-brand-identity.html",
      "en_url": "https://zhihezengzhang.com/en/geo-distributor-manufacturer-brand-identity.html"
    },
    {
      "slug": "geo-multimodal-evidence-readiness",
      "module": "documents",
      "zh_url": "https://zhihezengzhang.com/geo-multimodal-evidence-readiness.html",
      "en_url": "https://zhihezengzhang.com/en/geo-multimodal-evidence-readiness.html"
    },
    {
      "slug": "geo-pdf-table-extraction",
      "module": "documents",
      "zh_url": "https://zhihezengzhang.com/geo-pdf-table-extraction.html",
      "en_url": "https://zhihezengzhang.com/en/geo-pdf-table-extraction.html"
    },
    {
      "slug": "geo-unit-condition-validation",
      "module": "documents",
      "zh_url": "https://zhihezengzhang.com/geo-unit-condition-validation.html",
      "en_url": "https://zhihezengzhang.com/en/geo-unit-condition-validation.html"
    },
    {
      "slug": "geo-image-text-retrieval",
      "module": "documents",
      "zh_url": "https://zhihezengzhang.com/geo-image-text-retrieval.html",
      "en_url": "https://zhihezengzhang.com/en/geo-image-text-retrieval.html"
    },
    {
      "slug": "ai-bot-crawlability",
      "module": "platforms",
      "zh_url": "https://zhihezengzhang.com/ai-bot-crawlability.html",
      "en_url": "https://zhihezengzhang.com/en/ai-bot-crawlability.html"
    },
    {
      "slug": "ai-bot-technical-readiness",
      "module": "platforms",
      "zh_url": "https://zhihezengzhang.com/ai-bot-technical-readiness.html",
      "en_url": "https://zhihezengzhang.com/en/ai-bot-technical-readiness.html"
    },
    {
      "slug": "geo-ai-bot-log-analysis",
      "module": "platforms",
      "zh_url": "https://zhihezengzhang.com/geo-ai-bot-log-analysis.html",
      "en_url": "https://zhihezengzhang.com/en/geo-ai-bot-log-analysis.html"
    },
    {
      "slug": "geo-http200-empty-content",
      "module": "platforms",
      "zh_url": "https://zhihezengzhang.com/geo-http200-empty-content.html",
      "en_url": "https://zhihezengzhang.com/en/geo-http200-empty-content.html"
    },
    {
      "slug": "geo-technical-seo-ai-crawlability",
      "module": "platforms",
      "zh_url": "https://zhihezengzhang.com/geo-technical-seo-ai-crawlability.html",
      "en_url": "https://zhihezengzhang.com/en/geo-technical-seo-ai-crawlability.html"
    },
    {
      "slug": "geo-canonical-sitemap-url-governance",
      "module": "platforms",
      "zh_url": "https://zhihezengzhang.com/geo-canonical-sitemap-url-governance.html",
      "en_url": "https://zhihezengzhang.com/en/geo-canonical-sitemap-url-governance.html"
    },
    {
      "slug": "schema-for-geo",
      "module": "platforms",
      "zh_url": "https://zhihezengzhang.com/schema-for-geo.html",
      "en_url": "https://zhihezengzhang.com/en/schema-for-geo.html"
    },
    {
      "slug": "geo-semantic-html-internal-links",
      "module": "platforms",
      "zh_url": "https://zhihezengzhang.com/geo-semantic-html-internal-links.html",
      "en_url": "https://zhihezengzhang.com/en/geo-semantic-html-internal-links.html"
    },
    {
      "slug": "llms-txt-guide",
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      "zh_url": "https://zhihezengzhang.com/llms-txt-guide.html",
      "en_url": "https://zhihezengzhang.com/en/llms-txt-guide.html"
    },
    {
      "slug": "geo-overseas-ai-platform-matrix",
      "module": "platforms",
      "zh_url": "https://zhihezengzhang.com/geo-overseas-ai-platform-matrix.html",
      "en_url": "https://zhihezengzhang.com/en/geo-overseas-ai-platform-matrix.html"
    },
    {
      "slug": "geo-citation-support-audit",
      "module": "evaluation",
      "zh_url": "https://zhihezengzhang.com/geo-citation-support-audit.html",
      "en_url": "https://zhihezengzhang.com/en/geo-citation-support-audit.html"
    },
    {
      "slug": "geo-retrieval-metrics-recall-ndcg",
      "module": "evaluation",
      "zh_url": "https://zhihezengzhang.com/geo-retrieval-metrics-recall-ndcg.html",
      "en_url": "https://zhihezengzhang.com/en/geo-retrieval-metrics-recall-ndcg.html"
    },
    {
      "slug": "geo-citation-precision-coverage",
      "module": "evaluation",
      "zh_url": "https://zhihezengzhang.com/geo-citation-precision-coverage.html",
      "en_url": "https://zhihezengzhang.com/en/geo-citation-precision-coverage.html"
    },
    {
      "slug": "geo-llm-judge-bias",
      "module": "evaluation",
      "zh_url": "https://zhihezengzhang.com/geo-llm-judge-bias.html",
      "en_url": "https://zhihezengzhang.com/en/geo-llm-judge-bias.html"
    },
    {
      "slug": "ai-citation-accuracy",
      "module": "evaluation",
      "zh_url": "https://zhihezengzhang.com/ai-citation-accuracy.html",
      "en_url": "https://zhihezengzhang.com/en/ai-citation-accuracy.html"
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    {
      "slug": "geo-ai-source-url-collection",
      "module": "evaluation",
      "zh_url": "https://zhihezengzhang.com/geo-ai-source-url-collection.html",
      "en_url": "https://zhihezengzhang.com/en/geo-ai-source-url-collection.html"
    },
    {
      "slug": "geo-ai-search-measurement",
      "module": "evaluation",
      "zh_url": "https://zhihezengzhang.com/geo-ai-search-measurement.html",
      "en_url": "https://zhihezengzhang.com/en/geo-ai-search-measurement.html"
    },
    {
      "slug": "geo-overseas-ai-search-measurement",
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      "zh_url": "https://zhihezengzhang.com/geo-overseas-ai-search-measurement.html",
      "en_url": "https://zhihezengzhang.com/en/geo-overseas-ai-search-measurement.html"
    },
    {
      "slug": "geo-bing-gsc-native-test-triangulation",
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      "zh_url": "https://zhihezengzhang.com/geo-bing-gsc-native-test-triangulation.html",
      "en_url": "https://zhihezengzhang.com/en/geo-bing-gsc-native-test-triangulation.html"
    },
    {
      "slug": "geo-ai-visibility-repeat-testing",
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      "zh_url": "https://zhihezengzhang.com/geo-ai-visibility-repeat-testing.html",
      "en_url": "https://zhihezengzhang.com/en/geo-ai-visibility-repeat-testing.html"
    },
    {
      "slug": "geo-ai-citation-benchmark-2026",
      "module": "evaluation",
      "zh_url": "https://zhihezengzhang.com/geo-ai-citation-benchmark-2026.html",
      "en_url": "https://zhihezengzhang.com/en/geo-ai-citation-benchmark-2026.html"
    },
    {
      "slug": "geo-public-b2b-teaching-benchmark",
      "module": "evaluation",
      "zh_url": "https://zhihezengzhang.com/geo-public-b2b-teaching-benchmark.html",
      "en_url": "https://zhihezengzhang.com/en/geo-public-b2b-teaching-benchmark.html"
    },
    {
      "slug": "geo-ab-test-attribution",
      "module": "measurement",
      "zh_url": "https://zhihezengzhang.com/geo-ab-test-attribution.html",
      "en_url": "https://zhihezengzhang.com/en/geo-ab-test-attribution.html"
    },
    {
      "slug": "geo-citation-confidence-intervals",
      "module": "measurement",
      "zh_url": "https://zhihezengzhang.com/geo-citation-confidence-intervals.html",
      "en_url": "https://zhihezengzhang.com/en/geo-citation-confidence-intervals.html"
    },
    {
      "slug": "geo-sample-budget-stopping",
      "module": "measurement",
      "zh_url": "https://zhihezengzhang.com/geo-sample-budget-stopping.html",
      "en_url": "https://zhihezengzhang.com/en/geo-sample-budget-stopping.html"
    },
    {
      "slug": "geo-citation-rate-experiment-design",
      "module": "measurement",
      "zh_url": "https://zhihezengzhang.com/geo-citation-rate-experiment-design.html",
      "en_url": "https://zhihezengzhang.com/en/geo-citation-rate-experiment-design.html"
    },
    {
      "slug": "geo-global-brand-ai-search-visibility",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-global-brand-ai-search-visibility.html",
      "en_url": "https://zhihezengzhang.com/en/geo-global-brand-ai-search-visibility.html"
    },
    {
      "slug": "geo-multilingual-content-architecture",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-multilingual-content-architecture.html",
      "en_url": "https://zhihezengzhang.com/en/geo-multilingual-content-architecture.html"
    },
    {
      "slug": "geo-hreflang-canonical-multiregional",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-hreflang-canonical-multiregional.html",
      "en_url": "https://zhihezengzhang.com/en/geo-hreflang-canonical-multiregional.html"
    },
    {
      "slug": "geo-bilingual-terminology-controls",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-bilingual-terminology-controls.html",
      "en_url": "https://zhihezengzhang.com/en/geo-bilingual-terminology-controls.html"
    },
    {
      "slug": "geo-cross-language-retrieval",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-cross-language-retrieval.html",
      "en_url": "https://zhihezengzhang.com/en/geo-cross-language-retrieval.html"
    },
    {
      "slug": "geo-bilingual-change-synchronization",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-bilingual-change-synchronization.html",
      "en_url": "https://zhihezengzhang.com/en/geo-bilingual-change-synchronization.html"
    },
    {
      "slug": "geo-overseas-media-entity-evidence",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-overseas-media-entity-evidence.html",
      "en_url": "https://zhihezengzhang.com/en/geo-overseas-media-entity-evidence.html"
    },
    {
      "slug": "geo-global-brand-evidence-system",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-global-brand-evidence-system.html",
      "en_url": "https://zhihezengzhang.com/en/geo-global-brand-evidence-system.html"
    },
    {
      "slug": "geo-multilingual-product-fact-governance",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-multilingual-product-fact-governance.html",
      "en_url": "https://zhihezengzhang.com/en/geo-multilingual-product-fact-governance.html"
    },
    {
      "slug": "geo-export-b2b-fact-pack",
      "module": "international",
      "zh_url": "https://zhihezengzhang.com/geo-export-b2b-fact-pack.html",
      "en_url": "https://zhihezengzhang.com/en/geo-export-b2b-fact-pack.html"
    },
    {
      "slug": "geo-workflow-state-machine",
      "module": "automation",
      "zh_url": "https://zhihezengzhang.com/geo-workflow-state-machine.html",
      "en_url": "https://zhihezengzhang.com/en/geo-workflow-state-machine.html"
    },
    {
      "slug": "geo-structured-output-fact-validation",
      "module": "automation",
      "zh_url": "https://zhihezengzhang.com/geo-structured-output-fact-validation.html",
      "en_url": "https://zhihezengzhang.com/en/geo-structured-output-fact-validation.html"
    },
    {
      "slug": "geo-mcp-api-rag-boundaries",
      "module": "automation",
      "zh_url": "https://zhihezengzhang.com/geo-mcp-api-rag-boundaries.html",
      "en_url": "https://zhihezengzhang.com/en/geo-mcp-api-rag-boundaries.html"
    },
    {
      "slug": "geo-agent-prompt-injection-defense",
      "module": "automation",
      "zh_url": "https://zhihezengzhang.com/geo-agent-prompt-injection-defense.html",
      "en_url": "https://zhihezengzhang.com/en/geo-agent-prompt-injection-defense.html"
    },
    {
      "slug": "geo-observability-trace-linking",
      "module": "operations",
      "zh_url": "https://zhihezengzhang.com/geo-observability-trace-linking.html",
      "en_url": "https://zhihezengzhang.com/en/geo-observability-trace-linking.html"
    },
    {
      "slug": "geo-dataset-versioning-privacy",
      "module": "operations",
      "zh_url": "https://zhihezengzhang.com/geo-dataset-versioning-privacy.html",
      "en_url": "https://zhihezengzhang.com/en/geo-dataset-versioning-privacy.html"
    },
    {
      "slug": "geo-content-ci-validation",
      "module": "operations",
      "zh_url": "https://zhihezengzhang.com/geo-content-ci-validation.html",
      "en_url": "https://zhihezengzhang.com/en/geo-content-ci-validation.html"
    },
    {
      "slug": "geo-atomic-publication-rollback",
      "module": "operations",
      "zh_url": "https://zhihezengzhang.com/geo-atomic-publication-rollback.html",
      "en_url": "https://zhihezengzhang.com/en/geo-atomic-publication-rollback.html"
    },
    {
      "slug": "geo-for-b2b-export",
      "module": "industries",
      "zh_url": "https://zhihezengzhang.com/geo-for-b2b-export.html",
      "en_url": "https://zhihezengzhang.com/en/geo-for-b2b-export.html"
    },
    {
      "slug": "geo-for-manufacturing",
      "module": "industries",
      "zh_url": "https://zhihezengzhang.com/geo-for-manufacturing.html",
      "en_url": "https://zhihezengzhang.com/en/geo-for-manufacturing.html"
    },
    {
      "slug": "geo-for-saas",
      "module": "industries",
      "zh_url": "https://zhihezengzhang.com/geo-for-saas.html",
      "en_url": "https://zhihezengzhang.com/en/geo-for-saas.html"
    },
    {
      "slug": "geo-cross-industry-reuse",
      "module": "industries",
      "zh_url": "https://zhihezengzhang.com/geo-cross-industry-reuse.html",
      "en_url": "https://zhihezengzhang.com/en/geo-cross-industry-reuse.html"
    },
    {
      "slug": "geo-ai-visibility-inquiry-attribution",
      "module": "industries",
      "zh_url": "https://zhihezengzhang.com/geo-ai-visibility-inquiry-attribution.html",
      "en_url": "https://zhihezengzhang.com/en/geo-ai-visibility-inquiry-attribution.html"
    },
    {
      "slug": "ai-search-brand-visibility",
      "module": "industries",
      "zh_url": "https://zhihezengzhang.com/ai-search-brand-visibility.html",
      "en_url": "https://zhihezengzhang.com/en/ai-search-brand-visibility.html"
    },
    {
      "slug": "geo-case-disclosure-standard",
      "module": "governance",
      "zh_url": "https://zhihezengzhang.com/geo-case-disclosure-standard.html",
      "en_url": "https://zhihezengzhang.com/en/geo-case-disclosure-standard.html"
    },
    {
      "slug": "geo-evidence-database-engineering",
      "module": "governance",
      "zh_url": "https://zhihezengzhang.com/geo-evidence-database-engineering.html",
      "en_url": "https://zhihezengzhang.com/en/geo-evidence-database-engineering.html"
    },
    {
      "slug": "geo-evidence-layer-strategy",
      "module": "governance",
      "zh_url": "https://zhihezengzhang.com/geo-evidence-layer-strategy.html",
      "en_url": "https://zhihezengzhang.com/en/geo-evidence-layer-strategy.html"
    },
    {
      "slug": "geo-patent-research-claim-status",
      "module": "governance",
      "zh_url": "https://zhihezengzhang.com/geo-patent-research-claim-status.html",
      "en_url": "https://zhihezengzhang.com/en/geo-patent-research-claim-status.html"
    },
    {
      "slug": "geo-partners-vs-case-evidence",
      "module": "governance",
      "zh_url": "https://zhihezengzhang.com/geo-partners-vs-case-evidence.html",
      "en_url": "https://zhihezengzhang.com/en/geo-partners-vs-case-evidence.html"
    },
    {
      "slug": "geo-encyclopedia-maintenance",
      "module": "governance",
      "zh_url": "https://zhihezengzhang.com/geo-encyclopedia-maintenance.html",
      "en_url": "https://zhihezengzhang.com/en/geo-encyclopedia-maintenance.html"
    },
    {
      "slug": "geo-agent-editorial-review-workflow",
      "module": "governance",
      "zh_url": "https://zhihezengzhang.com/geo-agent-editorial-review-workflow.html",
      "en_url": "https://zhihezengzhang.com/en/geo-agent-editorial-review-workflow.html"
    },
    {
      "slug": "geo-update-log-freshness-system",
      "module": "governance",
      "zh_url": "https://zhihezengzhang.com/geo-update-log-freshness-system.html",
      "en_url": "https://zhihezengzhang.com/en/geo-update-log-freshness-system.html"
    }
  ],
  "editorial_decisions": [
    {
      "topics": [
        "geo-citation-support-audit",
        "geo-citation-precision-coverage"
      ],
      "decision": "retain",
      "reason": "claim review versus numerical aggregation"
    },
    {
      "topics": [
        "geo-ab-test-attribution",
        "geo-citation-confidence-intervals"
      ],
      "decision": "retain",
      "reason": "causal design versus interval uncertainty"
    },
    {
      "topics": [
        "geo-rag-search-grounding",
        "geo-document-chunking-conditions"
      ],
      "decision": "retain",
      "reason": "pipeline grounding versus evidence boundaries"
    },
    {
      "topics": [
        "geo-semantic-entity-modeling",
        "geo-ssot-schema-mapping"
      ],
      "decision": "retain",
      "reason": "entity identity versus source-to-markup mapping"
    },
    {
      "topics": [
        "knowledge-hub",
        "faq-hub"
      ],
      "decision": "retain",
      "reason": "technical explanation versus concise direct answers"
    }
  ]
}