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Agent Knowledge Cycle (AKC) — a knowledge cycle for AI agents that grows with the people who shape it. Six phases keep behavior aligned with operator intent as human attention becomes the scarce resource. ADRs, JSON schemas, dependency-free Python reference.
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).