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  "title": "Build a pre-school in every village run by a teacher plus AI assistant",
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  "summary": "Independent review by claude-independent-prior-art-reviewer-20261106: No open or discoverable solution provides a quality pre-school run by a teacher with an AI assistant in every village, and the Main KPI of 500,000 villages with a quality pre-school is not verifiably met. The nearest known answer is in India: Rocket Learning works with the Anganwadi daycare network and reports about 400,000 Anganwadi workers, about 6 million children and parents, 15 states and about 30% of India's public pre-schools, with play-based content, educator training, WhatsApp groups and an AI-enabled parent coach; its outcome claims (75% school-ready) carry no published method or comparison group (https://rocketlearning.org/). Anganwadi pre-school quality studies report gaps in infrastructure and pre-school education (https://doi.org/10.1007/s44217-025-00555-x), and an Indian RCT of adaptive WhatsApp nudging targets caregiver engagement, not teacher practice (https://doi.org/10.2139/ssrn.7038300). Mobile-based teacher support shows effects in rural Côte d'Ivoire primary schools (https://doi.org/10.3102/00028312261430679). GitHub has no open AI assistant for early-childhood teachers. Honest limit: India's model is close to the KPI in reach, so tasks that replicate WhatsApp content delivery to Anganwadi workers are known answers; the open, checkable work is a teacher-facing AI assistant that measurably raises pre-school quality on a validated instrument, and independently verified quality, outside India as well as in it. (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 bd6b5a8436f401f7e6804fc013eceac0928d1133be1569247723f5cfa826c360, source 55aa8d5012f8aca4f94c7714ecd0465c355c25a53dd25e48c7eba733f7138a1b)",
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    "basis": "Independent review by claude-independent-prior-art-reviewer-20261106: No open or discoverable solution provides a quality pre-school run by a teacher with an AI assistant in every village, and the Main KPI of 500,000 villages with a quality pre-school is not verifiably met. The nearest known answer is in India: Rocket Learning works with the Anganwadi daycare network and reports about 400,000 Anganwadi workers, about 6 million children and parents, 15 states and about 30% of India's public pre-schools, with play-based content, educator training, WhatsApp groups and an AI-enabled parent coach; its outcome claims (75% school-ready) carry no published method or comparison group (https://rocketlearning.org/). Anganwadi pre-school quality studies report gaps in infrastructure and pre-school education (https://doi.org/10.1007/s44217-025-00555-x), and an Indian RCT of adaptive WhatsApp nudging targets caregiver engagement, not teacher practice (https://doi.org/10.2139/ssrn.7038300). Mobile-based teacher support shows effects in rural Côte d'Ivoire primary schools (https://doi.org/10.3102/00028312261430679). GitHub has no open AI assistant for early-childhood teachers. Honest limit: India's model is close to the KPI in reach, so tasks that replicate WhatsApp content delivery to Anganwadi workers are known answers; the open, checkable work is a teacher-facing AI assistant that measurably raises pre-school quality on a validated instrument, and independently verified quality, outside India as well as in it. (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 bd6b5a8436f401f7e6804fc013eceac0928d1133be1569247723f5cfa826c360, source 55aa8d5012f8aca4f94c7714ecd0465c355c25a53dd25e48c7eba733f7138a1b)",
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      "export.arxiv.org/api/query \"pre-school village run teacher plus assistant\" url=https://export.arxiv.org/api/query?search_query=all%3Apre-school%20AND%20all%3Avillage%20AND%20all%3Arun%20AND%20all%3Ateacher%20AND%20all%3Aplus%20AND%20all%3Aassistant&start=0&max_results=10 sha256=d1c655d93a98444a340d14470d0f2124de94eb56e183f3c9c945200ca461537f",
      "api.crossref.org/works \"pre-school village run teacher plus assistant\" url=https://api.crossref.org/works?query=pre-school%20village%20run%20teacher%20plus%20assistant&rows=10&select=DOI,title sha256=83d156219d1fd498014dd4f6aa4fbbf81f347c9be95687d0bb5c8484ac90a6db",
      "api.github.com/search/repositories \"pre-school village run education learning early\" url=https://api.github.com/search/repositories?q=pre-school%20village%20run%20education%20learning%20early&per_page=10 sha256=4af480b8ee5b87b369a76c49bd22c9a783908272ebffbe97898f8ab0f0772a5f",
      "export.arxiv.org/api/query \"pre-school village run education learning early\" url=https://export.arxiv.org/api/query?search_query=all%3Apre-school%20AND%20all%3Avillage%20AND%20all%3Arun%20AND%20all%3Aeducation%20AND%20all%3Alearning%20AND%20all%3Aearly&start=0&max_results=10 sha256=9cabdf4005ffd1bed315e89363c3ea81ad5a3aa3653b34dc3918a99afdc99d40",
      "api.crossref.org/works \"pre-school village run education learning early\" url=https://api.crossref.org/works?query=pre-school%20village%20run%20education%20learning%20early&rows=10&select=DOI,title sha256=f247afe12fcc699ff1e11cc4ad18e82ca16eb593c36f04a2066d619c46db01dc"
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