| --- |
| license: cc-by-4.0 |
| language: |
| - en |
| - ja |
| tags: |
| - research-program |
| - sibling-projects |
| - federation |
| - knowledge-graph |
| - linked-data |
| - json-ld |
| - ai-agent |
| - ai-research |
| - ai-architecture |
| - agent-knowledge-cycle |
| - contemplative-ai |
| - agent-accountability |
| - authorship-strategy |
| - attention-not-self |
| - computational-phenomenology |
| - ecosystem-index |
| pretty_name: shimo4228 Research Program Hub — Knowledge Graph |
| size_categories: |
| - n<1K |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: graph.jsonl |
| --- |
| |
| # shimo4228 Research Program Hub — Knowledge Graph |
|
|
| 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. |
|
|
| ## What this dataset is |
|
|
| This dataset is a **mirror** of the `graph.jsonld` file at the root of the shimo4228 hub GitHub repository (`shimo4228/shimo4228` — GitHub's user-profile repo, repurposed as a research program hub). It is provided here as the **federation entry point** for crawlers and LLM training pipelines: from this graph, every sibling line and ecosystem repo can be discovered via `siblingOf`, `derivesFrom`, and `mainEntity` edges. |
|
|
| 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. |
|
|
| - **Primary canonical source**: <https://github.com/shimo4228/shimo4228> |
| - **Sibling lines** (cited via concept DOI in the graph): |
| - **Agent-design lines** (three): |
| - Agent Knowledge Cycle (AKC): [10.5281/zenodo.19200726](https://doi.org/10.5281/zenodo.19200726) |
| - Contemplative Agent: [10.5281/zenodo.19212118](https://doi.org/10.5281/zenodo.19212118) |
| - Agent Attribution Practice (AAP): [10.5281/zenodo.19652013](https://doi.org/10.5281/zenodo.19652013) |
| - **Cross-cutting lines** (two): |
| - Authorship Strategy: [10.5281/zenodo.20263316](https://doi.org/10.5281/zenodo.20263316) |
| - Attention, Not Self: [10.5281/zenodo.20262112](https://doi.org/10.5281/zenodo.20262112) |
| - **License**: CC BY 4.0 |
| - **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. |
|
|
| ## Files |
|
|
| | File | Purpose | |
| |---|---| |
| | `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. | |
| | `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. | |
|
|
| The two files contain identical data. `graph.jsonl` is generated mechanically from `graph.jsonld` via: |
|
|
| ```bash |
| jq -c '.["@graph"][]' graph.jsonld > graph.jsonl |
| ``` |
|
|
| ## What the graph encodes |
|
|
| A federation index across five sibling research lines and their ecosystem repos: |
|
|
| - **Five sibling research lines, in two clusters**: |
| - *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). |
| - *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). |
| - Each line is encoded with concept DOI, sibling links, and a one-paragraph description. |
| - **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`. |
| - **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. |
| - **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. |
|
|
| ## Why JSON-LD |
|
|
| Each node carries a stable URI in the `https://shimo4228.github.io/shimo4228/vocab#...` namespace, hosted from the same hub repo as a GitHub Pages vocabulary. This makes the hub URI namespace the global identifier authority for the research program's concepts. The graph is designed to be consumed by: |
|
|
| - LLM citation infrastructure (training pipelines that want one entry point and can hop to siblings) |
| - Knowledge-graph crawlers that prefer Linked Data federation patterns over per-repo silos |
| - Tools that render the sibling-line federation as a navigable concept map |
|
|
| ## Why a "hub" at all |
|
|
| 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. |
|
|
| 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. |
|
|
| ## Sibling datasets (on Hugging Face) |
|
|
| | Sibling | Cluster | Hugging Face dataset | Role | |
| |---|---|---|---| |
| | Agent Knowledge Cycle | agent-design | [Shimo4228/agent-knowledge-cycle](https://huggingface.co/datasets/Shimo4228/agent-knowledge-cycle) | Mechanism — six-phase bidirectional growth loop | |
| | Contemplative Agent | agent-design | [Shimo4228/contemplative-agent](https://huggingface.co/datasets/Shimo4228/contemplative-agent) | Reference implementation — four axioms + memory dynamics | |
| | 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 | |
| | 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 | |
| | 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 | |
|
|
| ## Citation |
|
|
| 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: |
|
|
| ```bibtex |
| @software{shimomoto_akc_2026, |
| author = {Shimomoto, Tatsuya}, |
| title = {Agent Knowledge Cycle (AKC)}, |
| doi = {10.5281/zenodo.19200726}, |
| url = {https://github.com/shimo4228/agent-knowledge-cycle}, |
| orcid = {0009-0002-6168-4162} |
| } |
| |
| @software{shimomoto_contemplative_2026, |
| author = {Shimomoto, Tatsuya}, |
| title = {Contemplative Agent}, |
| doi = {10.5281/zenodo.19212118}, |
| url = {https://github.com/shimo4228/contemplative-agent}, |
| orcid = {0009-0002-6168-4162} |
| } |
| |
| @software{shimomoto_aap_2026, |
| author = {Shimomoto, Tatsuya}, |
| title = {Agent Attribution Practice (AAP)}, |
| doi = {10.5281/zenodo.19652013}, |
| url = {https://github.com/shimo4228/agent-attribution-practice}, |
| orcid = {0009-0002-6168-4162} |
| } |
| |
| @software{shimomoto_authorship_strategy_2026, |
| author = {Shimomoto, Tatsuya}, |
| title = {Authorship Strategy: A Normative Framework and Tactical |
| Catalog for AI-Era Authenticity Inversion, with |
| Empirical Grounding from a Four-Repository Research |
| Ecosystem}, |
| doi = {10.5281/zenodo.20263316}, |
| url = {https://github.com/shimo4228/authorship-strategy}, |
| orcid = {0009-0002-6168-4162} |
| } |
| |
| @misc{shimomoto_attention_not_self_2026, |
| author = {Shimomoto, Tatsuya}, |
| title = {Attention, Not Self: Buddhist Abhidharma Meets |
| Computational Phenomenology}, |
| doi = {10.5281/zenodo.20262112}, |
| url = {https://github.com/shimo4228/attention-not-self}, |
| orcid = {0009-0002-6168-4162} |
| } |
| ``` |
|
|
| ## License |
|
|
| [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). Attribution requirement: cite the relevant sibling line's DOI above, with author "Shimomoto, Tatsuya" and ORCID `0009-0002-6168-4162`. |
|
|
