A DOI-targeted Q&A corpus encoding the documented judgment of the shimo4228 research program (AKC, Contemplative Agent, AAP, Authorship Strategy) as bilingual (EN+JA) training data. Operational form of Authorship Strategy Layer 4 tactic 7 (LLM-first ingest).
japanese doi dataset cc0 huggingface-datasets instruction-tuning llm-training-data bilingual-corpus agent-knowledge-cycle authorship-strategy doctrine-corpus qa-corpus
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Updated
Jul 16, 2026 - Python