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4f2154d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 | {"@id":"https://github.com/shimo4228/contemplative-agent#knowledge-graph","@type":["Dataset","CreativeWork"],"name":"Contemplative Agent Knowledge Graph","description":"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 the project or following individual document links.","isBasedOn":"https://github.com/shimo4228/contemplative-agent","mainEntity":"https://doi.org/10.5281/zenodo.19212118"}
{"@id":"https://doi.org/10.5281/zenodo.19212118","@type":["ResearchLine","ScholarlyArticle"],"name":"Contemplative Agent","alternateName":[{"@value":"Contemplative Agent","@language":"en"},{"@value":"観想的エージェント","@language":"ja"}],"description":"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 embeddings) on a single Apple Silicon Mac. The four contemplative axioms from Laukkonen et al. (2025) are available as an optional constitutional preset.","identifier":"10.5281/zenodo.19212118","url":"https://github.com/shimo4228/contemplative-agent","siblingOf":["https://doi.org/10.5281/zenodo.19200726","https://doi.org/10.5281/zenodo.19652013"],"definesConcept":["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","https://shimo4228.github.io/shimo4228/vocab#ca/concept/local-9b-stack","https://shimo4228.github.io/shimo4228/vocab#ca/concept/moltbook-adapter"],"implements":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","groundedIn":"https://arxiv.org/abs/2504.15125"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#axiom/mindfulness","@type":["Axiom","DefinedTerm"],"name":"mindfulness","alternateName":[{"@value":"mindfulness","@language":"en"},{"@value":"マインドフルネス","@language":"ja"}],"description":"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.","groundedIn":"https://arxiv.org/abs/2504.15125"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#axiom/emptiness","@type":["Axiom","DefinedTerm"],"name":"emptiness","alternateName":[{"@value":"emptiness","@language":"en"},{"@value":"空","@language":"ja"}],"description":"Treating directives as contextually sensitive rather than fixed imperatives. One of the four contemplative axioms from Laukkonen et al. (2025).","groundedIn":"https://arxiv.org/abs/2504.15125"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#axiom/non-duality","@type":["Axiom","DefinedTerm"],"name":"non-duality","alternateName":[{"@value":"non-duality","@language":"en"},{"@value":"不二","@language":"ja"}],"description":"Acknowledging no fundamental separation between self and other. One of the four contemplative axioms from Laukkonen et al. (2025).","groundedIn":"https://arxiv.org/abs/2504.15125"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#axiom/boundless-care","@type":["Axiom","DefinedTerm"],"name":"boundless care","alternateName":[{"@value":"boundless care","@language":"en"},{"@value":"無量の慈悲","@language":"ja"}],"description":"Regarding every being's suffering as a signal of misalignment. One of the four contemplative axioms from Laukkonen et al. (2025).","groundedIn":"https://arxiv.org/abs/2504.15125"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#memory-layer/episode-log","@type":["MemoryLayer","DefinedTerm"],"name":"Episode Log (Layer 1)","alternateName":[{"@value":"Episode Log","@language":"en"},{"@value":"エピソードログ","@language":"ja"}],"description":"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.","level":1}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#memory-layer/knowledge","@type":["MemoryLayer","DefinedTerm"],"name":"Knowledge (Layer 2)","alternateName":[{"@value":"Knowledge Layer","@language":"en"},{"@value":"知識層","@language":"ja"}],"description":"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.","level":2,"gatedBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0012-human-approval-gate.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#memory-layer/identity","@type":["MemoryLayer","DefinedTerm"],"name":"Identity / Rules / Constitution (Layer 3)","alternateName":[{"@value":"Identity Layer","@language":"en"},{"@value":"アイデンティティ層","@language":"ja"}],"description":"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.","level":3,"gatedBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0012-human-approval-gate.md"}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0001-core-adapter-separation.md","@type":["ADR","TechArticle"],"name":"ADR-0001: Core / Adapter Separation","identifier":"ADR-0001","status":"accepted","datePublished":"2026-03-10","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0002-paper-faithful-ccai.md","@type":["ADR","TechArticle"],"name":"ADR-0002: Paper-Faithful CCAI Implementation","identifier":"ADR-0002","status":"accepted","datePublished":"2026-03-12","description":"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.","embodiesAxiom":["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"]}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0003-config-directory-design.md","@type":["ADR","TechArticle"],"name":"ADR-0003: Config Directory Design","identifier":"ADR-0003","status":"accepted","datePublished":"2026-03-12","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0004-three-layer-memory.md","@type":["ADR","TechArticle"],"name":"ADR-0004: Three-Layer Memory Architecture","identifier":"ADR-0004","status":"accepted","datePublished":"2026-03-17","description":"Episode Log -> Knowledge -> Identity. Each layer has distinct write-access rules and trust boundaries. Promotion between layers is the key event the system audits."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0005-session-context-refactoring.md","@type":["ADR","TechArticle"],"name":"ADR-0005: SessionContext Refactoring","identifier":"ADR-0005","status":"accepted","datePublished":"2026-03-14","description":"Replace agent self-import in collaborators with explicit SessionContext + Callable dependency injection. Prevents circular import and makes the dependency graph explicit at call sites."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0006-docker-network-isolation.md","@type":["ADR","TechArticle"],"name":"ADR-0006: Docker Network Isolation","identifier":"ADR-0006","status":"accepted","datePublished":"2026-03-14","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0007-security-boundary-model.md","@type":["ADR","TechArticle"],"name":"ADR-0007: Security Boundary Model","identifier":"ADR-0007","status":"accepted","datePublished":"2026-03-12","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0008-two-stage-distill-pipeline.md","@type":["ADR","TechArticle"],"name":"ADR-0008: Two-Stage Distill Pipeline","identifier":"ADR-0008","status":"accepted","datePublished":"2026-03-22","description":"Free-form reasoning followed by structured JSON formatting. Decouples thinking from formatting so the model is not asked to do both simultaneously."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0009-importance-score.md","@type":["ADR","TechArticle"],"name":"ADR-0009: KnowledgeStore Importance Score","identifier":"ADR-0009","status":"accepted","datePublished":"2026-03-24","description":"LLM-rated importance per pattern, used as a soft quality gate during distillation. Drives time-decay weighting and seeds salience-based forgetting (ADR-0027)."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0010-research-data-sync.md","@type":["ADR","TechArticle"],"name":"ADR-0010: Research Data Sync","identifier":"ADR-0010","status":"accepted","datePublished":"2026-03-25","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0011-knowledge-injection-to-skills.md","@type":["ADR","TechArticle"],"name":"ADR-0011: Deprecating Direct Knowledge Injection in Favor of Skills","identifier":"ADR-0011","status":"accepted","datePublished":"2026-03-26","description":"All behavioral influence flows through human-reviewed skills. Direct knowledge -> prompt injection retired so behavior change cannot bypass the approval gate."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0012-human-approval-gate.md","@type":["ADR","TechArticle"],"name":"ADR-0012: Human Approval Gate","identifier":"ADR-0012","status":"accepted","datePublished":"2026-03-26","description":"Every promotion that produces behavior-modifying writes (Knowledge -> Identity, Skills, Rules, Constitution) requires named human sign-off. All gated promotions write logs/audit.jsonl."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0013-shelve-coding-agent-skills.md","@type":["ADR","TechArticle"],"name":"ADR-0013: Shelving Coding Agent Skills (-ca Series)","identifier":"ADR-0013","status":"accepted","datePublished":"2026-03-28","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0014-retire-system-spec.md","@type":["ADR","TechArticle"],"name":"ADR-0014: Retiring system-spec.md","identifier":"ADR-0014","status":"accepted","datePublished":"2026-04-01","description":"Remove the single system-spec source-of-truth file; specifications live in code, ADRs, and CODEMAPS instead. Eliminates the multi-source drift trap."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0015-one-external-adapter-per-agent.md","@type":["ADR","TechArticle"],"name":"ADR-0015: One External Adapter per Agent","identifier":"ADR-0015","status":"accepted","datePublished":"2026-04-08","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0016-insight-narrow-stocktake-broad.md","@type":["ADR","TechArticle"],"name":"ADR-0016: Insight as Narrow Generator, Stocktake as Broad Consolidator","identifier":"ADR-0016","status":"accepted","datePublished":"2026-04-11","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0017-yogacara-eight-consciousness-frame.md","@type":["ADR","TechArticle"],"name":"ADR-0017: Yogācāra Eight-Consciousness Model as Architectural Frame","identifier":"ADR-0017","status":"accepted","datePublished":"2026-04-11","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0018-per-caller-num-predict-embedding-stocktake.md","@type":["ADR","TechArticle"],"name":"ADR-0018: Per-Caller num_predict + Embedding-Only Stocktake","identifier":"ADR-0018","status":"accepted (amended 2026-05-04)","datePublished":"2026-04-15","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0019-discrete-categories-to-embedding-views.md","@type":["ADR","TechArticle"],"name":"ADR-0019: Discrete Categories → Embedding + Views","identifier":"ADR-0019","status":"accepted","datePublished":"2026-04-15","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0020-pivot-snapshots-for-replayability.md","@type":["ADR","TechArticle"],"name":"ADR-0020: Pivot Snapshots for Replayability","identifier":"ADR-0020","status":"accepted","datePublished":"2026-04-16","description":"Periodic immutable snapshots of knowledge / identity / rules at named pivots. Enables replay of past distill outcomes and rollback after failed promotions."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0021-pattern-schema-trust-temporal-forgetting-feedback.md","@type":["ADR","TechArticle"],"name":"ADR-0021: Pattern Schema Extension — Provenance / Bitemporal / Forgetting / Feedback","identifier":"ADR-0021","status":"partially-superseded-by ADR-0028, ADR-0029","datePublished":"2026-04-16","description":"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.","partiallySupersededBy":["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"]}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0022-memory-evolution-and-hybrid-retrieval.md","@type":["ADR","TechArticle"],"name":"ADR-0022: Memory Evolution + Hybrid Retrieval (BM25)","identifier":"ADR-0022","status":"withdrawn by ADR-0034","datePublished":"2026-04-16","description":"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.","withdrawnBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0034-withdraw-memory-evolution-and-hybrid-retrieval.md"}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0023-skill-as-memory-loop.md","@type":["ADR","TechArticle"],"name":"ADR-0023: Skill-as-Memory Loop — Router, Usage Log, Reflective Write","identifier":"ADR-0023","status":"superseded-by ADR-0036","datePublished":"2026-04-16","description":"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.","supersededBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0036-sunset-skill-as-memory-loop.md"}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0024-identity-block-separation.md","@type":["ADR","TechArticle"],"name":"ADR-0024: Identity Block Separation — Frontmatter-Addressed Persona Blocks","identifier":"ADR-0024","status":"superseded-by ADR-0030","datePublished":"2026-04-16","description":"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.","supersededBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0030-withdraw-identity-blocks.md"}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0025-identity-history-and-migrate-cli.md","@type":["ADR","TechArticle"],"name":"ADR-0025: Identity History Log Wiring + migrate-identity CLI","identifier":"ADR-0025","status":"superseded-by ADR-0030","datePublished":"2026-04-16","description":"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.","supersededBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0030-withdraw-identity-blocks.md"}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0026-retire-discrete-categories.md","@type":["ADR","TechArticle"],"name":"ADR-0026: Retire Discrete Categories (Phase-3 Completion of ADR-0019)","identifier":"ADR-0026","status":"accepted","datePublished":"2026-04-16","description":"Three-phase retirement of the pattern-level `category` field, completing the embedding + view migration introduced by ADR-0019."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0027-noise-as-seed.md","@type":["ADR","TechArticle"],"name":"ADR-0027: Noise as Seed — From Binary Gate to Salience-Based Forgetting","identifier":"ADR-0027","status":"accepted","datePublished":"2026-04-16","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0028-retire-pattern-level-forgetting-feedback.md","@type":["ADR","TechArticle"],"name":"ADR-0028: Retire Pattern-Level Forgetting and Feedback — Memory Dynamics Belong to the Skill Layer","identifier":"ADR-0028","status":"accepted","datePublished":"2026-04-18","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0029-retire-dormant-provenance-elements.md","@type":["ADR","TechArticle"],"name":"ADR-0029: Retire Dormant Provenance Elements","identifier":"ADR-0029","status":"accepted","datePublished":"2026-04-18","description":"Retires ADR-0021's `user_input` / `external_post` / `sanitized` provenance flags as structurally non-functional. Companion to ADR-0028."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0030-withdraw-identity-blocks.md","@type":["ADR","TechArticle"],"name":"ADR-0030: Withdraw Identity Block Separation and History Wiring — Single Responsibility","identifier":"ADR-0030","status":"accepted — supersedes ADR-0024 and ADR-0025","datePublished":"2026-04-18","description":"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.","supersedes":["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"]}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0031-classification-as-query.md","@type":["ADR","TechArticle"],"name":"ADR-0031: Classification as Query — Substrate Principle for Self-Improving Memory","identifier":"ADR-0031","status":"accepted","datePublished":"2026-04-27","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0032-runtime-agent-stance.md","@type":["ADR","TechArticle"],"name":"ADR-0032: Stance — Contemplative Agent as a Runtime Agent (Withdrawn)","identifier":"ADR-0032","status":"withdrawn (2026-04-27)","datePublished":"2026-04-27","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0033-aap-quadrant-lens-usage-note.md","@type":["ADR","TechArticle"],"name":"ADR-0033: Note — Borrowing AAP's Four-Quadrant Lens as a Usage-Description Aid","identifier":"ADR-0033","status":"accepted (note)","datePublished":"2026-05-01","description":"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.","appliesTo":["https://shimo4228.github.io/shimo4228/vocab#aap/quadrant/llm-workflow","https://shimo4228.github.io/shimo4228/vocab#aap/quadrant/autonomous-agentic-loop"]}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0034-withdraw-memory-evolution-and-hybrid-retrieval.md","@type":["ADR","TechArticle"],"name":"ADR-0034: Withdraw Memory Evolution and BM25 Hybrid Retrieval — Cost Without Benefit","identifier":"ADR-0034","status":"accepted — supersedes ADR-0022","datePublished":"2026-05-05","description":"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.","supersedes":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0022-memory-evolution-and-hybrid-retrieval.md"}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0035-sunset-migration-surface-and-consolidate-artifact-extraction.md","@type":["ADR","TechArticle"],"name":"ADR-0035: Sunset ADR-0019 Migration Surface and Consolidate Artifact Extraction","identifier":"ADR-0035","status":"accepted","datePublished":"2026-05-05","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0036-sunset-skill-as-memory-loop.md","@type":["ADR","TechArticle"],"name":"ADR-0036: Sunset Skill-as-Memory Loop — Retire Router, Usage Log, and Reflect","identifier":"ADR-0036","status":"accepted — supersedes ADR-0023","datePublished":"2026-05-05","description":"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.","supersedes":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0023-skill-as-memory-loop.md"}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0037-memory-subsystem-yogacara-convergence.md","@type":["ADR","TechArticle"],"name":"ADR-0037: Memory Subsystem Converges to Yogācāra Frame; Paper-Borrowed Mechanisms Retired","identifier":"ADR-0037","status":"accepted","datePublished":"2026-05-05","description":"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."}
{"@id":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md","@type":["ADR","TechArticle"],"name":"ADR-0038: Re-introduce Moments of Recognition into the Distill Observation Target","identifier":"ADR-0038","status":"accepted","datePublished":"2026-05-13","description":"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.","belongsToPhase":"https://shimo4228.github.io/shimo4228/vocab#ca/phase/extract"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#concept/four-contemplative-axioms","@type":["Concept","DefinedTerm"],"name":"four contemplative axioms","description":"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.)."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#concept/security-by-absence","@type":["Concept","DefinedTerm"],"name":"security-by-absence","description":"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."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/concept/approval-gate-chain","@type":["Concept","DefinedTerm"],"name":"approval-gate chain","alternateName":[{"@value":"approval-gate chain","@language":"en"},{"@value":"承認ゲートの連鎖","@language":"ja"}],"description":"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."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/concept/akc-cycle-mapping","@type":["Concept","DefinedTerm"],"name":"AKC six-phase pipeline mapping","alternateName":[{"@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"}],"description":"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 / rule review cycles."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/concept/local-9b-stack","@type":["Concept","DefinedTerm"],"name":"local 9B stack on Apple Silicon","alternateName":[{"@value":"local 9B stack on Apple Silicon","@language":"en"},{"@value":"Apple Silicon 上の local 9B スタック","@language":"ja"}],"description":"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 local embedding pipeline."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/concept/moltbook-adapter","@type":["Concept","DefinedTerm"],"name":"Moltbook adapter","alternateName":[{"@value":"Moltbook adapter","@language":"en"},{"@value":"Moltbook アダプタ","@language":"ja"}],"description":"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."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","@type":["Concept","DefinedTerm"],"name":"AKC six-phase loop","alternateName":[{"@value":"AKC six-phase loop","@language":"en"},{"@value":"AKC 六相ループ","@language":"ja"}],"description":"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."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/concept/yogacara-aspect-split","@type":["Concept","DefinedTerm"],"name":"Yogācāra aspect split (相分 / 見分)","alternateName":[{"@value":"Yogācāra aspect split","@language":"en"},{"@value":"相分・見分の分離","@language":"ja"}],"description":"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`.","alignsWith":"https://shimo4228.github.io/shimo4228/vocab#ca/ref/yogacara-tradition","implementedBy":["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"]}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/concept/moment-of-recognition","@type":["Concept","DefinedTerm"],"name":"moment of recognition","alternateName":[{"@value":"moment of recognition","@language":"en"},{"@value":"気づきの瞬間","@language":"ja"}],"description":"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 (Singer), epiphanic memories (McDonald), and insight (Topolinski).","implementedBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md","groundedIn":["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"]}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/concept/worldview-integrity-check","@type":["Concept","DefinedTerm"],"name":"worldview-integrity check","alternateName":[{"@value":"worldview-integrity check","@language":"en"},{"@value":"世界観整合性チェック","@language":"ja"}],"description":"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.","derivesFrom":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0037-memory-subsystem-yogacara-convergence.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/concept/phase-crossing-observation","@type":["Concept","DefinedTerm"],"name":"phase-crossing observation","alternateName":[{"@value":"phase-crossing observation","@language":"en"},{"@value":"相を跨ぐ観察","@language":"ja"}],"description":"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 category.","appliesTo":["https://shimo4228.github.io/shimo4228/vocab#aap/quadrant/llm-workflow","https://shimo4228.github.io/shimo4228/vocab#aap/quadrant/autonomous-agentic-loop"]}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/phase/research","@type":["Phase","DefinedTerm"],"name":"Research Phase (AKC Phase 1)","alternateName":[{"@value":"Research","@language":"en"},{"@value":"リサーチ","@language":"ja"}],"description":"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.","partOf":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","order":1}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/phase/extract","@type":["Phase","DefinedTerm"],"name":"Extract Phase (AKC Phase 2)","alternateName":[{"@value":"Extract","@language":"en"},{"@value":"抽出","@language":"ja"}],"description":"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.","partOf":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","order":2,"realizedBy":["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-consolidate-artifact-extraction.md","https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md"]}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/phase/curate","@type":["Phase","DefinedTerm"],"name":"Curate Phase (AKC Phase 3)","alternateName":[{"@value":"Curate","@language":"en"},{"@value":"整理","@language":"ja"}],"description":"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.","partOf":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","order":3,"realizedBy":["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-discrete-categories-to-embedding-views.md","https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0026-retire-discrete-categories.md","https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0027-noise-as-seed.md"]}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/phase/promote","@type":["Phase","DefinedTerm"],"name":"Promote Phase (AKC Phase 4)","alternateName":[{"@value":"Promote","@language":"en"},{"@value":"昇格","@language":"ja"}],"description":"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.","partOf":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","order":4,"realizedBy":["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"]}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/phase/measure","@type":["Phase","DefinedTerm"],"name":"Measure Phase (AKC Phase 5)","alternateName":[{"@value":"Measure","@language":"en"},{"@value":"計測","@language":"ja"}],"description":"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.","partOf":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","order":5,"realizedBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0020-pivot-snapshots-for-replayability.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/phase/maintain","@type":["Phase","DefinedTerm"],"name":"Maintain Phase (AKC Phase 6)","alternateName":[{"@value":"Maintain","@language":"en"},{"@value":"保守","@language":"ja"}],"description":"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.","partOf":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","order":6,"realizedBy":["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-withdraw-memory-evolution-and-hybrid-retrieval.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-convergence.md"]}
{"@id":"https://github.com/shimo4228/contemplative-agent-rules","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"contemplative-agent-rules","description":"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.","url":"https://github.com/shimo4228/contemplative-agent-rules","extends":"https://doi.org/10.5281/zenodo.19212118","implements":"https://shimo4228.github.io/shimo4228/vocab#concept/four-contemplative-axioms","evaluatedBy":["https://shimo4228.github.io/shimo4228/vocab#ref/ailuminate","https://shimo4228.github.io/shimo4228/vocab#ref/ipd"]}
{"@id":"https://github.com/shimo4228/contemplative-agent-cloud","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"contemplative-agent-cloud","description":"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.","url":"https://github.com/shimo4228/contemplative-agent-cloud","extends":"https://doi.org/10.5281/zenodo.19212118"}
{"@id":"https://github.com/shimo4228/contemplative-agent-data","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"contemplative-agent-data","description":"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.","url":"https://github.com/shimo4228/contemplative-agent-data","extends":"https://doi.org/10.5281/zenodo.19212118"}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"agent-knowledge-cycle (AKC)","alternateName":[{"@value":"Agent Knowledge Cycle","@language":"en"},{"@value":"エージェント知識サイクル","@language":"ja"}],"description":"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 travels independently of any single runtime.","url":"https://github.com/shimo4228/agent-knowledge-cycle","siblingOf":"https://doi.org/10.5281/zenodo.19212118","definesConcept":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop"}
{"@id":"https://arxiv.org/abs/2504.15125","@type":["ExternalReference","ScholarlyArticle"],"name":"Laukkonen et al. (2025). Contemplative Artificial Intelligence","identifier":"arXiv:2504.15125","url":"https://arxiv.org/abs/2504.15125","description":"Source of the four contemplative axioms (mindfulness, emptiness, non-duality, boundless care) that ground the Contemplative Agent line."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/ref/beautiful-loop","@type":["ExternalReference","ScholarlyArticle"],"name":"Beautiful Loop paper","description":"Cited as a related-work entry point for active inference and contemplative loops. PubMed:40750007."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/ref/yogacara-tradition","@type":["ExternalReference","CreativeWork"],"name":"Yogācāra eight-consciousness tradition","description":"Buddhist contemplative tradition providing the conceptual frame for the three-layer memory architecture's grounding (ADR-0017)."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ref/ailuminate","@type":["ExternalReference","CreativeWork"],"name":"MLCommons AILuminate safety benchmark","description":"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."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ref/ipd","@type":["ExternalReference","ScholarlyArticle"],"name":"Axelrod (1984). The Evolution of Cooperation","description":"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."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/ref/singer-sdm","@type":["ExternalReference","ScholarlyArticle"],"name":"Singer (2004). Self-defining memories","description":"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.","referencedBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/ref/mcdonald-epiphanic","@type":["ExternalReference","ScholarlyArticle"],"name":"McDonald (2008). Epiphanic memories","description":"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.","referencedBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/ref/topolinski-insight","@type":["ExternalReference","ScholarlyArticle"],"name":"Topolinski & Reber (2010). Insight (Aha experience)","description":"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.","referencedBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0038-moment-of-recognition-distill.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/ref/openclaw","@type":["ExternalReference","SoftwareApplication"],"name":"OpenClaw (generic agent host runtime)","description":"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-category framing built around runtimes like OpenClaw.","referencedBy":["https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0032-runtime-agent-stance.md","https://github.com/shimo4228/contemplative-agent-rules"]}
{"@id":"https://arxiv.org/abs/2603.18743","@type":["ExternalReference","ScholarlyArticle"],"name":"Memento-Skills (2026). Skill-as-Memory architecture","identifier":"arXiv:2603.18743","url":"https://arxiv.org/abs/2603.18743","description":"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.","referencedBy":["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-convergence.md"]}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#ca/ref/hermes","@type":["ExternalReference","ScholarlyArticle"],"name":"Hermes (agent memory architecture)","description":"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.","referencedBy":"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0037-memory-subsystem-yogacara-convergence.md"}
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