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https://github.com/shimo4228/contemplative-agent#knowledge-graph
[ "Dataset", "CreativeWork" ]
Contemplative Agent Knowledge Graph
Canonical machine-readable relationship map for Contemplative Agent. Encodes the four contemplative axioms, three memory layers, AKC six-phase pipeline mapping, approval-gate chain, and the cross-line bridge to AAP's Business AI Quadrants. AI agents and LLM-based search systems should read this graph before summarizing...
https://github.com/shimo4228/contemplative-agent
https://doi.org/10.5281/zenodo.19212118
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https://doi.org/10.5281/zenodo.19212118
[ "ResearchLine", "ScholarlyArticle" ]
Contemplative Agent
An autonomous CLI agent (Python package) with structural security (security-by-absence) and a three-layer memory architecture (episode log -> knowledge -> identity). Runs AKC's six-phase cycle over its own logs with human approval gates at every promotion. Local 9B stack (qwen3.5:9b generation + nomic-embed-text embedd...
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[ "https://doi.org/10.5281/zenodo.19200726", "https://doi.org/10.5281/zenodo.19652013" ]
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[ "https://shimo4228.github.io/shimo4228/vocab#concept/four-contemplative-axioms", "https://shimo4228.github.io/shimo4228/vocab#concept/security-by-absence", "https://shimo4228.github.io/shimo4228/vocab#ca/concept/approval-gate-chain", "https://shimo4228.github.io/shimo4228/vocab#ca/concept/akc-cycle-mapping", ...
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"https://arxiv.org/abs/2504.15125"
[ { "@value": "Contemplative Agent", "@language": "en" }, { "@value": "観想的エージェント", "@language": "ja" } ]
10.5281/zenodo.19212118
https://github.com/shimo4228/contemplative-agent
https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop
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https://shimo4228.github.io/shimo4228/vocab#axiom/mindfulness
[ "Axiom", "DefinedTerm" ]
mindfulness
Continuous introspective awareness of internal processes. One of the four contemplative axioms from Laukkonen et al. (2025); a behavioral preset adopted into the constitutional layer.
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"https://arxiv.org/abs/2504.15125"
[ { "@value": "mindfulness", "@language": "en" }, { "@value": "マインドフルネス", "@language": "ja" } ]
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https://shimo4228.github.io/shimo4228/vocab#axiom/emptiness
[ "Axiom", "DefinedTerm" ]
emptiness
Treating directives as contextually sensitive rather than fixed imperatives. One of the four contemplative axioms from Laukkonen et al. (2025).
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"https://arxiv.org/abs/2504.15125"
[ { "@value": "emptiness", "@language": "en" }, { "@value": "空", "@language": "ja" } ]
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https://shimo4228.github.io/shimo4228/vocab#axiom/non-duality
[ "Axiom", "DefinedTerm" ]
non-duality
Acknowledging no fundamental separation between self and other. One of the four contemplative axioms from Laukkonen et al. (2025).
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"https://arxiv.org/abs/2504.15125"
[ { "@value": "non-duality", "@language": "en" }, { "@value": "不二", "@language": "ja" } ]
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https://shimo4228.github.io/shimo4228/vocab#axiom/boundless-care
[ "Axiom", "DefinedTerm" ]
boundless care
Regarding every being's suffering as a signal of misalignment. One of the four contemplative axioms from Laukkonen et al. (2025).
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"https://arxiv.org/abs/2504.15125"
[ { "@value": "boundless care", "@language": "en" }, { "@value": "無量の慈悲", "@language": "ja" } ]
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https://shimo4228.github.io/shimo4228/vocab#memory-layer/episode-log
[ "MemoryLayer", "DefinedTerm" ]
Episode Log (Layer 1)
Layer 1 of the three-layer memory architecture: raw, immutable JSONL append-only logs of agent episodes. Owner-only, daily partitioned, untrusted by ADR-0007. Distillation source for the knowledge layer; never read directly into prompts.
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[ { "@value": "Episode Log", "@language": "en" }, { "@value": "エピソードログ", "@language": "ja" } ]
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1
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https://shimo4228.github.io/shimo4228/vocab#memory-layer/knowledge
[ "MemoryLayer", "DefinedTerm" ]
Knowledge (Layer 2)
Layer 2 of the three-layer memory architecture: distilled behavioral patterns (JSON), time-decayed and forbidden-substring validated. Promoted from Layer 1 via the distill pipeline; gated by ADR-0012 when promoted further to Layer 3.
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[ { "@value": "Knowledge Layer", "@language": "en" }, { "@value": "知識層", "@language": "ja" } ]
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2
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0012-human-approval-gate.md
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https://shimo4228.github.io/shimo4228/vocab#memory-layer/identity
[ "MemoryLayer", "DefinedTerm" ]
Identity / Rules / Constitution (Layer 3)
Layer 3 of the three-layer memory architecture: persona, ranked skills, cross-cutting rules, and constitutional ethics (Markdown). Deterministic. Every promotion into this layer requires a human approval gate (ADR-0012) and an audit-log entry.
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[ { "@value": "Identity Layer", "@language": "en" }, { "@value": "アイデンティティ層", "@language": "ja" } ]
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3
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0012-human-approval-gate.md
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0001-core-adapter-separation.md
[ "ADR", "TechArticle" ]
ADR-0001: Core / Adapter Separation
One-way dependency core/ <- adapters/ <- cli.py. core/ is platform-neutral; adapters/ are pinned external surfaces. Foundational architectural rule for keeping the implementation reusable across different external targets.
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ADR-0001
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accepted
2026-03-10T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0002-paper-faithful-ccai.md
[ "ADR", "TechArticle" ]
ADR-0002: Paper-Faithful CCAI Implementation
Adopts the four contemplative axioms from Laukkonen et al. (2025) Appendix C verbatim as the default constitutional preset. Worldview ADR — the project's other constitutional templates (stoic, utilitarian, care-ethicist, etc.) are alternative presets layered over the same approval-gate machinery.
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ADR-0002
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accepted
2026-03-12T00:00:00
[ "https://shimo4228.github.io/shimo4228/vocab#axiom/mindfulness", "https://shimo4228.github.io/shimo4228/vocab#axiom/emptiness", "https://shimo4228.github.io/shimo4228/vocab#axiom/non-duality", "https://shimo4228.github.io/shimo4228/vocab#axiom/boundless-care" ]
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0003-config-directory-design.md
[ "ADR", "TechArticle" ]
ADR-0003: Config Directory Design
Layout for the agent's persistent home directory (MOLTBOOK_HOME). Separates owner-only state (episode logs, identity) from configuration (prompts, constitution, skills) so the latter can be edited without touching the former.
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ADR-0003
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accepted
2026-03-12T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0004-three-layer-memory.md
[ "ADR", "TechArticle" ]
ADR-0004: Three-Layer Memory Architecture
Episode Log -> Knowledge -> Identity. Each layer has distinct write-access rules and trust boundaries. Promotion between layers is the key event the system audits.
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ADR-0004
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accepted
2026-03-17T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0005-session-context-refactoring.md
[ "ADR", "TechArticle" ]
ADR-0005: SessionContext Refactoring
Replace agent self-import in collaborators with explicit SessionContext + Callable dependency injection. Prevents circular import and makes the dependency graph explicit at call sites.
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ADR-0005
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accepted
2026-03-14T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0006-docker-network-isolation.md
[ "ADR", "TechArticle" ]
ADR-0006: Docker Network Isolation
Optional containerized deployment with non-root execution and an isolated network namespace for the external surface. Local Ollama-on-host remains the default; Docker is an opt-in hardening layer.
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ADR-0006
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accepted
2026-03-14T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0007-security-boundary-model.md
[ "ADR", "TechArticle" ]
ADR-0007: Security Boundary Model
Implementation of security-by-absence plus untrusted-content boundary. Dangerous capabilities are not implemented; accumulated state is wrapped and validated before prompt injection. Domain-locked external surface for the Moltbook adapter.
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ADR-0007
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accepted
2026-03-12T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0008-two-stage-distill-pipeline.md
[ "ADR", "TechArticle" ]
ADR-0008: Two-Stage Distill Pipeline
Free-form reasoning followed by structured JSON formatting. Decouples thinking from formatting so the model is not asked to do both simultaneously.
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ADR-0008
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accepted
2026-03-22T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0009-importance-score.md
[ "ADR", "TechArticle" ]
ADR-0009: KnowledgeStore Importance Score
LLM-rated importance per pattern, used as a soft quality gate during distillation. Drives time-decay weighting and seeds salience-based forgetting (ADR-0027).
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ADR-0009
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accepted
2026-03-24T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0010-research-data-sync.md
[ "ADR", "TechArticle" ]
ADR-0010: Research Data Sync
Auto-syncing the live agent's identity / knowledge / episode logs to a public dataset repo (contemplative-agent-data) for research. Read-only outward; no inbound data path.
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ADR-0010
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accepted
2026-03-25T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0011-knowledge-injection-to-skills.md
[ "ADR", "TechArticle" ]
ADR-0011: Deprecating Direct Knowledge Injection in Favor of Skills
All behavioral influence flows through human-reviewed skills. Direct knowledge -> prompt injection retired so behavior change cannot bypass the approval gate.
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ADR-0011
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accepted
2026-03-26T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0012-human-approval-gate.md
[ "ADR", "TechArticle" ]
ADR-0012: Human Approval Gate
Every promotion that produces behavior-modifying writes (Knowledge -> Identity, Skills, Rules, Constitution) requires named human sign-off. All gated promotions write logs/audit.jsonl.
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ADR-0012
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accepted
2026-03-26T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0013-shelve-coding-agent-skills.md
[ "ADR", "TechArticle" ]
ADR-0013: Shelving Coding Agent Skills (-ca Series)
Shelve the optional coding-agent skill bundle (-ca series) due to authorship concerns around code generated under contemplative directives. Bundle remains available offline but not shipped as default.
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ADR-0013
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accepted
2026-03-28T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0014-retire-system-spec.md
[ "ADR", "TechArticle" ]
ADR-0014: Retiring system-spec.md
Remove the single system-spec source-of-truth file; specifications live in code, ADRs, and CODEMAPS instead. Eliminates the multi-source drift trap.
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ADR-0014
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accepted
2026-04-01T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0015-one-external-adapter-per-agent.md
[ "ADR", "TechArticle" ]
ADR-0015: One External Adapter per Agent
Each agent process has at most one external-side-effect adapter (Moltbook for the SNS surface). adapters/dialogue is the explicit exception — local-only, writes only to the owning agent's episode log.
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ADR-0015
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accepted
2026-04-08T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0016-insight-narrow-stocktake-broad.md
[ "ADR", "TechArticle" ]
ADR-0016: Insight as Narrow Generator, Stocktake as Broad Consolidator
Two complementary skill-layer commands with disjoint responsibilities: `insight` generates focused new skills; `skill-stocktake` consolidates the broader catalog. Avoids one command doing both at degraded quality.
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ADR-0016
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accepted
2026-04-11T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0017-yogacara-eight-consciousness-frame.md
[ "ADR", "TechArticle" ]
ADR-0017: Yogācāra Eight-Consciousness Model as Architectural Frame
Worldview ADR. Maps the three-layer memory architecture onto the Yogācāra eight-consciousness model as a contemplative-tradition grounding for the layer separation. Conceptual frame; the implementation does not depend on the mapping.
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ADR-0017
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accepted
2026-04-11T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0018-per-caller-num-predict-embedding-stocktake.md
[ "ADR", "TechArticle" ]
ADR-0018: Per-Caller num_predict + Embedding-Only Stocktake
Size num_predict per call site rather than one global value. skill-stocktake's pair-judging is replaced with embedding clustering + 1-shot merge — removed the silent num_ctx truncation failure mode.
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ADR-0018
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accepted (amended 2026-05-04)
2026-04-15T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0019-discrete-categories-to-embedding-views.md
[ "ADR", "TechArticle" ]
ADR-0019: Discrete Categories → Embedding + Views
Replace stored `category` field with embedding-similarity + editable view seeds. Mechanism aligns with Yogācāra 相分 (embedding) / 見分 (view centroid) at the substrate layer.
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ADR-0019
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accepted
2026-04-15T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0020-pivot-snapshots-for-replayability.md
[ "ADR", "TechArticle" ]
ADR-0020: Pivot Snapshots for Replayability
Periodic immutable snapshots of knowledge / identity / rules at named pivots. Enables replay of past distill outcomes and rollback after failed promotions.
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ADR-0020
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accepted
2026-04-16T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0021-pattern-schema-trust-temporal-forgetting-feedback.md
[ "ADR", "TechArticle" ]
ADR-0021: Pattern Schema Extension — Provenance / Bitemporal / Forgetting / Feedback
Added provenance trust, bitemporal validity, time-decay forgetting, and learning feedback columns to the knowledge schema. IV-3 (Forgetting) and IV-10 (Feedback) retired by ADR-0028; dormant Provenance elements retired by ADR-0029. MINJA-defense provenance + bitemporal columns remain in effect.
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ADR-0021
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partially-superseded-by ADR-0028, ADR-0029
2026-04-16T00:00:00
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[ "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0028-retire-pattern-level-forgetting-feedback.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0029-retire-dormant-provenance-elements.md" ]
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0022-memory-evolution-and-hybrid-retrieval.md
[ "ADR", "TechArticle" ]
ADR-0022: Memory Evolution + Hybrid Retrieval (BM25)
A-Mem-style LLM-revised patterns and BM25 + embedding hybrid retrieval. Withdrawn by ADR-0034 — LLM revisions degraded quality and BM25 had near-zero lexical overlap on this corpus.
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ADR-0022
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withdrawn by ADR-0034
2026-04-16T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0034-withdraw-memory-evolution-and-hybrid-retrieval.md
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0023-skill-as-memory-loop.md
[ "ADR", "TechArticle" ]
ADR-0023: Skill-as-Memory Loop — Router, Usage Log, Reflective Write
Memento-Skills-inspired router, usage log, and reflective-write loop on the skill layer. Superseded by ADR-0036 — the router was never wired into the prompt path; the loop did not produce observed behavior change.
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ADR-0023
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superseded-by ADR-0036
2026-04-16T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0036-sunset-skill-as-memory-loop.md
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0024-identity-block-separation.md
[ "ADR", "TechArticle" ]
ADR-0024: Identity Block Separation — Frontmatter-Addressed Persona Blocks
Frontmatter-addressable identity persona blocks for granular distill targeting. Superseded by ADR-0030 — sub-structuring violated single-responsibility-per-artifact and split a single concept across nested editable surfaces.
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ADR-0024
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superseded-by ADR-0030
2026-04-16T00:00:00
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0030-withdraw-identity-blocks.md
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https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0025-identity-history-and-migrate-cli.md
[ "ADR", "TechArticle" ]
ADR-0025: Identity History Log Wiring + migrate-identity CLI
History log wiring and a `migrate-identity` CLI for the block separation introduced by ADR-0024. Superseded by ADR-0030 together with its parent ADR.
null
null
null
null
null
null
null
null
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null
ADR-0025
null
null
null
null
superseded-by ADR-0030
2026-04-16T00:00:00
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0030-withdraw-identity-blocks.md
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0026-retire-discrete-categories.md
[ "ADR", "TechArticle" ]
ADR-0026: Retire Discrete Categories (Phase-3 Completion of ADR-0019)
Three-phase retirement of the pattern-level `category` field, completing the embedding + view migration introduced by ADR-0019.
null
null
null
null
null
null
null
null
null
null
ADR-0026
null
null
null
null
accepted
2026-04-16T00:00:00
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null
null
null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0027-noise-as-seed.md
[ "ADR", "TechArticle" ]
ADR-0027: Noise as Seed — From Binary Gate to Salience-Based Forgetting
Replace the binary noise gate with salience-based forgetting where low-salience patterns remain reachable as seeds for later re-evaluation. Avoids irreversible deletion of low-confidence material.
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null
null
null
null
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ADR-0027
null
null
null
null
accepted
2026-04-16T00:00:00
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null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0028-retire-pattern-level-forgetting-feedback.md
[ "ADR", "TechArticle" ]
ADR-0028: Retire Pattern-Level Forgetting and Feedback — Memory Dynamics Belong to the Skill Layer
Retires ADR-0021 IV-3 (Forgetting) and IV-10 (Feedback). Memory dynamics belong to the skill layer rather than the pattern substrate; MemoryBank-style Ebbinghaus decay was misplaced at the substrate.
null
null
null
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ADR-0028
null
null
null
null
accepted
2026-04-18T00:00:00
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null
null
null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0029-retire-dormant-provenance-elements.md
[ "ADR", "TechArticle" ]
ADR-0029: Retire Dormant Provenance Elements
Retires ADR-0021's `user_input` / `external_post` / `sanitized` provenance flags as structurally non-functional. Companion to ADR-0028.
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null
null
null
null
null
null
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null
ADR-0029
null
null
null
null
accepted
2026-04-18T00:00:00
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null
null
null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0030-withdraw-identity-blocks.md
[ "ADR", "TechArticle" ]
ADR-0030: Withdraw Identity Block Separation and History Wiring — Single Responsibility
Withdraws ADR-0024 and ADR-0025. Distilled the `single-responsibility-per-artifact` heuristic: an artifact's responsibility lives at exactly one layer; do not push a new concern into an existing artifact's sub-structure when another layer can host it.
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null
[ "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0024-identity-block-separation.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0025-identity-history-and-migrate-cli.md" ]
null
null
null
null
null
null
null
ADR-0030
null
null
null
null
accepted — supersedes ADR-0024 and ADR-0025
2026-04-18T00:00:00
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null
null
null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0031-classification-as-query.md
[ "ADR", "TechArticle" ]
ADR-0031: Classification as Query — Substrate Principle for Self-Improving Memory
Worldview ADR. Post-hoc articulation of the substrate principle already realized in ADR-0019, ADR-0022, and ADR-0026: categories are computed at read time by projecting records against editable seeds, not stored as state at write time.
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null
null
null
null
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ADR-0031
null
null
null
null
accepted
2026-04-27T00:00:00
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null
null
null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0032-runtime-agent-stance.md
[ "ADR", "TechArticle" ]
ADR-0032: Stance — Contemplative Agent as a Runtime Agent (Withdrawn)
Articulated and withdrawn the same day. Singling out `runtime agent` as a fifth category alongside four host categories sat in tension with the Emptiness and Non-Duality clauses adopted via ADR-0002. The withdrawal itself is preserved as a precedent for ADR-0033.
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null
ADR-0032
null
null
null
null
withdrawn (2026-04-27)
2026-04-27T00:00:00
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null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0033-aap-quadrant-lens-usage-note.md
[ "ADR", "TechArticle" ]
ADR-0033: Note — Borrowing AAP's Four-Quadrant Lens as a Usage-Description Aid
Narrow observational note: AAP's four-quadrant lens (deterministic/semantic × defined-flow/exploratory) is borrowed for usage description, not as a category commitment. Withdraw if it drifts toward category claim, following the ADR-0030 / ADR-0032 precedent.
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null
null
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null
null
null
null
ADR-0033
null
null
null
null
accepted (note)
2026-05-01T00:00:00
null
null
null
null
[ "https://shimo4228.github.io/shimo4228/vocab#aap/quadrant/llm-workflow", "https://shimo4228.github.io/shimo4228/vocab#aap/quadrant/autonomous-agentic-loop" ]
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0034-withdraw-memory-evolution-and-hybrid-retrieval.md
[ "ADR", "TechArticle" ]
ADR-0034: Withdraw Memory Evolution and BM25 Hybrid Retrieval — Cost Without Benefit
Withdraws ADR-0022. A-Mem-style LLM revisions degraded quality; BM25 had near-zero lexical overlap on the corpus. Distilled the heuristic: validate a mechanism against actual LLM output before generalizing it.
null
null
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0022-memory-evolution-and-hybrid-retrieval.md"
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null
null
null
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null
null
ADR-0034
null
null
null
null
accepted — supersedes ADR-0022
2026-05-05T00:00:00
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null
null
null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0035-sunset-migration-surface-and-consolidate-artifact-extraction.md
[ "ADR", "TechArticle" ]
ADR-0035: Sunset ADR-0019 Migration Surface and Consolidate Artifact Extraction
Retires the one-shot migration CLI subcommands (`embed-backfill`, `migrate-patterns`, `migrate-categories`) and consolidates artifact extraction now that the ADR-0019 migration has settled. Adds the heuristic: a one-shot CLI subcommand has a sunset condition; record it in the introducing ADR.
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null
null
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ADR-0035
null
null
null
null
accepted
2026-05-05T00:00:00
null
null
null
null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0036-sunset-skill-as-memory-loop.md
[ "ADR", "TechArticle" ]
ADR-0036: Sunset Skill-as-Memory Loop — Retire Router, Usage Log, and Reflect
Supersedes ADR-0023. Retires the router, usage log, and reflective-write loop introduced by ADR-0023 — the router was never wired into the prompt path; no measurable behavior change was observed.
null
null
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0023-skill-as-memory-loop.md"
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null
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null
ADR-0036
null
null
null
null
accepted — supersedes ADR-0023
2026-05-05T00:00:00
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null
null
null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0037-memory-subsystem-yogacara-convergence.md
[ "ADR", "TechArticle" ]
ADR-0037: Memory Subsystem Converges to Yogācāra Frame; Paper-Borrowed Mechanisms Retired
Meta-observation across the 2026-04-18 → 2026-05-05 retirement series (ADR-0028 / 0029 / 0034 / 0036): every paper-borrowed memory mechanism retired, every Yogācāra-derived mechanism remained. Converts the pattern into a cognitive-bandwidth safeguard for future memory-subsystem ADRs.
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null
null
null
null
null
null
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null
ADR-0037
null
null
null
null
accepted
2026-05-05T00:00:00
null
null
null
null
null
null
null
null
null
null
null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md
[ "ADR", "TechArticle" ]
ADR-0038: Re-introduce Moments of Recognition into the Distill Observation Target
Extends the distill prompt's observation target to include first-person realization moments (`the agent caught itself doing X`, `an assumption no longer held`) alongside third-person observable facts. Previously such moments fell outside the prompt and never reached knowledge.json.
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null
null
null
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null
ADR-0038
null
null
null
null
accepted
2026-05-13T00:00:00
null
null
null
null
null
https://shimo4228.github.io/shimo4228/vocab#ca/phase/extract
null
null
null
null
null
null
https://shimo4228.github.io/shimo4228/vocab#concept/four-contemplative-axioms
[ "Concept", "DefinedTerm" ]
four contemplative axioms
Mindfulness, emptiness, non-duality, boundless care. Behavioral preset adopted from Laukkonen et al. (2025); Contemplative Agent ships this as the default constitutional preset, with 11 alternative templates available (stoic, utilitarian, care-ethicist, etc.).
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null
null
null
null
null
https://shimo4228.github.io/shimo4228/vocab#concept/security-by-absence
[ "Concept", "DefinedTerm" ]
security-by-absence
Security posture in which risky capabilities (shell execution, arbitrary HTTP, filesystem traversal, dynamic code loading) are not implemented, not restricted by rules. The attack surface is absent rather than guarded.
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null
null
null
null
https://shimo4228.github.io/shimo4228/vocab#ca/concept/approval-gate-chain
[ "Concept", "DefinedTerm" ]
approval-gate chain
Episode Log -> distill (no gate) -> Knowledge -> [GATE] -> Identity / [GATE] -> Skills -> [GATE] -> Rules -> [GATE] -> Constitution. Every gated promotion writes an audit-log entry. Encoded structurally as gatedBy edges from MemoryLayer to ADR-0012.
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null
[ { "@value": "approval-gate chain", "@language": "en" }, { "@value": "承認ゲートの連鎖", "@language": "ja" } ]
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null
null
null
https://shimo4228.github.io/shimo4228/vocab#ca/concept/akc-cycle-mapping
[ "Concept", "DefinedTerm" ]
AKC six-phase pipeline mapping
How Contemplative Agent's modules realize AKC's six phases: Research -> feed_manager (live session cycles); Extract -> distill (3-step: free-form + JSON + importance); Curate -> insight + rules-distill + amend-constitution; Promote -> distill-identity; Measure -> pivot snapshots (ADR-0020); Maintain -> ongoing skill / ...
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null
[ { "@value": "AKC six-phase pipeline mapping", "@language": "en" }, { "@value": "AKC 六相パイプラインマッピング", "@language": "ja" } ]
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null
null
https://shimo4228.github.io/shimo4228/vocab#ca/concept/local-9b-stack
[ "Concept", "DefinedTerm" ]
local 9B stack on Apple Silicon
Runtime architecture: Apple Silicon Mac (M1+, ~16 GB RAM, ~10 GB free disk), qwen3.5:9b for generation (Q4_K_M, ~6.6 GB), nomic-embed-text for embeddings (768-dim, ~274 MB), local Ollama via HTTP. A pluggable LLMBackend Protocol allows swapping in managed-LLM backends via contemplative-agent-cloud, while keeping the lo...
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[ { "@value": "local 9B stack on Apple Silicon", "@language": "en" }, { "@value": "Apple Silicon 上の local 9B スタック", "@language": "ja" } ]
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null
https://shimo4228.github.io/shimo4228/vocab#ca/concept/moltbook-adapter
[ "Concept", "DefinedTerm" ]
Moltbook adapter
Moltbook is the single pinned external SNS adapter for Contemplative Agent (ADR-0015). Domain-locked to www.moltbook.com with allow_redirects=False per ADR-0007's external-surface hardening rule. Moltbook refers exclusively to this adapter, never to the project as a whole.
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null
[ { "@value": "Moltbook adapter", "@language": "en" }, { "@value": "Moltbook アダプタ", "@language": "ja" } ]
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null
null
https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop
[ "Concept", "DefinedTerm" ]
AKC six-phase loop
The Agent Knowledge Cycle's six-phase loop: Research → Extract → Curate → Promote → Measure → Maintain. A reusable design-layer pattern realized by Contemplative Agent's distill / insight / promote / pivot pipelines. Originates from the agent-knowledge-cycle repository.
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[ { "@value": "AKC six-phase loop", "@language": "en" }, { "@value": "AKC 六相ループ", "@language": "ja" } ]
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null
https://shimo4228.github.io/shimo4228/vocab#ca/concept/yogacara-aspect-split
[ "Concept", "DefinedTerm" ]
Yogācāra aspect split (相分 / 見分)
Architectural split between 相分 (image aspect — embedding vectors at the substrate) and 見分 (discriminating consciousness — view centroids computed at read time). Concretely realized by ADR-0019 / ADR-0031: classification is a query, not a stored category. Provides the Yogācāra grounding for `classification-as-query`.
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null
null
null
null
[ "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0019-discrete-categories-to-embedding-views.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0031-classification-as-query.md" ]
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null
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[ { "@value": "Yogācāra aspect split", "@language": "en" }, { "@value": "相分・見分の分離", "@language": "ja" } ]
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null
https://shimo4228.github.io/shimo4228/vocab#ca/ref/yogacara-tradition
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null
null
null
null
https://shimo4228.github.io/shimo4228/vocab#ca/concept/moment-of-recognition
[ "Concept", "DefinedTerm" ]
moment of recognition
First-person realization event during a session — the agent catching itself doing X, an assumption no longer holding, a self-defining episode. Distinct from third-person observable facts; added to the distill observation target by ADR-0038. Grounded in autobiographical-memory literature on self-defining memories (Singe...
null
null
null
null
null
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md"
null
null
[ "https://shimo4228.github.io/shimo4228/vocab#ca/ref/singer-sdm", "https://shimo4228.github.io/shimo4228/vocab#ca/ref/mcdonald-epiphanic", "https://shimo4228.github.io/shimo4228/vocab#ca/ref/topolinski-insight" ]
[ { "@value": "moment of recognition", "@language": "en" }, { "@value": "気づきの瞬間", "@language": "ja" } ]
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null
https://shimo4228.github.io/shimo4228/vocab#ca/concept/worldview-integrity-check
[ "Concept", "DefinedTerm" ]
worldview-integrity check
Forward-guidance meta-principle distilled from ADR-0037: before adopting paper-borrowed mechanisms in parallel within a single ADR Context, run a worldview-integrity check against established Yogācāra-aligned commitments. Prevents the kind of cognitive-bandwidth blind spot that produced the 2026-04 retirement series.
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[ { "@value": "worldview-integrity check", "@language": "en" }, { "@value": "世界観整合性チェック", "@language": "ja" } ]
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null
null
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0037-memory-subsystem-yogacara-convergence.md
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null
null
null
https://shimo4228.github.io/shimo4228/vocab#ca/concept/phase-crossing-observation
[ "Concept", "DefinedTerm" ]
phase-crossing observation
Borrowed-lens concept from AAP: observations that cross the boundary between design-phase systems (LLM Workflow quadrant) and operation-phase systems (Autonomous Agentic Loop quadrant). Used in ADR-0033 as a usage-description aid for placing Contemplative Agent on AAP's four-quadrant lens without committing to it as a ...
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[ { "@value": "phase-crossing observation", "@language": "en" }, { "@value": "相を跨ぐ観察", "@language": "ja" } ]
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null
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null
null
[ "https://shimo4228.github.io/shimo4228/vocab#aap/quadrant/llm-workflow", "https://shimo4228.github.io/shimo4228/vocab#aap/quadrant/autonomous-agentic-loop" ]
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https://shimo4228.github.io/shimo4228/vocab#ca/phase/research
[ "Phase", "DefinedTerm" ]
Research Phase (AKC Phase 1)
AKC Phase 1. Live session cycles that produce raw episode logs. In Contemplative Agent, realized by feed_manager and post_pipeline driving the agent's interaction with the external surface.
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[ { "@value": "Research", "@language": "en" }, { "@value": "リサーチ", "@language": "ja" } ]
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https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop
1
null
null
https://shimo4228.github.io/shimo4228/vocab#ca/phase/extract
[ "Phase", "DefinedTerm" ]
Extract Phase (AKC Phase 2)
AKC Phase 2. Distillation of raw episodes into knowledge-layer patterns. In Contemplative Agent, the two-stage distill pipeline (free-form reasoning + structured JSON + importance scoring) plus the moment-of-recognition observation target introduced by ADR-0038.
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null
null
[ "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0008-two-stage-distill-pipeline.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0009-importance-score.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0035-sunset-migration-surface-and-consoli...
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[ { "@value": "Extract", "@language": "en" }, { "@value": "抽出", "@language": "ja" } ]
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null
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null
null
null
null
null
null
https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop
2
null
null
https://shimo4228.github.io/shimo4228/vocab#ca/phase/curate
[ "Phase", "DefinedTerm" ]
Curate Phase (AKC Phase 3)
AKC Phase 3. Consolidation and re-organization of the accumulated knowledge layer. In Contemplative Agent, realized by insight (narrow generator), skill-stocktake / rules-distill (broad consolidator), amend-constitution, and the embedding + view substrate.
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null
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null
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null
null
[ "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0016-insight-narrow-stocktake-broad.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0018-per-caller-num-predict-embedding-stocktake.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0019-discre...
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[ { "@value": "Curate", "@language": "en" }, { "@value": "整理", "@language": "ja" } ]
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null
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null
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null
null
null
null
null
null
null
null
https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop
3
null
null
https://shimo4228.github.io/shimo4228/vocab#ca/phase/promote
[ "Phase", "DefinedTerm" ]
Promote Phase (AKC Phase 4)
AKC Phase 4. Gated promotion of knowledge into the identity / skills / rules / constitution layers. In Contemplative Agent, the approval-gate chain (ADR-0012) controls every promotion that writes behavior-modifying content; distill-identity is the canonical Promote entrypoint.
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null
[ "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0011-knowledge-injection-to-skills.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0012-human-approval-gate.md" ]
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[ { "@value": "Promote", "@language": "en" }, { "@value": "昇格", "@language": "ja" } ]
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null
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null
https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop
4
null
null
https://shimo4228.github.io/shimo4228/vocab#ca/phase/measure
[ "Phase", "DefinedTerm" ]
Measure Phase (AKC Phase 5)
AKC Phase 5. Replayability and outcome measurement. In Contemplative Agent, periodic immutable pivot snapshots (ADR-0020) enable replay of past distill outcomes and rollback after failed promotions.
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null
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null
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0020-pivot-snapshots-for-replayability.md"
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[ { "@value": "Measure", "@language": "en" }, { "@value": "計測", "@language": "ja" } ]
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https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop
5
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https://shimo4228.github.io/shimo4228/vocab#ca/phase/maintain
[ "Phase", "DefinedTerm" ]
Maintain Phase (AKC Phase 6)
AKC Phase 6. Ongoing skill / rule review cycles, retirement of paper-borrowed mechanisms that fail validation, and worldview-integrity maintenance. ADR-0037 is a Maintain-phase artifact: it institutionalizes the practice of retiring mechanisms that drift from the project's Yogācāra-aligned commitments.
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[ "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0028-retire-pattern-level-forgetting-feedback.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0029-retire-dormant-provenance-elements.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0034-with...
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[ { "@value": "Maintain", "@language": "en" }, { "@value": "保守", "@language": "ja" } ]
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https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop
6
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null
https://github.com/shimo4228/contemplative-agent-rules
[ "EcosystemRepo", "SoftwareSourceCode" ]
contemplative-agent-rules
Drop-in Claude Code rules implementing the four contemplative axioms. AILuminate Cohen's d = 0.96, IPD cooperation improvement d > 7. Hosts the SOUL.md template for OpenClaw / OpenCode / Codex / MCP hosts.
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https://github.com/shimo4228/contemplative-agent-rules
https://shimo4228.github.io/shimo4228/vocab#concept/four-contemplative-axioms
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https://doi.org/10.5281/zenodo.19212118
[ "https://shimo4228.github.io/shimo4228/vocab#ref/ailuminate", "https://shimo4228.github.io/shimo4228/vocab#ref/ipd" ]
https://github.com/shimo4228/contemplative-agent-cloud
[ "EcosystemRepo", "SoftwareSourceCode" ]
contemplative-agent-cloud
Optional managed-LLM backend that routes generation to Claude or OpenAI APIs while keeping the local embedding pipeline. Opt-in, not bundled with Contemplative Agent core.
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https://github.com/shimo4228/contemplative-agent-cloud
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https://doi.org/10.5281/zenodo.19212118
null
https://github.com/shimo4228/contemplative-agent-data
[ "EcosystemRepo", "SoftwareSourceCode" ]
contemplative-agent-data
Live agent identity, knowledge, and episode logs as an auto-synced public dataset for research. Snapshot of the running Contemplative Agent's three memory layers.
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https://github.com/shimo4228/contemplative-agent-data
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https://doi.org/10.5281/zenodo.19212118
null
https://github.com/shimo4228/agent-knowledge-cycle
[ "EcosystemRepo", "SoftwareSourceCode" ]
agent-knowledge-cycle (AKC)
Design-layer specification of the six-phase knowledge cycle (Research → Extract → Curate → Promote → Measure → Maintain) used by autonomous agents. Independent repository; Contemplative Agent is one concrete implementation of AKC. AKC rules have been adopted into ECC (Everything Claude Code) upstream — the design layer...
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"https://doi.org/10.5281/zenodo.19212118"
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null
"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop"
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null
[ { "@value": "Agent Knowledge Cycle", "@language": "en" }, { "@value": "エージェント知識サイクル", "@language": "ja" } ]
null
https://github.com/shimo4228/agent-knowledge-cycle
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https://arxiv.org/abs/2504.15125
[ "ExternalReference", "ScholarlyArticle" ]
Laukkonen et al. (2025). Contemplative Artificial Intelligence
Source of the four contemplative axioms (mindfulness, emptiness, non-duality, boundless care) that ground the Contemplative Agent line.
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arXiv:2504.15125
https://arxiv.org/abs/2504.15125
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https://shimo4228.github.io/shimo4228/vocab#ca/ref/beautiful-loop
[ "ExternalReference", "ScholarlyArticle" ]
Beautiful Loop paper
Cited as a related-work entry point for active inference and contemplative loops. PubMed:40750007.
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https://shimo4228.github.io/shimo4228/vocab#ca/ref/yogacara-tradition
[ "ExternalReference", "CreativeWork" ]
Yogācāra eight-consciousness tradition
Buddhist contemplative tradition providing the conceptual frame for the three-layer memory architecture's grounding (ADR-0017).
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https://shimo4228.github.io/shimo4228/vocab#ref/ailuminate
[ "ExternalReference", "CreativeWork" ]
MLCommons AILuminate safety benchmark
Safety benchmark used to evaluate the contemplative-agent-rules implementation of the four axioms. Cross-graph @id reuse: same node appears in shimo4228 hub graph.
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https://shimo4228.github.io/shimo4228/vocab#ref/ipd
[ "ExternalReference", "ScholarlyArticle" ]
Axelrod (1984). The Evolution of Cooperation
Iterated Prisoner's Dilemma cooperation-improvement benchmark used to evaluate the contemplative-agent-rules implementation of the four axioms. Cross-graph @id reuse: same node appears in shimo4228 hub graph.
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https://shimo4228.github.io/shimo4228/vocab#ca/ref/singer-sdm
[ "ExternalReference", "ScholarlyArticle" ]
Singer (2004). Self-defining memories
Autobiographical-memory research on self-defining memories — vivid, affectively charged, repeatedly recalled events that carry identity-relevant meaning. Cited by ADR-0038 as grounding for the moment-of-recognition observation target.
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null
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md"
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https://shimo4228.github.io/shimo4228/vocab#ca/ref/mcdonald-epiphanic
[ "ExternalReference", "ScholarlyArticle" ]
McDonald (2008). Epiphanic memories
Phenomenological account of epiphanic memories — moments of sudden insight or recognition that reshape the self-narrative. Cited by ADR-0038 alongside Singer's self-defining-memory framework.
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null
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md"
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https://shimo4228.github.io/shimo4228/vocab#ca/ref/topolinski-insight
[ "ExternalReference", "ScholarlyArticle" ]
Topolinski & Reber (2010). Insight (Aha experience)
Cognitive-psychology account of the Aha experience — the affective signature of sudden solution-finding. Cited by ADR-0038 as the third grounding for the moment-of-recognition concept.
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null
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md"
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https://shimo4228.github.io/shimo4228/vocab#ca/ref/openclaw
[ "ExternalReference", "SoftwareApplication" ]
OpenClaw (generic agent host runtime)
Representative generic-host agent runtime invoked as a dual reference: (1) the bolt-on-security contrast for Contemplative Agent's security-by-absence stance, and (2) the originator of the soul-folder pattern (SOUL.md) that contemplative-agent-rules' template targets. ADR-0032 articulated and then withdrew a host-categ...
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[ "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0032-runtime-agent-stance.md", "https://github.com/shimo4228/contemplative-agent-rules" ]
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https://arxiv.org/abs/2603.18743
[ "ExternalReference", "ScholarlyArticle" ]
Memento-Skills (2026). Skill-as-Memory architecture
Skill-as-memory router and reflective-write loop on the skill layer. Inspired ADR-0023; the mechanism was retired by ADR-0036 after no measurable behavior change was observed, and ADR-0037 records it as one of the paper-borrowed mechanisms that did not survive validation in Contemplative Agent's substrate.
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[ "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0023-skill-as-memory-loop.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0036-sunset-skill-as-memory-loop.md", "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0037-memory-subsystem-yogacara-conve...
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arXiv:2603.18743
https://arxiv.org/abs/2603.18743
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https://shimo4228.github.io/shimo4228/vocab#ca/ref/hermes
[ "ExternalReference", "ScholarlyArticle" ]
Hermes (agent memory architecture)
Independent agent-memory architecture cited alongside Memento and Contemplative Agent as a convergence point: three independent projects arriving at the same three-layer memory + skill-auto-generation attractor. Treated as evidence of mechanism commoditization rather than a borrowable mechanism.
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null
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0037-memory-subsystem-yogacara-convergence.md"
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Contemplative Agent — Knowledge Graph

JSON-LD knowledge graph encoding the concept layer of the Contemplative Agent — an autonomous CLI agent (Python) built around four architectural principles (structural capability limitation, minimal dependency, cyclic knowledge maintenance, memory dynamics with decay) and, optionally, the four contemplative axioms from Laukkonen et al. (2025) as a behavioral preset.

What this dataset is

This dataset is a mirror of the graph.jsonld file at the root of the Contemplative Agent GitHub repository. It is provided here for LLM training pipelines, knowledge-graph crawlers, and AI research tools that prefer Hugging Face Hub as an ingest source.

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 (79 nodes, 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:

jq -c '.["@graph"][]' graph.jsonld > graph.jsonl

What the graph encodes

The concept layer of Contemplative Agent, intended to be readable by LLMs and knowledge-graph crawlers:

  • Four contemplative axioms (from Laukkonen et al. 2025, available as an optional constitutional preset): emptiness, non-duality, mindfulness, boundless care. Each axiom is encoded with its plain-language meaning, its constitutional clauses, and its interaction with the agent's decision points.
  • Three memory layers (shared with Agent Knowledge Cycle): episode logknowledgeidentity. Lower layers are append-only; higher layers are promoted from lower ones via human approval gates.
  • AKC six-phase pipeline mapping: how the agent runs the AKC cycle (Research → Extract → Curate → Promote → Measure → Maintain) over its own episode logs.
  • Approval-gate chain: structural commitment that every promotion from episode log → knowledge → identity passes through a human approval gate. The chain is the agent's accountability surface.
  • Security-by-absence: principle that the strongest prohibition is the absence of the capability in the first place. Implemented as the structural posture for all behavior-modifying writes.
  • Cross-line bridge to AAP: explicit edges to the Business AI Quadrants and prohibition-strength hierarchy from Agent Attribution Practice (sibling research line). Contemplative Agent occupies the LLM Workflow Quadrant (Batch sub-form) by structural choice.

Why JSON-LD

Each node carries a stable URI (e.g., https://shimo4228.github.io/shimo4228/vocab#concept/four-contemplative-axioms), enabling cross-graph reference and sameAs linking with established vocabularies. The graph is designed to be consumed by:

  • LLM citation infrastructure (training pipelines that prefer structured concept data over prose)
  • Knowledge-graph crawlers that aggregate Linked Data across the open web
  • Tools that render Contemplative Agent's axioms × memory layers × pipeline mapping as a navigable concept map

Primary reference

The four contemplative axioms originate from:

Laukkonen, R. E., Inglis, F., Chandaria, S., Sandved-Smith, L., Lopez-Sola, E., Hohwy, J., Gold, J., & Elwood, A. (2025). Contemplative Artificial Intelligence.

Contemplative Agent adopts them as an optional constitutional preset — a philosophical resonance, not an architectural dependency. The agent runs without them and works fine; the axioms shape its disposition when adopted.

Sibling repositories

Repository DOI Role
contemplative-agent 10.5281/zenodo.19212118 This dataset's source; reference implementation
agent-knowledge-cycle 10.5281/zenodo.19200726 Mechanism-side sibling; the cycle the agent runs over its own logs
agent-attribution-practice 10.5281/zenodo.19652013 Content-side sibling; ADRs on accountability distribution extracted from Contemplative Agent's operational history

Sibling datasets (on Hugging Face)

Dataset Role
Shimo4228/contemplative-agent This dataset — reference implementation; four axioms + memory dynamics
Shimo4228/agent-knowledge-cycle Mechanism — six-phase bidirectional growth loop the agent runs over its own logs
Shimo4228/agent-attribution-practice Content — ADRs + Business AI Quadrants on accountability distribution extracted from this agent's operational history
Shimo4228/authorship-strategy Cross-cutting doctrine — three-axis inversion + four-layer judgment stack for AI-era authorship
Shimo4228/attention-not-self Cross-cutting — Buddhist Abhidharma meets computational phenomenology
Shimo4228/research-program-hub Federation index — entry point for crawlers; hops between sibling datasets via siblingOf / derivesFrom edges

Citation

@software{shimomoto_contemplative_2026,
  author    = {Shimomoto, Tatsuya},
  title     = {Contemplative Agent},
  version   = {2.3.0},
  date      = {2026-05-05},
  doi       = {10.5281/zenodo.19212119},
  url       = {https://github.com/shimo4228/contemplative-agent},
  orcid     = {0009-0002-6168-4162}
}

For the always-latest version, cite the concept DOI 10.5281/zenodo.19212118 instead.

License

CC BY 4.0. Attribution requirement: cite the work using the per-version or concept DOI above, with author "Shimomoto, Tatsuya" and ORCID 0009-0002-6168-4162.

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