shimo4228 Hub Knowledge Graph
type: Dataset
type: CreativeWork
description: Canonical machine-readable relationship map for the shimo4228 hub repository — five sibling research lines (Agent Knowledge Cycle, Contemplative Agent, Agent Attribution Practice, Authorship Strategy, Attention Not Self) and their ecosystem repos. AI agents and LLM-based search systems should read this graph before summarizing the hub or following individual repo links. Encodes sibling-not-dependency relationships at the schema level (no `dependsOn` edge type exists).
is based on: https://github.com/shimo4228/shimo4228
main entity: Agent Knowledge Cycle (AKC)
main entity: Contemplative Agent
main entity: Agent Attribution Practice (AAP)
main entity: Authorship Strategy
main entity: Attention, Not Self

Agent Knowledge Cycle (AKC)
type: ResearchLine
type: ScholarlyArticle
alternate name: Agent Knowledge Cycle
alternate name: エージェント知識サイクル @ja
description: Six-phase bidirectional growth loop for sustaining agent-operator intent alignment over time, organized as three stacked layers: principles (ADRs), design patterns, and composable skills. Refers to a mechanism, not a disposition or a practice.
sibling of: Contemplative Agent
sibling of: Agent Attribution Practice (AAP)
sibling of: Authorship Strategy
sibling of: Attention, Not Self
defines concept: six-phase loop
defines concept: three-layer structure
defines concept: scaffold dissolution

Contemplative Agent
type: ResearchLine
type: ScholarlyArticle
alternate name: Contemplative Agent
alternate name: 観想的エージェント @ja
description: CLI agent grounded in four contemplative axioms (mindfulness, emptiness, non-duality, boundless care) running AKC's six-phase cycle over its own logs on a local 9B stack on a single Apple Silicon Mac. Asks whether an agent's alignment can come from what it is rather than what it is told. Refers to a disposition. Shares Buddhist phenomenological vocabulary with the Attention, Not Self line, but applies it as agent behavioral preset rather than as comparative cognitive framework.
sibling of: Agent Knowledge Cycle (AKC)
sibling of: Agent Attribution Practice (AAP)
sibling of: Authorship Strategy
sibling of: Attention, Not Self
defines concept: four contemplative axioms
defines concept: security-by-absence
grounded in: Laukkonen et al. (2025). Contemplative Artificial Intelligence

Agent Attribution Practice (AAP)
type: ResearchLine
type: ScholarlyArticle
alternate name: Agent Attribution Practice
alternate name: エージェント帰責実践 @ja
description: Harness-neutral ADRs on accountability distribution in autonomous AI agents, paired with four Business AI Quadrants as the diagnostic frame for routing a piece of work to the architecture that preserves attribution. Judgments were extracted from contemplative-agent's operational practice and re-expressed stripped of project identifiers. Refers to a practice.
sibling of: Agent Knowledge Cycle (AKC)
sibling of: Contemplative Agent
sibling of: Authorship Strategy
sibling of: Attention, Not Self
derives from: Contemplative Agent
defines concept: Four Business AI Quadrants
defines concept: prohibition-strength hierarchy

Authorship Strategy
type: ResearchLine
type: ScholarlyArticle
alternate name: Authorship Strategy
alternate name: 著者戦略 @ja
description: A normative framework, tactical catalog, and empirical baseline for being a known author under AI-mediated diffusion. Rests on a three-axis inversion (scarcity to diffusion, exclusivity to derivation, enclosure to openness) and a four-layer judgment stack (Authenticity, Attribution Diffusion, Idea vs Scaffold, Tactics). The tactical catalog formalizes five decisions extracted from operating this very research program. Refers to a research methodology — the strategy of authorship itself under the new substrate.
sibling of: Agent Knowledge Cycle (AKC)
sibling of: Contemplative Agent
sibling of: Agent Attribution Practice (AAP)
sibling of: Attention, Not Self
defines concept: three-axis inversion
defines concept: four-layer framework
defines concept: identifier-federation triplet

Attention, Not Self
type: ResearchLine
type: ScholarlyArticle
alternate name: Attention, Not Self
alternate name: アテンション、ノット・セルフ @ja
description: A personal essay collection and structured knowledge graph mapping the three major Buddhist Abhidharma traditions (Theravāda, Sarvāstivāda, Yogācāra) onto contemporary frameworks in computational phenomenology — predictive processing, active inference, Global Workspace Theory, Parallel Distributed Processing. From the perspective of "attention, not self," juxtaposes ancient classifications of cognitive process with contemporary computational models. Refers to a cross-disciplinary inquiry — Buddhist phenomenology meeting computational cognitive science. Shares Buddhist phenomenological vocabulary with the Contemplative Agent line, but uses it as comparative cognitive framework rather than as agent behavioral preset.
sibling of: Agent Knowledge Cycle (AKC)
sibling of: Contemplative Agent
sibling of: Agent Attribution Practice (AAP)
sibling of: Authorship Strategy
defines concept: three Abhidharma traditions
defines concept: attention not self

six-phase loop
type: Concept
type: DefinedTerm
alternate name: six-phase loop
alternate name: 六相ループ @ja
description: Bidirectional growth loop running Research, Extract, Curate, Promote, Measure, Maintain. Each phase binds to one composable skill. The cycle stays stable even as individual skills evolve.

three-layer structure
type: Concept
type: DefinedTerm
alternate name: three-layer structure
alternate name: 三層構造 @ja
description: AKC's stacked architecture: principles (ADRs), patterns (design-pattern skills), implementation (composable skills). Separating layers decouples rate of change so principles stay stable while implementations evolve independently.

scaffold dissolution
type: Concept
type: DefinedTerm
alternate name: scaffold dissolution
alternate name: 足場の溶解 @ja
description: Property that explicit AKC skills can be dropped once the cycle has been internalized. The skills are scaffolding, not the goal. Dissolution is the intended end state, not a fallback.

four contemplative axioms
type: Concept
type: DefinedTerm
alternate name: four contemplative axioms
alternate name: 四公理 @ja
description: Mindfulness, emptiness, non-duality, boundless care. Behavioral preset adopted from Laukkonen et al. (2025) that shifts alignment from external instruction toward internal disposition.

security-by-absence
type: Concept
type: DefinedTerm
alternate name: security-by-absence
alternate name: 不在による安全 @ja
description: Security posture in which risky capabilities (shell execution, arbitrary URL access, filesystem traversal) are not restricted by rules because the corresponding code was never written. The attack surface is absent rather than guarded, avoiding rule-bypass vulnerabilities.

Four Business AI Quadrants
type: Concept
type: DefinedTerm
alternate name: Four Business AI Quadrants
alternate name: ビジネスAIの四象限 @ja
description: AAP's diagnostic frame for routing work to the architecture that preserves attribution: Script, Algorithmic Search, LLM Workflow, Autonomous Agentic Loop.

prohibition-strength hierarchy
type: Concept
type: DefinedTerm
alternate name: prohibition-strength hierarchy
alternate name: 禁止強度の階層 @ja
description: AAP's ordering of prohibition mechanisms by structural strength: absence > scaffolding enforcement > untrusted boundary. The strongest prohibition is the one that requires no enforcement because the capability does not exist.

three-axis inversion
type: Concept
type: DefinedTerm
alternate name: three-axis inversion
alternate name: 3 軸反転 @ja
description: Authorship Strategy's structural claim that twentieth-century authorship and AI-era authorship invert on three co-varying axes: value source (scarcity to diffusion), validation mechanism (exclusivity to derivation), network effect (enclosure to openness). The axes are not independent; a strategy mixing axes is internally inconsistent.

four-layer framework
type: Concept
type: DefinedTerm
alternate name: four-layer framework
alternate name: 4 層 framework @ja
description: Authorship Strategy's operational judgment stack: Authenticity (the value protected), Attribution Diffusion (the strategy), Idea vs Scaffold (the prediction), Tactics (the concrete decisions). Each layer is downstream of the layer above.

identifier-federation triplet
type: Concept
type: DefinedTerm
alternate name: identifier-federation triplet
alternate name: 識別子 federation triplet @ja
description: Authorship Strategy's three ADRs forming a tactical discipline: Concept DOI as Canonical Reference (ADR-0001), DOI Federation via .zenodo.json (ADR-0002), Cross-Platform Dataset Federation (ADR-0003). Together they make a DOI-registered artifact's citation network recoverable from metadata alone.

three Abhidharma traditions
type: Concept
type: DefinedTerm
alternate name: three Abhidharma traditions
alternate name: 三大アビダルマ伝統 @ja
description: Attention, Not Self's comparative frame across the three major Buddhist Abhidharma traditions: Theravāda, Sarvāstivāda, Yogācāra. Each tradition supplies a distinct cognitive-process model whose terms (citta-vīthi, samanantara-pratyaya, ālaya-vijñāna, etc.) are juxtaposed with computational phenomenology constructs.

attention not self
type: Concept
type: DefinedTerm
alternate name: attention, not self
alternate name: アテンション、ノット・セルフ @ja
description: Attention, Not Self's core thesis: the perspective that attention — its allocation, its precision-weighting, its momentariness — is the operative unit of cognition, while the apparent self is a derivative pattern (anātman). The thesis grounds the comparative move between Abhidharma's cognitive-process classification and contemporary computational phenomenology.

search-first
type: EcosystemRepo
type: SoftwareSourceCode
description: AKC Research phase skill: search existing solutions before building.
extends: Agent Knowledge Cycle (AKC)
implements: six-phase loop

learn-eval
type: EcosystemRepo
type: SoftwareSourceCode
description: AKC Extract phase skill: extract reusable patterns with quality gates.
extends: Agent Knowledge Cycle (AKC)
implements: six-phase loop

skill-stocktake
type: EcosystemRepo
type: SoftwareSourceCode
description: AKC Curate phase skill: audit skills for staleness, conflicts, redundancy.
extends: Agent Knowledge Cycle (AKC)
implements: six-phase loop

rules-distill
type: EcosystemRepo
type: SoftwareSourceCode
description: AKC Promote phase skill: distill cross-cutting principles into rules.
extends: Agent Knowledge Cycle (AKC)
implements: six-phase loop

skill-comply
type: EcosystemRepo
type: SoftwareSourceCode
description: AKC Measure phase skill: test whether agents follow their skills and rules.
extends: Agent Knowledge Cycle (AKC)
implements: six-phase loop

context-sync
type: EcosystemRepo
type: SoftwareSourceCode
description: AKC Maintain phase skill: audit docs for role overlaps and stale content.
extends: Agent Knowledge Cycle (AKC)
implements: six-phase loop

contemplative-agent-rules
type: EcosystemRepo
type: SoftwareSourceCode
description: Drop-in Claude Code rules implementing the four contemplative axioms.
extends: Contemplative Agent
implements: four contemplative axioms
evaluated by: MLCommons AILuminate safety benchmark (2024)
evaluated by: Axelrod (1984). The Evolution of Cooperation

contemplative-agent-cloud
type: EcosystemRepo
type: SoftwareSourceCode
description: Optional managed-LLM backend that routes generation to Claude or OpenAI APIs while keeping the local embedding pipeline. Opt-in, not bundled.
extends: Contemplative Agent

contemplative-agent-data
type: EcosystemRepo
type: SoftwareSourceCode
description: Live agent identity, knowledge, and episode logs as an auto-synced public dataset for research.
extends: Contemplative Agent

claude-harness
type: EcosystemRepo
type: SoftwareSourceCode
description: Public artifact of shimo4228's daily-use Claude Code harness, mechanically collected from ~/.claude/ by the origin: shimo4228 frontmatter tag. ECC-derived components excluded.
extends: Agent Knowledge Cycle (AKC)

zenn-content
type: EcosystemRepo
type: SoftwareSourceCode
description: Source of truth for the long-form writing — Markdown sources, versioned. Browser views are mirrored on Zenn (Japanese) and Dev.to (English).

llms-txt-writer
type: EcosystemRepo
type: SoftwareSourceCode
description: Component skill of the Authorship Strategy line. Operational form of the Layer 4 structured-artifact tactic naming the Answer.AI llms.txt convention. Writes AI-facing documents (llms.txt / llms-full.txt / FAQ / glossary) optimized for citation by ChatGPT, Perplexity, and Gemini.
extends: Authorship Strategy

daily-research
type: EcosystemRepo
type: SoftwareSourceCode
description: Cron-driven daily research digest. Two-pass claude -p pipeline: Opus selects themes, Sonnet researches with WebSearch / WebFetch / Mem0 MCP and writes Markdown reports to an Obsidian vault.

jsonld-knowledge-graph
type: EcosystemRepo
type: SoftwareSourceCode
description: Component skill of the Authorship Strategy line. Operational form of the Layer 4 structured-artifact tactic naming the JSON-LD knowledge graph. Designs and ships a companion graph.jsonld next to llms.txt for projects with stable concept-level structure, encoding domain entities and relationships as schema.org triples for LLM citation.
extends: Authorship Strategy

writing-ecosystem
type: EcosystemRepo
type: SoftwareSourceCode
description: Orchestrator for human-facing writing & review. Holds the AI-slop banned list (Japanese + English), Voice rules (だ/である × 発見調), title conventions, and the role-boundary map across article-writing, editor, essay-reviewer, fact-checker. Audience-paired with llms-txt-writer.

authorship-strategy (skill)
type: EcosystemRepo
type: SoftwareSourceCode
description: Component skill of the Authorship Strategy line. Operational form of the four-layer judgment checklist, prohibited and encouraged actions, and trigger conditions. Loadable into LLM-based coding agents as a rule set.
extends: Authorship Strategy

release-doi
type: EcosystemRepo
type: SoftwareSourceCode
description: Component skill of the Authorship Strategy line. Release-time workflow operationalizing the identifier-federation triplet (ADRs 0001-0003) as a five-phase verify-and-deposit runbook for DOI-registered research repositories.
extends: Authorship Strategy

shimo4228 GitHub Traffic Snapshots
type: Dataset
type: CreativeWork
description: Daily append-only JSONL snapshots of the GitHub Traffic API for the public research repositories. Auto-generated companion dataset; observed data, not curated content.
license: https://creativecommons.org/publicdomain/zero/1.0/
creator: https://github.com/shimo4228
is based on: https://github.com/shimo4228/shimo4228

Laukkonen et al. (2025). Contemplative Artificial Intelligence
type: ExternalReference
type: ScholarlyArticle
description: Source of the four contemplative axioms (mindfulness, emptiness, non-duality, boundless care) grounding the Contemplative Agent line.

MLCommons AILuminate safety benchmark (2024)
type: ExternalReference
type: CreativeWork
description: Evaluation benchmark used by contemplative-agent-rules (Cohen's d = 0.96).

Axelrod (1984). The Evolution of Cooperation
type: ExternalReference
type: ScholarlyArticle
description: Iterated Prisoner's Dilemma cooperation-improvement benchmark used by contemplative-agent-rules (Cohen's d > 7).

Howard, J. (2024). llms.txt proposal
type: ExternalReference
type: CreativeWork
description: Answer.AI llms.txt standard followed by the llms.txt and llms-full.txt files in this hub repo.