@id string | @type unknown | name string | description string | isBasedOn string | mainEntity string | about unknown | contrastsWith unknown | siblingOf unknown | alternateName unknown | author unknown | derivesFrom unknown | groundedIn unknown | identifier string | url string | isPartOf string | workExample list | subjectOf string | definesConcept list | ordinal int64 | level int64 | extends string | hasFailureMode string | implements string | sameAs list | datePublished string | encodingFormat string | appliesTo string | programmingLanguage string | codeRepository string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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 | [
"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." | null | "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 | 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 | [
"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." | null | "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 | 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 | "https://shimo4228.github.io/shimo4228/vocab#concept/scaffold-dissolution" | null | null | null | "Lin, H. et al." | null | "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 | 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 | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/two-stage-distill" | null | null | null | "Agyemang, J. O. et al." | null | "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 | 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 | [
"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." | null | "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 | 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 | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/intent-alignment" | null | null | null | "Wang, P. et al." | null | "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 | 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 | "https://shimo4228.github.io/shimo4228/vocab#concept/scaffold-dissolution" | null | null | null | "Gao, X. et al." | null | [
"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 | 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 | "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 | null | null | null | application/schema+json | https://shimo4228.github.io/shimo4228/vocab#memory-layer/episode-log | 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 | "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 | null | null | null | application/schema+json | https://shimo4228.github.io/shimo4228/vocab#memory-layer/knowledge | 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 | 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 | https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop | 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 | "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 | 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 | 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 | 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 | 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 | 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 | 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 | null |
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