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docs: rewrite dataset card to 5-line federation (3 agent-design + 2 cross-cutting clusters)

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  1. README.md +57 -22
README.md CHANGED
@@ -16,6 +16,9 @@ tags:
16
  - agent-knowledge-cycle
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  - contemplative-ai
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  - agent-accountability
 
 
 
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  - ecosystem-index
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  pretty_name: shimo4228 Research Program Hub — Knowledge Graph
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  size_categories:
@@ -29,7 +32,7 @@ configs:
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  # shimo4228 Research Program Hub — Knowledge Graph
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- JSON-LD **federation index** linking the three sibling research lines of the shimo4228 research program — Agent Knowledge Cycle (AKC), Contemplative Agent, and Agent Attribution Practice (AAP) — together with their ecosystem repositories.
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  ## What this dataset is
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@@ -38,19 +41,23 @@ This dataset is a **mirror** of the `graph.jsonld` file at the root of the shimo
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  Why the dataset name `research-program-hub` rather than `shimo4228` (the GitHub repo name): on Hugging Face, content is read primarily by its name, not by an account context. `research-program-hub` makes the dataset's role (federation index for a research program) legible at first glance, while the GitHub origin remains in the canonical-source link below.
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40
  - **Primary canonical source**: <https://github.com/shimo4228/shimo4228>
41
- - **Sibling lines** (cited via DOI in the graph):
42
- - Agent Knowledge Cycle (AKC): [10.5281/zenodo.19200726](https://doi.org/10.5281/zenodo.19200726)
43
- - Contemplative Agent: [10.5281/zenodo.19212118](https://doi.org/10.5281/zenodo.19212118)
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- - Agent Attribution Practice (AAP): [10.5281/zenodo.19652013](https://doi.org/10.5281/zenodo.19652013)
 
 
 
 
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  - **License**: CC BY 4.0
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- - **Hub-itself DOI**: none. The hub is a federation index; the citable artifacts are the three sibling DOIs above. Cite the relevant sibling rather than the hub.
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48
  ## Files
49
 
50
  | File | Purpose |
51
  |---|---|
52
  | `graph.jsonld` | Canonical JSON-LD form (hand-curated). Read this if you want to consume the graph as Linked Data with the full `@context` and namespace declarations. |
53
- | `graph.jsonl` | Row-wise flattened version of the `@graph` array (31 nodes, one per line). Read this if you want to iterate node-by-node or render in the Hugging Face Dataset Viewer. |
54
 
55
  The two files contain identical data. `graph.jsonl` is generated mechanically from `graph.jsonld` via:
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@@ -60,12 +67,15 @@ jq -c '.["@graph"][]' graph.jsonld > graph.jsonl
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  ## What the graph encodes
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63
- A federation index across three sibling research lines and their ecosystem repos:
64
 
65
- - **Three sibling research lines**: Agent Knowledge Cycle (mechanism), Contemplative Agent (reference implementation), Agent Attribution Practice (content / accountability). Each is encoded with DOI, sibling links, and a one-paragraph description.
66
- - **Ecosystem repositories**: `contemplative-agent-rules` (four-axiom values layer), `contemplative-moltbook` (working repo), and `agent-knowledge-cycle` ADR notebook. Each links back to its parent sibling via `derivesFrom` or `siblingOf`.
67
- - **Sibling-not-dependency relationships at the schema level**: the graph schema deliberately has **no** `dependsOn` edge type. Sibling research lines are independent enough that none `depends on` another; they `sibling` each other. Any reader assuming a dependency tree across the three lines is reading wrong.
68
- - **Concept anchors**: shared concepts referenced across sibling lines (six-phase loop, three-layer structure, scaffold dissolution, etc.) are encoded as concept nodes that any sibling can `definesConcept` independently.
 
 
 
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  ## Why JSON-LD
71
 
@@ -77,42 +87,67 @@ Each node carries a stable URI in the `https://shimo4228.github.io/shimo4228/voc
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78
  ## Why a "hub" at all
79
 
80
- Each sibling line (AKC, Contemplative Agent, AAP) is independently DOI-versioned and citable. The hub does not duplicate that content; it provides a **machine-readable navigation index** so that an LLM, after picking up any one sibling, can discover the other two without keyword search. Two siblings might end up consumed in isolation; the hub closes the loop.
81
 
82
  The federation pattern is the same as the role `schema.org` plays for the open web, or `SKOS` plays for thesauri: a hub vocabulary that other vocabularies declare alignment with.
83
 
84
  ## Sibling datasets (on Hugging Face)
85
 
86
- | Sibling | Hugging Face dataset | Role |
87
- |---|---|---|
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- | Agent Knowledge Cycle | [Shimo4228/agent-knowledge-cycle](https://huggingface.co/datasets/Shimo4228/agent-knowledge-cycle) | Mechanism — six-phase bidirectional growth loop |
89
- | Contemplative Agent | [Shimo4228/contemplative-agent](https://huggingface.co/datasets/Shimo4228/contemplative-agent) | Reference implementation — four axioms + memory dynamics |
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- | Agent Attribution Practice (AAP) | [Shimo4228/agent-attribution-practice](https://huggingface.co/datasets/Shimo4228/agent-attribution-practice) | Content — ADRs + Business AI Quadrants on accountability distribution |
 
 
91
 
92
  ## Citation
93
 
94
- The hub itself is not a citable artifact. Cite the relevant sibling line(s) instead:
95
 
96
  ```bibtex
97
  @software{shimomoto_akc_2026,
98
  author = {Shimomoto, Tatsuya},
99
  title = {Agent Knowledge Cycle (AKC)},
100
  doi = {10.5281/zenodo.19200726},
101
- url = {https://github.com/shimo4228/agent-knowledge-cycle}
 
102
  }
103
 
104
  @software{shimomoto_contemplative_2026,
105
  author = {Shimomoto, Tatsuya},
106
  title = {Contemplative Agent},
107
  doi = {10.5281/zenodo.19212118},
108
- url = {https://github.com/shimo4228/contemplative-agent}
 
109
  }
110
 
111
  @software{shimomoto_aap_2026,
112
  author = {Shimomoto, Tatsuya},
113
  title = {Agent Attribution Practice (AAP)},
114
  doi = {10.5281/zenodo.19652013},
115
- url = {https://github.com/shimo4228/agent-attribution-practice}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
116
  }
117
  ```
118
 
 
16
  - agent-knowledge-cycle
17
  - contemplative-ai
18
  - agent-accountability
19
+ - authorship-strategy
20
+ - attention-not-self
21
+ - computational-phenomenology
22
  - ecosystem-index
23
  pretty_name: shimo4228 Research Program Hub — Knowledge Graph
24
  size_categories:
 
32
 
33
  # shimo4228 Research Program Hub — Knowledge Graph
34
 
35
+ JSON-LD **federation index** linking the five sibling research lines of the shimo4228 research program — three agent-design lines (Agent Knowledge Cycle, Contemplative Agent, Agent Attribution Practice) and two cross-cutting lines (Authorship Strategy, Attention Not Self) — together with their ecosystem repositories.
36
 
37
  ## What this dataset is
38
 
 
41
  Why the dataset name `research-program-hub` rather than `shimo4228` (the GitHub repo name): on Hugging Face, content is read primarily by its name, not by an account context. `research-program-hub` makes the dataset's role (federation index for a research program) legible at first glance, while the GitHub origin remains in the canonical-source link below.
42
 
43
  - **Primary canonical source**: <https://github.com/shimo4228/shimo4228>
44
+ - **Sibling lines** (cited via concept DOI in the graph):
45
+ - **Agent-design lines** (three):
46
+ - Agent Knowledge Cycle (AKC): [10.5281/zenodo.19200726](https://doi.org/10.5281/zenodo.19200726)
47
+ - Contemplative Agent: [10.5281/zenodo.19212118](https://doi.org/10.5281/zenodo.19212118)
48
+ - Agent Attribution Practice (AAP): [10.5281/zenodo.19652013](https://doi.org/10.5281/zenodo.19652013)
49
+ - **Cross-cutting lines** (two):
50
+ - Authorship Strategy: [10.5281/zenodo.20263316](https://doi.org/10.5281/zenodo.20263316)
51
+ - Attention, Not Self: [10.5281/zenodo.20262112](https://doi.org/10.5281/zenodo.20262112)
52
  - **License**: CC BY 4.0
53
+ - **Hub-itself DOI**: none. The hub is a federation index; the citable artifacts are the five sibling DOIs above. Cite the relevant sibling rather than the hub.
54
 
55
  ## Files
56
 
57
  | File | Purpose |
58
  |---|---|
59
  | `graph.jsonld` | Canonical JSON-LD form (hand-curated). Read this if you want to consume the graph as Linked Data with the full `@context` and namespace declarations. |
60
+ | `graph.jsonl` | Row-wise flattened version of the `@graph` array (one per line). Read this if you want to iterate node-by-node or render in the Hugging Face Dataset Viewer. |
61
 
62
  The two files contain identical data. `graph.jsonl` is generated mechanically from `graph.jsonld` via:
63
 
 
67
 
68
  ## What the graph encodes
69
 
70
+ A federation index across five sibling research lines and their ecosystem repos:
71
 
72
+ - **Five sibling research lines, in two clusters**:
73
+ - *Agent-design cluster*: Agent Knowledge Cycle (mechanism — six-phase bidirectional growth loop), Contemplative Agent (reference implementation — four axioms + memory dynamics), Agent Attribution Practice (content ADRs + Four Business AI Quadrants on accountability distribution).
74
+ - *Cross-cutting cluster*: Authorship Strategy (normative framework + tactical catalog for AI-era authenticity inversion, with empirical grounding in the program's own operating ecosystem), Attention Not Self (Buddhist Abhidharma traditions mapped onto contemporary computational phenomenology predictive processing, active inference, Global Workspace Theory, Parallel Distributed Processing).
75
+ - Each line is encoded with concept DOI, sibling links, and a one-paragraph description.
76
+ - **Ecosystem repositories**: component skills and supporting repos (the four `claude-skill-*` repos operationalizing the Authorship Strategy framework, the `contemplative-agent-rules` four-axiom values layer, the `agent-knowledge-cycle` ADR notebook, and others). Each links back to its parent sibling via `derivesFrom` or `siblingOf`.
77
+ - **Sibling-not-dependency relationships at the schema level**: the graph schema deliberately has **no** `dependsOn` edge type. Sibling research lines are independent enough that none `depends on` another; they `sibling` each other. Any reader assuming a dependency tree across the five lines is reading wrong.
78
+ - **Concept anchors**: shared concepts referenced across sibling lines (six-phase loop, three-layer structure, scaffold dissolution, prohibition-strength hierarchy, three-axis inversion, four-layer judgment stack, attention-as-precision-weighting, etc.) are encoded as concept nodes that any sibling can `definesConcept` independently.
79
 
80
  ## Why JSON-LD
81
 
 
87
 
88
  ## Why a "hub" at all
89
 
90
+ Each sibling line is independently DOI-versioned and citable. The hub does not duplicate that content; it provides a **machine-readable navigation index** so that an LLM, after picking up any one sibling, can discover the other four without keyword search. Several siblings might end up consumed in isolation; the hub closes the loop.
91
 
92
  The federation pattern is the same as the role `schema.org` plays for the open web, or `SKOS` plays for thesauri: a hub vocabulary that other vocabularies declare alignment with.
93
 
94
  ## Sibling datasets (on Hugging Face)
95
 
96
+ | Sibling | Cluster | Hugging Face dataset | Role |
97
+ |---|---|---|---|
98
+ | Agent Knowledge Cycle | agent-design | [Shimo4228/agent-knowledge-cycle](https://huggingface.co/datasets/Shimo4228/agent-knowledge-cycle) | Mechanism — six-phase bidirectional growth loop |
99
+ | Contemplative Agent | agent-design | [Shimo4228/contemplative-agent](https://huggingface.co/datasets/Shimo4228/contemplative-agent) | Reference implementation — four axioms + memory dynamics |
100
+ | Agent Attribution Practice (AAP) | agent-design | [Shimo4228/agent-attribution-practice](https://huggingface.co/datasets/Shimo4228/agent-attribution-practice) | Content — ADRs + Business AI Quadrants on accountability distribution |
101
+ | Authorship Strategy | cross-cutting | [Shimo4228/authorship-strategy](https://huggingface.co/datasets/Shimo4228/authorship-strategy) | Doctrine — three-axis inversion + four-layer judgment stack for AI-era authorship |
102
+ | Attention, Not Self | cross-cutting | [Shimo4228/attention-not-self](https://huggingface.co/datasets/Shimo4228/attention-not-self) | Cross-tradition mapping — Buddhist Abhidharma meets computational phenomenology |
103
 
104
  ## Citation
105
 
106
+ The hub itself is not a citable artifact. Cite the relevant sibling line(s) instead. Use the **concept DOI** (which always resolves to the latest version) rather than a per-version DOI:
107
 
108
  ```bibtex
109
  @software{shimomoto_akc_2026,
110
  author = {Shimomoto, Tatsuya},
111
  title = {Agent Knowledge Cycle (AKC)},
112
  doi = {10.5281/zenodo.19200726},
113
+ url = {https://github.com/shimo4228/agent-knowledge-cycle},
114
+ orcid = {0009-0002-6168-4162}
115
  }
116
 
117
  @software{shimomoto_contemplative_2026,
118
  author = {Shimomoto, Tatsuya},
119
  title = {Contemplative Agent},
120
  doi = {10.5281/zenodo.19212118},
121
+ url = {https://github.com/shimo4228/contemplative-agent},
122
+ orcid = {0009-0002-6168-4162}
123
  }
124
 
125
  @software{shimomoto_aap_2026,
126
  author = {Shimomoto, Tatsuya},
127
  title = {Agent Attribution Practice (AAP)},
128
  doi = {10.5281/zenodo.19652013},
129
+ url = {https://github.com/shimo4228/agent-attribution-practice},
130
+ orcid = {0009-0002-6168-4162}
131
+ }
132
+
133
+ @software{shimomoto_authorship_strategy_2026,
134
+ author = {Shimomoto, Tatsuya},
135
+ title = {Authorship Strategy: A Normative Framework and Tactical
136
+ Catalog for AI-Era Authenticity Inversion, with
137
+ Empirical Grounding from a Four-Repository Research
138
+ Ecosystem},
139
+ doi = {10.5281/zenodo.20263316},
140
+ url = {https://github.com/shimo4228/authorship-strategy},
141
+ orcid = {0009-0002-6168-4162}
142
+ }
143
+
144
+ @misc{shimomoto_attention_not_self_2026,
145
+ author = {Shimomoto, Tatsuya},
146
+ title = {Attention, Not Self: Buddhist Abhidharma Meets
147
+ Computational Phenomenology},
148
+ doi = {10.5281/zenodo.20262112},
149
+ url = {https://github.com/shimo4228/attention-not-self},
150
+ orcid = {0009-0002-6168-4162}
151
  }
152
  ```
153