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Add sibling HF datasets section + fix AKC concept DOI typo (19200727 -> 19200726)

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@@ -87,10 +87,19 @@ Specific implementations rotate out as tooling changes. What persists across imp
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  | Repository | DOI | Role |
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  |---|---|---|
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  | [agent-attribution-practice](https://github.com/shimo4228/agent-attribution-practice) | [10.5281/zenodo.19652013](https://doi.org/10.5281/zenodo.19652013) | This dataset's source; ADRs + Quadrants on accountability distribution |
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- | [agent-knowledge-cycle](https://github.com/shimo4228/agent-knowledge-cycle) | [10.5281/zenodo.19200727](https://doi.org/10.5281/zenodo.19200727) | Mechanism-side sibling; how knowledge flows through an agent system |
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  | [contemplative-agent](https://github.com/shimo4228/contemplative-agent) | [10.5281/zenodo.19212118](https://doi.org/10.5281/zenodo.19212118) | Reference implementation from which AAP's harness-neutral judgments were extracted |
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  | [contemplative-agent-rules](https://github.com/shimo4228/contemplative-agent-rules) | — | Four-axiom values layer; sibling on the contemplative side |
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  ## Citation
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  ```bibtex
 
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  | Repository | DOI | Role |
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  |---|---|---|
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  | [agent-attribution-practice](https://github.com/shimo4228/agent-attribution-practice) | [10.5281/zenodo.19652013](https://doi.org/10.5281/zenodo.19652013) | This dataset's source; ADRs + Quadrants on accountability distribution |
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+ | [agent-knowledge-cycle](https://github.com/shimo4228/agent-knowledge-cycle) | [10.5281/zenodo.19200726](https://doi.org/10.5281/zenodo.19200726) | Mechanism-side sibling; how knowledge flows through an agent system |
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  | [contemplative-agent](https://github.com/shimo4228/contemplative-agent) | [10.5281/zenodo.19212118](https://doi.org/10.5281/zenodo.19212118) | Reference implementation from which AAP's harness-neutral judgments were extracted |
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  | [contemplative-agent-rules](https://github.com/shimo4228/contemplative-agent-rules) | — | Four-axiom values layer; sibling on the contemplative side |
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+ ## Sibling datasets (on Hugging Face)
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+ | Dataset | Role |
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+ |---|---|
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+ | **[Shimo4228/agent-attribution-practice](https://huggingface.co/datasets/Shimo4228/agent-attribution-practice)** | **This dataset** — content; ADRs + Business AI Quadrants on accountability distribution |
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+ | [Shimo4228/agent-knowledge-cycle](https://huggingface.co/datasets/Shimo4228/agent-knowledge-cycle) | Mechanism — six-phase bidirectional growth loop |
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+ | [Shimo4228/contemplative-agent](https://huggingface.co/datasets/Shimo4228/contemplative-agent) | Reference implementation — four axioms + memory dynamics; source of AAP's harness-neutral judgments |
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+ | [Shimo4228/research-program-hub](https://huggingface.co/datasets/Shimo4228/research-program-hub) | Federation index — entry point for crawlers; hops between sibling datasets via `siblingOf` / `derivesFrom` edges |
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  ## Citation
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  ```bibtex