@id string | @type unknown | name string | description string | isBasedOn string | mainEntity string | contrastsWith unknown | implements unknown | about unknown | alternateName unknown | siblingOf unknown | derivesFrom unknown | author unknown | groundedIn unknown | identifier string | url string | isPartOf string | workExample list | subjectOf string | definesConcept list | ordinal int64 | level int64 | extends string | hasFailureMode string | appliesTo string | sameAs list | datePublished string | encodingFormat string | programmingLanguage string | codeRepository string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
https://shimo4228.github.io/shimo4228/vocab#prior-art/belief-deviation | [
"ExternalReference",
"ScholarlyArticle"
] | Meta-Cognitive Memory Policy Optimization for Long-Horizon LLM Agents | One of three further 2026 drift coinages audited in the position paper's pre-deposit sweep (§6): belief deviation over long horizons. Its reference list contains no classical software-evolution literature — part of the disconnection harness drift bridges by reference. | null | null | null | null | null | null | null | null | "Liu, Z. et al." | "https://doi.org/10.5281/zenodo.20578272" | arXiv:2605.30159 | https://arxiv.org/abs/2605.30159 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/geo | [
"ExternalReference",
"ScholarlyArticle"
] | GEO: Generative Engine Optimization | Measurement framework behind the geo-writer snapshot in ADR-0010 — the first Measure-phase self-application to AKC's own documentation. The README is scored before and after the cognitive-economy change on GEO-derived checks (entity density, question-heading prominence, chunk self-containment, definition density), with... | null | null | null | null | null | null | null | null | "Aggarwal, P. et al." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md" | arXiv:2311.09735 | https://arxiv.org/abs/2311.09735 | null | null | null | null | null | null | null | null | null | null | 2023 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/intrinsic-metacognitive-learning | [
"ExternalReference",
"ScholarlyArticle"
] | Truly Self-Improving Agents Require Intrinsic Metacognitive Learning | Taxonomy named in ADR-0005's defense of the human approval gate. In its intrinsic/extrinsic distinction, AKC's gate is extrinsic metacognition — a human-designed loop with a human evaluator at the decision point — and stays so by design, not by immaturity: behavior-modifying writes remain gated because they are where t... | null | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/human-approval-gate" | null | null | null | "Liu & van der Schaar" | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md" | arXiv:2506.05109 | https://arxiv.org/abs/2506.05109 | null | null | null | null | null | null | null | null | null | null | 2025 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/externalization-review | [
"ExternalReference",
"ScholarlyArticle"
] | Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering | Field map named in ADR-0013's Related-Work positioning. Frames the field as three coupled forms of externalization — memory, skills, protocols — coordinated by harness engineering as the unification layer; AKC accepts that it sits squarely inside this frame, overlapping the memory and skills quadrants, and locates its ... | null | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#concept/three-layer-structure" | null | null | null | "Zhou et al." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2604.08224 | https://arxiv.org/abs/2604.08224 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/skillops | [
"ExternalReference",
"ScholarlyArticle"
] | SkillOps: Managing LLM Agent Skill Libraries as Self-Maintaining Software Ecosystems | Prior art named in ADR-0013's 2026-06-25 addendum. Frames 'skill technical debt' and a four-dimension library-health diagnosis (utility, compatibility, risk, validation), and proposes a self-maintaining skill ecosystem that prunes, validates, and de-duplicates skills autonomously — the Curate and Maintain operations ru... | null | null | null | null | null | null | null | null | "Pu, Song & Zhao" | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2605.13716 | https://arxiv.org/abs/2605.13716 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/skill-lifecycle-sok | [
"ExternalReference",
"ScholarlyArticle"
] | SoK: Agentic Skills — Beyond Tool Use in LLM Agents | Field map named in ADR-0013's 2026-06-25 addendum. Maps a seven-stage skill lifecycle (discovery, practice, distillation, storage, retrieval, execution, evaluation/update) for the skill layer the way the Externalization survey maps the broader field. AKC's six-phase cycle overlaps this lifecycle; the delta is not the s... | null | null | null | null | null | null | null | null | "Jiang et al." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2602.20867 | https://arxiv.org/abs/2602.20867 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/skillsbench | [
"ExternalReference",
"ScholarlyArticle"
] | How Well Do Agentic Skills Work in the Wild: Benchmarking LLM Skill Usage in Realistic Settings | Empirical corroboration named in ADR-0013's 2026-06-25 addendum. Finds that skill benefits are fragile — degrading toward the no-skill baseline as the library grows large and uncurated and the agent must retrieve from many real-world skills rather than be handed a hand-crafted one. Independent support for ADR-0010's cl... | null | null | null | null | null | null | null | null | "Liu et al." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2604.04323 | https://arxiv.org/abs/2604.04323 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/sdb-runtime-patterns | [
"ExternalReference",
"ScholarlyArticle"
] | A Methodology for Selecting and Composing Runtime Architecture Patterns for Production LLM Agents | Corroboration named in ADR-0013's 2026-07-08 addendum. Names the stochastic-deterministic boundary (SDB) — a four-part contract of proposer, verifier, commit step, and reject signal — as the load-bearing primitive of production agent runtimes, and organizes runtime design into coordination, state, and control concerns ... | null | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/code-llm-layering" | null | null | null | "Srinivasan, V." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2605.20173 | https://arxiv.org/abs/2605.20173 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/context-engineering-2 | [
"ExternalReference",
"ScholarlyArticle"
] | Context Engineering 2.0: The Context of Context Engineering | Corroboration named in ADR-0013's 2026-07-08 addendum. Treats the selection and shaping of what reaches the model as a discipline in its own right, with a history predating LLMs. Independent convergence with signal-first (information that changes no action is not taken in) and cognitive economy (attention managed as th... | null | null | null | null | [
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/signal-first",
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/cognitive-economy"
] | null | null | null | "Hua, Q. et al." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2510.26493 | https://arxiv.org/abs/2510.26493 | null | null | null | null | null | null | null | null | null | null | 2025 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/cognitive-divergence | [
"ExternalReference",
"ScholarlyArticle"
] | The Cognitive Divergence: AI Context Windows, Human Attention Decline, and the Delegation Feedback Loop | Corroboration named in ADR-0013's 2026-07-08 addendum. Quantifies the asymmetry cognitive economy assumes — model context windows expanding roughly 3,906-fold (2017-2026) while human effective context span contracts — and names a self-reinforcing delegation feedback loop, the coupling ADR-0014 records as delegation-fee... | null | null | null | null | [
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/cognitive-economy",
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/loop-failure-modes"
] | null | null | null | "Eliav, N." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2603.26707 | https://arxiv.org/abs/2603.26707 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/skillc | [
"ExternalReference",
"ScholarlyArticle"
] | SKILLC: Learning Autonomous Skill Internalization in LLM Agents via Contrastive Credit Assignment | Corroboration named in ADR-0013's 2026-07-08 addendum. Converts the gap between skill-injected and skill-free rollouts into a direct learning signal for skill internalization, withdrawing the scaffold as the gap closes — scaffold dissolution operationalized as a measurable, driveable process rather than an end-state as... | null | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#concept/scaffold-dissolution" | null | null | null | "Lin, H. et al." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2605.27899 | https://arxiv.org/abs/2605.27899 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/format-cost-separation | [
"ExternalReference",
"ScholarlyArticle"
] | When Agents Go Quiet: Output Generation Capacity and Format-Cost Separation for LLM Document Synthesis | Corroboration named in ADR-0013's 2026-07-08 addendum. Proves a Format-Cost Separation Theorem: deferred rendering is at least as token-efficient as direct generation for any format whose overhead multiplier exceeds one. Upgrades ADR-0004's two-stage distill pipeline — think free-form first, format second — from an emp... | null | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/two-stage-distill" | null | null | null | "Agyemang, J. O. et al." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2604.16736 | https://arxiv.org/abs/2604.16736 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/verification-bottleneck | [
"ExternalReference",
"ScholarlyArticle"
] | AI, Metacognition, and the Verification Bottleneck: A Three-Wave Longitudinal Study of Human Problem-Solving | Corroboration named in ADR-0013's 2026-07-08 addendum. A three-wave longitudinal record of the loop failure modes in a human population: participants leaned on AI most heavily for the hardest tasks, exactly where their verification confidence and accuracy were lowest — the bidirectional growth loop observed running in ... | null | null | null | null | [
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/loop-failure-modes",
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/bidirectional-growth-loop"
] | null | null | null | "Huemmer, M. et al." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2601.17055 | https://arxiv.org/abs/2601.17055 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/agent-human-interaction-security | [
"ExternalReference",
"ScholarlyArticle"
] | Reframing LLM Agent Security as an Agent-Human Interaction Problem | Corroboration named in ADR-0013's 2026-07-08 addendum. Analyzes 59 academic papers against 21 production agent systems: the academically favored mechanisms (intent anchoring, trust labeling) see zero production deployment while human-centric mechanisms — policy specification, runtime approval, scope configuration — dom... | null | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/intent-alignment" | null | null | null | "Wang, P. et al." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2605.24309 | https://arxiv.org/abs/2605.24309 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/evoagentbench | [
"ExternalReference",
"ScholarlyArticle"
] | EvoAgentBench: Benchmarking Agent Self-Evolution via Ability Transfer | Controlled corroboration named in ADR-0013's 2026-07-23 addendum, and the external evidence base of ADR-0022. Benchmarks agent self-evolution as ability transfer under an ability-supported yet instance-disjoint split (528/267 train/test; every test task backed by verified training-side ability support, no instance repe... | null | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#concept/scaffold-dissolution" | null | null | null | "Gao, X. et al." | [
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md",
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0022-transfer-as-completion-test-for-dissolution.md"
] | arXiv:2607.05202 | https://arxiv.org/abs/2607.05202 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/contextual-memory-memo | [
"ExternalReference",
"ScholarlyArticle"
] | Contextual Agentic Memory is a Memo, Not True Memory | Paradigm challenge named in ADR-0013's 2026-08-08 addendum — the first entry that disputes the class AKC belongs to rather than conceding precedent or supplying evidence. Argues that vector stores, RAG, scratchpads, and context-window management 'do not implement memory: they implement lookup', a category error framed ... | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md" | null | "https://shimo4228.github.io/shimo4228/vocab#concept/three-layer-structure" | null | null | null | "Xu, B., Dai, X. & Zhang, K." | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | arXiv:2604.27707 | https://arxiv.org/abs/2604.27707 | null | null | null | null | null | null | null | null | null | null | 2026 | null | null | null |
https://github.com/shimo4228/agent-knowledge-cycle/blob/main/schemas/episode-log.schema.json | [
"CreativeWork",
"DataDownload"
] | Episode log JSON schema | JSON schema for the Layer 1 episode log record. Append-only, daily-partitioned JSONL with owner-only permissions. Codifies the immutable source-of-truth shape (ADR-0002). | null | null | null | null | null | null | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0002-immutable-episode-log.md" | null | null | null | null | null | null | null | null | null | null | https://shimo4228.github.io/shimo4228/vocab#memory-layer/episode-log | null | null | application/schema+json | null | null |
https://github.com/shimo4228/agent-knowledge-cycle/blob/main/schemas/knowledge.schema.json | [
"CreativeWork",
"DataDownload"
] | Knowledge store JSON schema | JSON schema for the Layer 2 knowledge record. Time-decayed and forbidden-substring validated patterns distilled from Layer 1 episodes (ADR-0003). | null | null | null | null | null | null | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0003-three-layer-distillation.md" | null | null | null | null | null | null | null | null | null | null | https://shimo4228.github.io/shimo4228/vocab#memory-layer/knowledge | null | null | application/schema+json | null | null |
https://github.com/shimo4228/agent-knowledge-cycle/tree/main/examples/minimal_harness | "SoftwareSourceCode" | minimal_harness reference implementation | ~500-line dependency-free Python reference demonstrating the three memory layers and the two-stage distill pipeline. Runs the cycle on behavioral patterns; the mechanism demo for ADR-0011 genre-neutrality (falsifiable commitment #1). Runnable end-to-end with `python3 -m examples.minimal_harness.demo`. | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop" | null | null | null | null | null | [
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0003-three-layer-distillation.md",
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0004-two-stage-distill-pipeline.md",
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0011-cycle-applies-to-any-k... | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Python | https://github.com/shimo4228/agent-knowledge-cycle |
https://github.com/shimo4228/akc-cycle | "TechArticle" | akc-cycle (single-file cycle rules) | The install entry point for the AKC cycle: a single rules file copy-installable to any agent's rules directory (installs all six phases without the skill repos), plus — since v1.1.0 — a Claude Code plugin bundling the nine cycle-phase skills and their two subagents. Published as a standalone repository that is also its... | null | null | null | null | null | null | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/when-code-when-llm | "TechArticle" | when-code-when-llm (design-pattern skill) | Per-task decision: is this property structural or semantic? Long-form 'how' guide paired 1:1 with ADR-0008. Provides concrete patterns, code sketches, and audit checklists to operationalize the code-vs-LLM choice. | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/code-llm-layering" | null | null | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/code-and-llm-collaboration | "TechArticle" | code-and-llm-collaboration (design-pattern skill) | Per-pipeline decision: how to layer code and LLM. Long-form 'how' guide paired 1:1 with ADR-0008. Realizes the four code-LLM layering patterns (guard, filter, judge, orchestrator) with concrete pipeline sketches. | null | null | null | [
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/code-llm-layering",
"https://shimo4228.github.io/shimo4228/vocab#akc/pattern/guard",
"https://shimo4228.github.io/shimo4228/vocab#akc/pattern/filter",
"https://shimo4228.github.io/shimo4228/vocab#akc/pattern/judge",
"https://shimo4228.github.io/shimo4... | null | null | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/signal-first-research | "TechArticle" | signal-first-research (design-pattern skill) | Designing a research intake filter that admits only information likely to change the next action. Long-form 'how' guide paired 1:1 with ADR-0010. Operationalizes the signal-first principle as a Research-phase filter. | null | null | null | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/signal-first" | null | null | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md" | 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/ai-native-sdlc-correspondence.md | "TechArticle" | AKC and the AI-Native SDLC Playbook (correspondence) | Two-loop positioning against Anthropic's AI-native SDLC playbook (published 2026-08-21; pinned to the 2026-08-24 archived version): the playbook's six stages run the product loop, while the configuration-maintenance habits it scatters across Stages 3-6 are AKC's harness loop left unnamed. Flags the Maintain false frien... | null | null | null | null | null | null | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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