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kyufy-jp / kyufy_core

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A mountable Rails engine for Japanese public-benefit eligibility (給付金・補助金・助成金・手当・控除). Verdicts (該当／非該当／要確認) are RULE-DERIVED and identical with or without an LLM — retrieval supplies the 要綱 excerpt as evidence, never as input to the verdict.

ruby rails ruby-gem rubygems rails-engine japanese postgresql japan embeddings civic-tech eligibility govtech rag public-benefits social-welfare llm anthropic pgvector
  • Updated Aug 23, 2026
  • Ruby

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