@id string | @type unknown | name string | description string | url string | extends unknown | implementedBy unknown | definesConcept unknown | alignsWith unknown | siblingOf unknown | supersedes unknown | groundedIn unknown | realizedBy unknown | referencedBy unknown | isBasedOn unknown | alternateName list | creator dict | mainEntity string | sameAs list | identifier string | author dict | isPartOf string | implements string | level int64 | gatedBy string | status string | datePublished timestamp[s] | embodiesAxiom list | supersededBy string | partiallySupersededBy list | belongsToPhase string | withdrawnBy string | appliesTo list | derivesFrom string | partOf string | order int64 | evaluatedBy list | citation list | subjectOf list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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. | https://github.com/shimo4228/contemplative-agent-cloud | "https://doi.org/10.5281/zenodo.19212118" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent-mlx | [
"EcosystemRepo",
"SoftwareSourceCode"
] | contemplative-agent-mlx | Optional local MLX generation backend (Apple Silicon, mlx_lm.server) that routes generation to a local MLX runtime while keeping embeddings on Ollama. On-device only, no cloud egress, so it does not relax the no-cloud property — the same LLMBackend Protocol-injection shape as contemplative-agent-cloud. Relocated out of... | https://github.com/shimo4228/contemplative-agent-mlx | "https://doi.org/10.5281/zenodo.19212118" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 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. | https://github.com/shimo4228/contemplative-agent-data | "https://doi.org/10.5281/zenodo.19212118" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.19200726 | [
"ResearchLine",
"EcosystemRepo"
] | Agent Knowledge Cycle | 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... | https://github.com/shimo4228/agent-knowledge-cycle | null | null | "https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop" | null | "https://doi.org/10.5281/zenodo.19212118" | null | null | null | null | null | [
{
"@value": "Agent Knowledge Cycle",
"@language": "en"
},
{
"@value": "エージェント知識サイクル",
"@language": "ja"
},
"AKC"
] | null | null | null | 10.5281/zenodo.19200726 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.19652013 | [
"ResearchLine",
"EcosystemRepo"
] | Agent Attribution Practice | Harness-neutral ADRs on accountability distribution in autonomous AI agents, paired with four Business AI Quadrants. Practice sibling: AAP's judgments were extracted from this agent's operational practice and re-expressed stripped of project identifiers. | https://github.com/shimo4228/agent-attribution-practice | null | null | null | null | "https://doi.org/10.5281/zenodo.19212118" | null | null | null | null | null | [
{
"@value": "Agent Attribution Practice",
"@language": "en"
},
{
"@value": "エージェント帰責実践",
"@language": "ja"
},
"AAP"
] | null | null | null | 10.5281/zenodo.19652013 | null | null | null | null | null | null | null | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19212118 | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20263316 | [
"ResearchLine",
"EcosystemRepo"
] | Authorship Strategy | Normative framework, tactical catalog, and empirical baseline for being a known author under AI-mediated diffusion. Diffusion sibling: governs how this line's outputs (DOIs, knowledge graphs, datasets) diffuse and remain attributable outside the operator-agent pair; its non-dualistic scaffold-as-collaborator commitment... | https://github.com/shimo4228/authorship-strategy | null | null | null | null | "https://doi.org/10.5281/zenodo.19212118" | null | null | null | null | null | [
{
"@value": "Authorship Strategy",
"@language": "en"
},
{
"@value": "著者戦略",
"@language": "ja"
},
"AS"
] | null | null | null | 10.5281/zenodo.20263316 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20262112 | [
"ResearchLine",
"EcosystemRepo"
] | Attention, Not Self | Cross-disciplinary inquiry contrasting three Buddhist Abhidharma traditions with computational phenomenology. Vocabulary sibling: shares Buddhist phenomenological vocabulary with this line, but with asymmetric usage — this line applies it as an agent behavioral preset, Attention Not Self as a comparative cognitive fram... | https://github.com/shimo4228/attention-not-self | null | null | null | null | "https://doi.org/10.5281/zenodo.19212118" | null | null | null | null | null | [
{
"@value": "Attention, Not Self",
"@language": "en"
},
{
"@value": "アテンション、ノット・セルフ",
"@language": "ja"
},
"ANS"
] | null | null | null | 10.5281/zenodo.20262112 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20578272 | [
"ExternalReference",
"ScholarlyArticle"
] | Harness Alignment and Harness Drift: Why Intent, Unlike Correctness, Resists Automation | Companion position paper of the AKC sibling line, defining harness alignment (the continuous, human-gated activity of keeping an agent's harness aligned with operator intent) and harness drift, its failure mode, against the software-evolution and alignment literatures. Contemplative Agent is recorded in AKC (ADR-0018) ... | https://doi.org/10.5281/zenodo.20578272 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 10.5281/zenodo.20578272 | null | https://doi.org/10.5281/zenodo.19200726 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20353789 | [
"ExternalReference",
"ScholarlyArticle"
] | Distributing Accountability, Not Capability: Phase Separation and the LLM Workflow Quadrant in Autonomous AI Agent Architectures | Companion position paper of the AAP sibling line (architectural follow-up, essays 4-7). Names the LLM Workflow Quadrant as the missing positive name for the cell most current LLM applications occupy and introduces the Phase Separation axis. The four-quadrant lens it formalizes is borrowed by Contemplative Agent as a us... | https://doi.org/10.5281/zenodo.20353789 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 10.5281/zenodo.20353789 | null | https://doi.org/10.5281/zenodo.19652013 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20355907 | [
"ExternalReference",
"ScholarlyArticle"
] | The Two-Layer Black Box: Operator Visibility, Commercial Secrecy, and a Minimum Disclosure Set for Accountable Autonomous AI Agents | Companion position paper of the AAP sibling line (foundational trilogy, essays 1-3). Argues that an autonomous agent's opacity has two architecturally distinct causes — technical internalization into model weights (Layer 1) and commercial secrecy of scaffolding (Layer 2) — and proposes a minimum disclosure set grounded... | https://doi.org/10.5281/zenodo.20355907 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 10.5281/zenodo.20355907 | null | https://doi.org/10.5281/zenodo.19652013 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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. | https://arxiv.org/abs/2504.15125 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2504.15125 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2305.10250 | [
"ExternalReference",
"ScholarlyArticle"
] | Zhong et al. (2023). MemoryBank: Enhancing Large Language Models with Long-Term Memory | Source of the Ebbinghaus-style forgetting curve (strength = e^(−t/S), with S reinforced by access) that ADR-0021 adopted for pattern-level forgetting. The mechanism was retired by ADR-0028 as misplaced in the substrate layer, and ADR-0037 records it among the paper-borrowed mechanisms that did not survive validation in... | https://arxiv.org/abs/2305.10250 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2305.10250 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2310.08560 | [
"ExternalReference",
"ScholarlyArticle"
] | Packer et al. (2023). MemGPT: Towards LLMs as Operating Systems | OS-inspired virtual-memory management for LLM context, paging between in-context and external storage. Cited as the Core Memory analogue for Contemplative Agent's Identity layer in the three-layer memory architecture. | https://arxiv.org/abs/2310.08560 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2310.08560 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2501.13956 | [
"ExternalReference",
"ScholarlyArticle"
] | Rasmussen et al. (2025). Zep: A Temporal Knowledge Graph Architecture for Agent Memory | Bitemporal knowledge-graph memory keeping valid_from / valid_until on every edge. Source of the bitemporal pattern fields (valid_from / valid_until) adopted by ADR-0021, one of the surveyed mechanisms that remains in effect after the retirement series. | https://arxiv.org/abs/2501.13956 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2501.13956 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2502.12110 | [
"ExternalReference",
"ScholarlyArticle"
] | Xu et al. (2025). A-MEM: Agentic Memory for LLM Agents | Zettelkasten-style agentic memory in which new memories trigger LLM-driven evolution of related ones. Influenced ADR-0022's memory evolution mechanism; withdrawn by ADR-0034 after the targeted similarity band proved to contain near-duplicates that the LLM merely rephrased rather than genuinely related patterns. | https://arxiv.org/abs/2502.12110 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2502.12110 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2503.03704 | [
"ExternalReference",
"ScholarlyArticle"
] | Dong et al. (2025). Memory Injection Attacks on LLM Agents (MINJA) | Memory injection attack achieving 95%+ success against production agents. Demonstrated that the episode → pattern boundary is the critical vector, motivating ADR-0021's source_type provenance surface; the companion trust_score weighting was later retired by ADR-0051, leaving provenance in effect. | https://arxiv.org/abs/2503.03704 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2503.03704 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2504.19413 | [
"ExternalReference",
"ScholarlyArticle"
] | Choudhary et al. (2025). Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory | Production memory layer whose ADD / UPDATE / DELETE classification informed the distill-time quality gate. ADR-0021 considered and rejected wholesale adoption (external vector DB dependency violating the one-external-adapter principle), keeping only the write-classification idea. | https://arxiv.org/abs/2504.19413 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2504.19413 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2512.16962 | [
"ExternalReference",
"ScholarlyArticle"
] | MemoryGraft (2025). Persistent Compromise of LLM Agents via Poisoned Memory | Follow-up to the MINJA attack demonstrating persistent agent compromise through poisoned memory. Cited by ADR-0021 as evidence that a single crafted external post can permanently shape agent behavior, grounding the structural quarantine at the episode → pattern boundary. | https://arxiv.org/abs/2512.16962 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2512.16962 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2304.03442 | [
"ExternalReference",
"ScholarlyArticle"
] | Park et al. (2023). Generative Agents: Interactive Simulacra of Human Behavior | Origin of the memory stream with recency × importance × relevance retrieval and the reflection tree. Source of the importance-rating concept adopted by ADR-0009's importance score for pattern retrieval. | https://arxiv.org/abs/2304.03442 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2304.03442 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2309.02427 | [
"ExternalReference",
"ScholarlyArticle"
] | Sumers et al. (2023). Cognitive Architectures for Language Agents | CoALA framework providing the four-type memory taxonomy (working, episodic, semantic, procedural) used to position Contemplative Agent's three-layer memory architecture within the language-agent literature. | https://arxiv.org/abs/2309.02427 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | arXiv:2309.02427 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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). | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#ref/ailuminate | [
"ExternalReference",
"CreativeWork"
] | MLCommons AILuminate safety benchmark (2024) | 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. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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. | 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" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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. | 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" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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. | 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" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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... | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0032-runtime-agent-stance.md",
"https://github.com/shimo4228/contemplative-agent-rules"
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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. | https://arxiv.org/abs/2603.18743 | null | null | null | null | null | null | null | null | [
"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... | null | null | null | null | null | arXiv:2603.18743 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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. | 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" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-instruments.md | [
"ADR",
"TechArticle"
] | ADR-0071: Read-Only Pattern-Composition Instruments (View Supply / Diversity / Grounding) | Adds core/view_metrics.py: read-only pattern-composition instruments over Layer 2 (knowledge patterns). Three instruments — consumed-view supply (cosine-to-seed distributions restricted to the two views with real consumers: self_reflection → distill-identity, constitutional → amend-constitution), seed-independent diver... | null | null | null | null | null | null | 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/0050-epistemic-taxonomy-and-approval-lineage.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0060-p... | null | null | null | null | ADR-0071 | null | null | null | null | null | accepted | 2026-07-03T00:00:00 | null | null | null | null | null | null | null | null | null | null | [
"https://arxiv.org/abs/2512.13564",
"https://arxiv.org/abs/2603.07670",
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0015-self-reingestion-observability.md",
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0016-measuring-thinking-centric-phases.md"
] | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0072-echo-chamber-interventions.md | [
"ADR",
"TechArticle"
] | ADR-0072: Echo-Chamber Interventions — Register Instruction, Corpus-Grown Seed, Extraction-Failure Guard | Phase-two interventions against the echo chamber ADR-0071's instruments quantified, plus the curation the first readings demanded. (1) The live per-episode distill prompt gains a first-person, moment-indexed register instruction — drafted by the executing model itself (gemma4:e4b, prompt-model-match) — and an explicit ... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-instruments.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0060-per-episode-grounded-distill.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0019-discrete-... | null | null | null | null | ADR-0072 | null | null | null | null | null | accepted | 2026-07-03T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0073-prune-orphaned-view-seeds.md | [
"ADR",
"TechArticle"
] | ADR-0073: Prune the Five Orphaned View Seeds | Deletes the five view seeds whose consumers were retired long ago (the insight batch axes communication/reasoning/social/technical by ADR-0050, the ingest noise gate by ADR-0060) from both the repo templates and the live home (live copies soft-deleted to a dated backup). Only the two consumed views ship: self_reflectio... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0072-echo-chamber-interventions.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-instruments.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0019-discrete-ca... | null | null | null | null | ADR-0073 | null | null | null | null | null | accepted | 2026-07-03T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0074-weekly-staged-insight.md | [
"ADR",
"TechArticle"
] | ADR-0074: Weekly Staged Insight — Theme Detection, Pending Guard, Marker-on-Stage, LLM Novelty Gate, Exact Fast Clustering | Redefines insight's role from proportional knowledge-to-skill conversion to detecting when a new stable theme has accumulated, sized for the post-ADR-0060 inflow (~100 patterns/day). Five mechanisms: (1) exact fast average-linkage clustering via the Lance-Williams update (identical partitions to the retired naive merge... | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ADR-0074 | null | null | null | null | null | accepted | 2026-07-09T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0075-observability-by-default.md | [
"ADR",
"TechArticle"
] | ADR-0075: Observability by Default — Replayable Audit Logs Ship With the Feature | Elevates an implicit practice to a standing principle: any feature that performs external I/O, calls an LLM, or makes non-deterministic or heuristic decisions must ship its audit instrumentation in the same PR as the feature — append-only JSONL under MOLTBOOK_HOME/logs/, records sufficient for offline replay (untrusted... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0062-create-time-verification-handshake.md"
] | null | null | null | null | ADR-0075 | null | null | null | null | null | accepted | 2026-07-09T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0076-skill-selection-shadow-instrument.md | [
"ADR",
"TechArticle"
] | ADR-0076: Skill-Selection Shadow Instrument — Pass-1 LLM Applicability Observed, Not Enforced | Introduces a shadow-mode pass-1 LLM skill selection: before each content generation (comment / reply / cooperation post), one extra identity-prompt LLM call receives the situation plus the learned-skill catalog (name — description lines) and picks applicable skills; the result is recorded to logs/skill-selection-YYYY-M... | 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",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-instruments.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0075-observabil... | null | null | null | null | ADR-0076 | null | null | null | null | null | accepted | 2026-07-10T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0077-chaos-tdd-fault-injection.md | [
"ADR",
"TechArticle"
] | ADR-0077: Chaos-TDD Fault Injection — Seeded Fault Schedules as Test-First Specification (Pilot: distill) | Establishes deterministic chaos-TDD fault injection for the distill pipeline: faults are injected only at the two existing seams (a test-side ChaosBackend implementing the LLMBackend Protocol with explicit or seed-derived fault schedules, and the requests HTTP layer via the responses library), never via a production ho... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0060-per-episode-grounded-distill.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0075-observability-by-default.md"
] | null | null | null | null | ADR-0077 | null | null | null | null | null | accepted | 2026-07-13T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0078-otel-connection-via-vocabulary-and-offline-export.md | [
"ADR",
"TechArticle"
] | ADR-0078: OTel Connection via Vocabulary Mapping and Offline Export — Not Runtime Adoption | Maintains ADR-0075's rejection of runtime OpenTelemetry adoption (single local process, requests+numpy dependency floor, research-grade offline replay as the primary observability requirement) while connecting to the OTel ecosystem through two zero-runtime-impact routes: (1) a zero-dependency vocabulary mapping documen... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0075-observability-by-default.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0077-chaos-tdd-fault-injection.md"
] | null | null | null | null | ADR-0078 | null | null | null | null | null | accepted | 2026-07-16T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0079-module-reorganization-package-splits.md | [
"ADR",
"TechArticle"
] | ADR-0079: Module Reorganization — Package Splits, Permanent Facades, and Documented Size-Cap Exceptions | Resolves seven violations of the 800-line file-size cap by splitting on responsibility rather than line count, under a two-option shim rule: a compatibility layer is either a permanent facade (the import path is public API) or absent (clean break with tests migrated in the same commit) — never a temporary shim, because... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0001-core-adapter-separation.md"
] | null | null | null | null | ADR-0079 | null | null | null | null | null | accepted | 2026-07-18T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0080-north-star-layered-end-state.md | [
"ADR",
"TechArticle"
] | ADR-0080: North Star — Per-Layer End-State Definition, Not a Capability Target | Worldview ADR fixing the program's north star as per-layer completion conditions rather than a capability target. Mechanism layer (code): done = the layer stops moving — changes become repair-only; the ADR-0071/0075/0077 instrument/audit/chaos-TDD line is read as convergence toward 'trustworthy enough not to touch'. Va... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0002-paper-faithful-ccai.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0017-yogacara-eight-consciousness-frame.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0050-epistemic-taxonomy-and-ap... | null | null | null | null | ADR-0080 | null | null | null | null | null | accepted | 2026-07-20T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0081-skill-selection-two-pass-injection-enforcement.md | [
"ADR",
"TechArticle"
] | ADR-0081: Skill-Selection Two-Pass Injection Enforcement | Enforces the ADR-0076 shadow skill selection as two-pass injection on the three observed generation paths (comment / reply / cooperation post): pass 1 = the existing selector call, pass 2 = generation with only the selected skill bodies in the <learned_skills> block (learned rules unchanged; post_title reuses cooperati... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0076-skill-selection-shadow-instrument.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0074-weekly-staged-insight.md"
] | null | null | null | null | ADR-0081 | null | null | null | null | null | accepted | 2026-07-24T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0082-retire-observed-epistemic-key.md | [
"ADR",
"TechArticle"
] | ADR-0082: Retire the observed Epistemic Key — Delete the Dead Field, Not the Warning About It | Retires the ADR-0050 observed epistemic kind and its external_reply arm, leaving epistemic_counts as a {generated, unknown} tally. ADR-0060 restricted distillation to activity records (all self → self_reflection → generated), making the only external_reply producer unreachable, so observed had been structurally zero ac... | null | null | null | null | null | null | "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0050-epistemic-taxonomy-and-approval-lineage.md" | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0050-epistemic-taxonomy-and-approval-lineage.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0060-per-episode-grounded-distill.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-p... | null | null | null | null | ADR-0082 | null | null | null | null | null | accepted | 2026-07-25T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0083-episode-logs-enter-the-weekly-prompt-as-hashes-only.md | [
"ADR",
"TechArticle"
] | ADR-0083: Episode Logs Enter the Weekly Prompt as Hashes Only | Adds cross_day_duplicate_scan.py as the weekly report's third deterministic intake (after the log-anomaly sweep over the event stream and the state-invariant check over accumulated state) and defines the condition under which an intake may read the episode logs at all. Context: the report's C — Duplicate section assert... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0040-separate-code-level-findings.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0075-observability-by-default.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0077-chaos-tdd-fault-injection.... | null | null | null | null | ADR-0083 | null | null | null | null | null | accepted | 2026-07-25T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0084-post-distill-durability-gate.md | [
"ADR",
"TechArticle"
] | ADR-0084: Post-Distill Durability Gate — Judge the Produced Patterns, Not the Episode | Moves the durability verdict OUT of the distill prompt and AFTER pattern production. Context: distill emitted a near-constant quota — measured 2026-07-26 over 1,700 live episodes, patterns-per-episode median 2.00 (1:313/2:985/3:392) with only 2 episodes (0.1%) returning zero, and per-day pat/ep flat at 1.82-2.18, so ou... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0053-importance-encoding-time-significance.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0056-retire-importance-llm-scoring.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0060-per-episode-... | null | null | null | null | ADR-0084 | null | null | null | null | null | accepted | 2026-07-26T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0085-unattended-weekly-fix-chain-single-saturday-gate.md | [
"ADR",
"TechArticle"
] | ADR-0085: Unattended Weekly Fix Chain with a Single Saturday Gate | Ships scripts/weekly-pipeline.sh (launchd com.moltbook.weekly-pipeline, Sat 09:00, replacing --weekly-analysis) — an unattended chain that runs the existing weekly report as Stage 1, then diagnosis (the weekly-report-diagnosis skill in a separate headless claude -p session), deterministic F1 parsing (scripts/parse_find... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0012-human-approval-gate.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0013-shelve-coding-agent-skills.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0040-separate-code-level-findings.md",... | null | null | null | null | ADR-0085 | null | null | null | null | null | accepted | 2026-07-29T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0086-submolt-scope-instrument-before-autonomy.md | [
"ADR",
"TechArticle"
] | ADR-0086: Submolt Scope — Instrument the Question Before Handing Over the Answer | Builds a read-only submolt-scope instrument instead of granting the agent autonomy over which submolts it works in. Context: the scope is eight names an operator picked by hand, and three code facts block handing that choice over. (1) subscribed_submolts is one field doing two structurally different jobs — feed source ... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0007-security-boundary-model.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0044-remove-topic-keywords.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-inst... | null | null | null | null | ADR-0086 | null | null | null | null | null | accepted | 2026-08-01T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0087-optional-token-counting-capability-for-the-context-budget-guard.md | [
"ADR",
"TechArticle"
] | ADR-0087: An Optional count_tokens Capability for the Context-Budget Guard | Lets a backend that owns a real tokenizer measure the C2 context-budget pre-flight, while leaving the conservative estimator as the default. Context: ADR-0066 deliberately hardened _estimate_tokens into an upper bound (ASCII ~3 chars/token, non-ASCII/CJK 2 tokens/char) because under-counting was the failure that let a ... | null | null | null | null | null | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0053-importance-encoding-time-significance.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0056-retire-importance-llm-scoring.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0066-backend-awar... | null | null | null | null | ADR-0087 | null | null | null | null | null | accepted | 2026-08-01T00:00:00 | null | null | null | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#ca/concept/pattern-composition-instruments | [
"Concept",
"DefinedTerm"
] | pattern-composition instruments | Read-only distributions over Layer 2 knowledge patterns: consumed-view supply and seed-independent diversity (the echo-chamber detector). Instruments are observability, never intervention — they feed the operator, not gates or ranking. Calibrated by a three-point scale: unrelated-text floor cosine, corpus pairwise mean... | null | null | null | null | null | null | null | null | null | null | null | [
{
"@value": "pattern-composition instruments",
"@language": "en"
},
{
"@value": "パターン組成計器",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | [
"https://shimo4228.github.io/shimo4228/vocab#memory-layer/knowledge"
] | null | null | null | null | null | [
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-instruments.md",
"https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0072-echo-chamber-interventions.md"
] |
https://arxiv.org/abs/2512.13564 | [
"ExternalReference",
"ScholarlyArticle"
] | Memory in the Age of AI Agents: A Survey (2025) | Survey unifying the fragmented agent-memory literature under a Forms / Functions / Dynamics framework. Cited by ADR-0071 as evidence that memory-distillation pipelines are converging on the same three-layer-plus-distill structure, which motivates instrumenting this repo's differentiator (the views layer) rather than ad... | https://arxiv.org/abs/2512.13564 | null | null | null | null | null | null | null | null | "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-instruments.md" | null | null | null | null | null | arXiv:2512.13564 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://arxiv.org/abs/2603.07670 | [
"ExternalReference",
"ScholarlyArticle"
] | Memory for Autonomous LLM Agents: Mechanisms, Evaluation, and Emerging Frontiers (2026) | Formalizes agent memory as a write–manage–read loop with a three-dimensional taxonomy (temporal scope, representational substrate, control policy). Cited by ADR-0071 for the same convergence argument; supplies field-standard vocabulary the instruments' readings can be anchored to. | https://arxiv.org/abs/2603.07670 | null | null | null | null | null | null | null | null | "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-instruments.md" | null | null | null | null | null | arXiv:2603.07670 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0015-self-reingestion-observability.md | [
"ExternalReference",
"TechArticle"
] | AKC ADR-0015: Self-reingestion observability (visibility without intervention) | Sibling-repo decision: make the self-generated share of memory visible as a Measure-phase observability concern while changing no retrieval, ranking, or promotion. ADR-0071 adopts the same shape for all three instruments. | https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0015-self-reingestion-observability.md | null | null | null | null | null | null | null | null | "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-instruments.md" | null | null | null | null | null | AKC ADR-0015 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0016-measuring-thinking-centric-phases.md | [
"ExternalReference",
"TechArticle"
] | AKC ADR-0016: Measuring thinking-centric phases (a biased instrument is worse than none) | Sibling-repo decision on instrument design: report per-phase character rather than single counts, and treat a systematically biased instrument as worse than no instrument. ADR-0071's fixed ambiguity note (empty/low view supply is undecidable between missing patterns and a stale seed) implements that lesson. | https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0016-measuring-thinking-centric-phases.md | null | null | null | null | null | null | null | null | "https://github.com/shimo4228/contemplative-agent/blob/main/docs/adr/0071-read-only-pattern-composition-instruments.md" | null | null | null | null | null | AKC ADR-0016 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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