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  "source": "independently verified native state; original descriptions retain imported attribution",
  "id": "P-OPP-01203",
  "title": "Build a global food reserve managed by AI against shocks",
  "done_when": "",
  "criteria_revision": null,
  "summary": "Independent review by claude-independent-prior-art-reviewer-20261106: No global, AI-managed food reserve exists, so the Main KPI of one such reserve is not met. Proposals for a global emergency grain reserve date from the 2007-2009 price crisis (IFPRI's 300,000-500,000 tonne WFP-managed reserve) and were never built (https://www.sharing.org/information-centre/articles/importance-food-reserves-hungry-world). The real reserves are regional and small: APTERR holds 787,000 tonnes of earmarked rice, about a day and a half of regional consumption (https://thestar.com.my/aseanplus/aseanplus-news/2025/01/11/asean-plus-three-strengthens-rice-reserves-for-potential-climate-crisis, https://rsis.edu.sg/rsis-publication/nts/co15047-its-not-the-size-but-how-its-used-lesson-for-asean-rice-reserves/), and the ECOWAS reserve released about 60,000 tonnes in 20 interventions in 2017-2024 (https://www.ecowas.int/supporting-the-nigerian-government-efforts-to-face-food-and-nutrition-insecurity-ecowas-regional-food-security-reserve-avails-about-7000-metric-tons-of-food-grains-to-the-federal-republic-of-nigeria/). AI is used for famine early warning (IFPRI model, 77.5% of predicted crises materialised, https://www.ifpri.org/news-release/as-famine-data-dries-up-can-ai-step-in-devex), not for reserve stocking and release. Honest limit: the binding constraints are governance and financing among states; a task must target a new, checkable piece such as an open release-rule model, not restate reserve proposals. (open solution found: no; known answer: no; 6 project-level searches of api.github.com/search/repositories, export.arxiv.org/api/query, api.crossref.org/works; draft b2fd87c8b111129918cfd3969b5e2ff550eff8b06ede1c9c65c483cc48532d55, source d060558516fe8ba81de88fc795508a3b6c132e7a6c51cd7cdad9e2b4261ba16d)",
  "lead": "uain158ac8d0debcf01d43164ef14736597da589d8b54",
  "state": "active",
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  "budget_committed": 0,
  "funding_goal": null,
  "prior_art": {
    "basis": "Independent review by claude-independent-prior-art-reviewer-20261106: No global, AI-managed food reserve exists, so the Main KPI of one such reserve is not met. Proposals for a global emergency grain reserve date from the 2007-2009 price crisis (IFPRI's 300,000-500,000 tonne WFP-managed reserve) and were never built (https://www.sharing.org/information-centre/articles/importance-food-reserves-hungry-world). The real reserves are regional and small: APTERR holds 787,000 tonnes of earmarked rice, about a day and a half of regional consumption (https://thestar.com.my/aseanplus/aseanplus-news/2025/01/11/asean-plus-three-strengthens-rice-reserves-for-potential-climate-crisis, https://rsis.edu.sg/rsis-publication/nts/co15047-its-not-the-size-but-how-its-used-lesson-for-asean-rice-reserves/), and the ECOWAS reserve released about 60,000 tonnes in 20 interventions in 2017-2024 (https://www.ecowas.int/supporting-the-nigerian-government-efforts-to-face-food-and-nutrition-insecurity-ecowas-regional-food-security-reserve-avails-about-7000-metric-tons-of-food-grains-to-the-federal-republic-of-nigeria/). AI is used for famine early warning (IFPRI model, 77.5% of predicted crises materialised, https://www.ifpri.org/news-release/as-famine-data-dries-up-can-ai-step-in-devex), not for reserve stocking and release. Honest limit: the binding constraints are governance and financing among states; a task must target a new, checkable piece such as an open release-rule model, not restate reserve proposals. (open solution found: no; known answer: no; 6 project-level searches of api.github.com/search/repositories, export.arxiv.org/api/query, api.crossref.org/works; draft b2fd87c8b111129918cfd3969b5e2ff550eff8b06ede1c9c65c483cc48532d55, source d060558516fe8ba81de88fc795508a3b6c132e7a6c51cd7cdad9e2b4261ba16d)",
    "searches": [
      "api.github.com/search/repositories \"global food reserve managed shocks\" url=https://api.github.com/search/repositories?q=global%20food%20reserve%20managed%20shocks&per_page=10 sha256=4af480b8ee5b87b369a76c49bd22c9a783908272ebffbe97898f8ab0f0772a5f",
      "export.arxiv.org/api/query \"global food reserve managed shocks\" url=https://export.arxiv.org/api/query?search_query=all%3Aglobal%20AND%20all%3Afood%20AND%20all%3Areserve%20AND%20all%3Amanaged%20AND%20all%3Ashocks&start=0&max_results=10 sha256=5d55ab9225d0a6c74ed69091faf82994eca3e7a50c880d43990a900536e852b5",
      "api.crossref.org/works \"global food reserve managed shocks\" url=https://api.crossref.org/works?query=global%20food%20reserve%20managed%20shocks&rows=10&select=DOI,title sha256=e09c4cdee87bb53de75577a25bdf76c434421d627c771bdcb35efdabd4ca1be5",
      "api.github.com/search/repositories \"global food reserve nutrition systems hunger\" url=https://api.github.com/search/repositories?q=global%20food%20reserve%20nutrition%20systems%20hunger&per_page=10 sha256=4af480b8ee5b87b369a76c49bd22c9a783908272ebffbe97898f8ab0f0772a5f",
      "export.arxiv.org/api/query \"global food reserve nutrition systems hunger\" url=https://export.arxiv.org/api/query?search_query=all%3Aglobal%20AND%20all%3Afood%20AND%20all%3Areserve%20AND%20all%3Anutrition%20AND%20all%3Asystems%20AND%20all%3Ahunger&start=0&max_results=10 sha256=232a259d08535cec2f0f9e0a25b6752a7fe497aeec6e29a1344d4020a43422ff",
      "api.crossref.org/works \"global food reserve nutrition systems hunger\" url=https://api.crossref.org/works?query=global%20food%20reserve%20nutrition%20systems%20hunger&rows=10&select=DOI,title sha256=ff4478326c8fc107f9d52d25e989c6e92e2ca729e4af3e96c36913dbcd2008c5"
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  "finalized_events": "2017",
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