@id string | @type unknown | name string | description string | isBasedOn string | mainEntity string | about unknown | groundedIn unknown | sameAs unknown | derivesFrom unknown | contrastsWith unknown | alternateName unknown | siblingOf unknown | author unknown | identifier string | url string | isPartOf string | workExample list | subjectOf string | definesConcept list | ordinal int64 | level int64 | extends string | hasFailureMode string | implements string | datePublished string | encodingFormat string | appliesTo string | programmingLanguage string | codeRepository string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
https://github.com/shimo4228/agent-knowledge-cycle#knowledge-graph | [
"Dataset",
"CreativeWork"
] | Agent Knowledge Cycle Knowledge Graph | Canonical machine-readable relationship map for the Agent Knowledge Cycle line. Encodes the six phases, the current phase-to-skill scaffolding (a mutable snapshot, not a fixed bijection; ADR-0019), the three memory layers (shared with Contemplative Agent), the four code-LLM layering patterns, load-bearing concepts (sig... | https://github.com/shimo4228/agent-knowledge-cycle | https://doi.org/10.5281/zenodo.19200726 | 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",
"ScholarlyArticle"
] | Agent Knowledge Cycle | Six-phase bidirectional growth loop in which agent behavior and the operator's judgment co-develop over time, sustaining intent alignment that tests cannot check on their own. Three stacked layers — principles (ADRs), patterns (design-pattern skills), and implementation (composable skills) — decouple rate of change. Re... | null | null | null | null | "https://www.wikidata.org/wiki/Q140090186" | "https://doi.org/10.5281/zenodo.19212118" | [
"https://shimo4228.github.io/shimo4228/vocab#prior-art/coala",
"https://shimo4228.github.io/shimo4228/vocab#prior-art/voyager",
"https://shimo4228.github.io/shimo4228/vocab#prior-art/generative-agents",
"https://shimo4228.github.io/shimo4228/vocab#prior-art/memgpt",
"https://shimo4228.github.io/shimo4228/vo... | [
{
"@value": "Agent Knowledge Cycle",
"@language": "en"
},
{
"@value": "エージェント知識サイクル",
"@language": "ja"
},
"AKC"
] | [
"https://doi.org/10.5281/zenodo.19212118",
"https://doi.org/10.5281/zenodo.19652013",
"https://doi.org/10.5281/zenodo.20263316",
"https://doi.org/10.5281/zenodo.20262112"
] | {
"@id": "https://orcid.org/0009-0002-6168-4162"
} | 10.5281/zenodo.19200726 | https://github.com/shimo4228/agent-knowledge-cycle | https://github.com/shimo4228/shimo4228 | [
"https://doi.org/10.5281/zenodo.19212118",
"https://github.com/shimo4228/agent-knowledge-cycle/tree/main/examples/minimal_harness"
] | https://doi.org/10.5281/zenodo.20578272 | [
"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop",
"https://shimo4228.github.io/shimo4228/vocab#concept/three-layer-structure",
"https://shimo4228.github.io/shimo4228/vocab#concept/scaffold-dissolution",
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/signal-first",
"https://shim... | null | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc-phase/research | [
"Phase",
"DefinedTerm"
] | Research phase | First of six AKC phases. Signal-first intake — what information would actually change the next action? Currently scaffolded by the search-first skill (a snapshot, mutable; ADR-0019). | null | null | null | null | null | null | null | [
{
"@value": "Research",
"@language": "en"
},
{
"@value": "Research（探索）",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc-phase/extract | [
"Phase",
"DefinedTerm"
] | Extract phase | Second of six AKC phases. Capture reusable patterns from sessions with quality gates before they are saved. Currently scaffolded by the learn-eval skill (a snapshot, mutable; ADR-0019). | null | null | null | null | null | null | null | [
{
"@value": "Extract",
"@language": "en"
},
{
"@value": "Extract（抽出）",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | 2 | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc-phase/curate | [
"Phase",
"DefinedTerm"
] | Curate phase | Third of six AKC phases. Audit accumulated skills and rules for staleness, conflicts, and redundancy. Currently scaffolded by three scaffolds (a snapshot, mutable; ADR-0019): skill-health (structural / code — a missing-artifact, dangling-reference scan) clears structural debt before the semantic / judgment layers audit... | null | null | null | null | null | null | null | [
{
"@value": "Curate",
"@language": "en"
},
{
"@value": "Curate（選別）",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | 3 | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc-phase/promote | [
"Phase",
"DefinedTerm"
] | Promote phase | Fourth of six AKC phases. Distill cross-cutting principles whose recurrence across skills, memory, and conversation has itself become the signal into rules — a holistic judgment, not a numeric threshold. Currently scaffolded by the rules-distill skill (a snapshot, mutable; ADR-0019). | null | null | null | null | null | null | null | [
{
"@value": "Promote",
"@language": "en"
},
{
"@value": "Promote（昇格）",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | 4 | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc-phase/measure | [
"Phase",
"DefinedTerm"
] | Measure phase | Fifth of six AKC phases. Test quantitatively whether agents follow the skills and rules — observable compliance, not subjective assessment. The observable surface includes agent text, not only tool calls: thinking-centric phases (Research, Curate) carry their compliance in reasoning, verdicts, and plans, so a Measure i... | null | null | null | null | null | null | null | [
{
"@value": "Measure",
"@language": "en"
},
{
"@value": "Measure（測定）",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | 5 | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc-phase/maintain | [
"Phase",
"DefinedTerm"
] | Maintain phase | Sixth of six AKC phases. Audit documentation roles for overlap and stale content; keep CLAUDE.md / CODEMAPS / ADR / README clean. Currently scaffolded by two scaffolds (a snapshot, mutable; ADR-0019): context-sync audits documentation role coherence and freshness; repo-asset-stocktake audits the repository's other non-... | null | null | null | null | null | null | null | [
{
"@value": "Maintain",
"@language": "en"
},
{
"@value": "Maintain（保守）",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | 6 | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#memory-layer/episode-log | [
"MemoryLayer",
"DefinedTerm"
] | Episode Log (Layer 1) | Layer 1 of the three-layer memory architecture (ADR-0003): raw, immutable JSONL episode logs. The owner-only source-of-truth from which higher layers are distilled. | null | null | null | null | null | null | null | [
{
"@value": "Episode Log",
"@language": "en"
},
{
"@value": "エピソードログ",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#memory-layer/knowledge | [
"MemoryLayer",
"DefinedTerm"
] | Knowledge (Layer 2) | Layer 2 of the three-layer memory architecture (ADR-0003): distilled patterns, time-decayed and forbidden-substring validated. Promoted from Layer 1; gated when promoted further to Layer 3. | null | null | null | null | null | null | null | [
{
"@value": "Knowledge Layer",
"@language": "en"
},
{
"@value": "知識層",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | null | 2 | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#memory-layer/identity | [
"MemoryLayer",
"DefinedTerm"
] | Identity / Rules / Constitution (Layer 3) | Layer 3 of the three-layer memory architecture (ADR-0003): persona, ranked skills, cross-cutting rules. Deterministic. Every write into this layer — skills, rules, and persona alike — passes the human approval gate (ADR-0005). | null | null | null | null | null | null | null | [
{
"@value": "Identity Layer",
"@language": "en"
},
{
"@value": "アイデンティティ層",
"@language": "ja"
}
] | null | null | null | null | null | null | null | null | null | 3 | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0002-immutable-episode-log.md | [
"ADR",
"TechArticle"
] | ADR-0002: Immutable Episode Log as Source of Truth | The raw episode log is append-only and immutable; every higher layer is a derivation. Treats accumulated state as the auditable trail rather than as authority. | 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/agent-knowledge-cycle/blob/main/docs/adr/0003-three-layer-distillation.md | [
"ADR",
"TechArticle"
] | ADR-0003: Three-Layer Distillation (Raw → Knowledge → Identity / Rules) | The memory architecture: Layer 1 raw, Layer 2 knowledge, Layer 3 identity / rules. Decouples rate of change so principles stay stable while implementations evolve independently. | 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/agent-knowledge-cycle/blob/main/docs/adr/0004-two-stage-distill-pipeline.md | [
"ADR",
"TechArticle"
] | ADR-0004: Two-Stage Distill Pipeline (Free-form → Format) | Free-form reasoning followed by structured formatting. Decouples thinking from formatting so the model is not asked to do both simultaneously. | 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/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md | [
"ADR",
"TechArticle"
] | ADR-0005: Human Approval Gate for Behavior-Modifying Changes | Every change that modifies future agent behavior — skills, rules, identity — requires named human sign-off. The cycle is not autonomous; the gate is structural. | 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/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md | [
"ADR",
"TechArticle"
] | ADR-0008: Code and LLM Collaboration | Four code-LLM layering patterns — guard, filter, judge, orchestrator — formalize when to use code, when to use the LLM, and how to layer them. The patterns recur across all six phases. | 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/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md | [
"ADR",
"TechArticle"
] | ADR-0009: AKC is a Cycle, Not a Harness | AKC is the cycle — the mechanism — not the substrate. Distinguishes AKC from harness frameworks; the cycle is portable across harnesses, the harness is not the cycle. | 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/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md | [
"ADR",
"TechArticle"
] | ADR-0010: Human Cognitive Resource as Central Constraint | Human attention and judgment, not compute or context, is the central constraint that does not scale with the model. Every other framework optimizes the agent side; AKC asks the inverse question. | 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/agent-knowledge-cycle/blob/main/docs/adr/0011-cycle-applies-to-any-knowledge-body.md | [
"ADR",
"TechArticle"
] | ADR-0011: Cycle Applies to Any Knowledge Body (Genre-Neutral) | The cycle applies to behavioral patterns, domain expertise, and constitutional values alike — not specific to one genre of knowledge. Genre-neutrality is structural, not aspirational. | 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/agent-knowledge-cycle/blob/main/docs/adr/0012-front-load-three-core-themes.md | [
"ADR",
"TechArticle"
] | ADR-0012: Front-load the Three Core Themes in Front-door Documentation | Three themes — human attention as constraint, intent alignment over correctness, bidirectional growth — must appear in the project's reading surface before deeper material. Reading-order discipline. | 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/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md | [
"ADR",
"TechArticle"
] | ADR-0013: Positioning Within the Agent-Memory Literature | Explicit Related-Work positioning. Concedes that AKC's operations (skill induction, memory refinement, reflection) are not novel in isolation — Voyager, Agent Workflow Memory, ReMe, LangMem, Generative Agents, MemGPT, and CoALA name each one — then locates AKC's delta on the shared axis: a structural human approval gat... | 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/agent-knowledge-cycle/blob/main/docs/adr/0014-failure-modes-of-the-bidirectional-loop.md | [
"ADR",
"TechArticle"
] | ADR-0014: Failure Modes of the Bidirectional Loop | Theme 3's failure twin. A loop that can grow human judgment can also erode it. Names three mechanism-level failure modes — gate complacency, deskilling, delegation-feedback divergence — and the structural defenses already in the cycle: the approval gate as circuit-breaker, Curate and Promote as active-judgment acts, an... | 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/agent-knowledge-cycle/blob/main/docs/adr/0015-loop-failure-modes-self-reingestion.md | [
"ADR",
"TechArticle"
] | ADR-0015: Self-Reingestion — When the Cycle Feeds on Its Own Output | The cycle feeds on its own output: promoted rules load into every session and shape the records, and agent-written notes are read again by the next distillation. As the self-generated share of the input grows, the agent's phrasings echo back as if they were facts and each re-summarization weakens the link to the origin... | 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/agent-knowledge-cycle/blob/main/docs/adr/0016-measuring-thinking-centric-phases.md | [
"ADR",
"TechArticle"
] | ADR-0016: Measuring Thinking-Centric Phases | A Measure instrument that observes only tool calls systematically under-reports the thinking-centric phases (Research, Curate) whose load-bearing behavior lives in agent text — reasoning, verdicts, plans — not in side effects. Records the falsifiable claim and the corrective: a Measure instrument must promote agent tex... | 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/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md | [
"ADR",
"TechArticle"
] | ADR-0017: Harness Alignment and Harness Drift | Establishes two terms by derivation from established literature rather than fresh coinage — the second positioning ADR after ADR-0013, applied to the software-evolution and alignment literatures. Harness alignment: the continuous, human-gated activity of keeping an agent's harness (skills, rules, prompts, documentation... | 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/agent-knowledge-cycle/blob/main/docs/adr/0018-record-downstream-applications-as-first-class-context.md | [
"ADR",
"TechArticle"
] | ADR-0018: Record Downstream Applications as First-Class Context | The start-of-program repository did not know its own downstream: Contemplative Agent's description was past-direction only (upstream substrate), and four DOI-registered downstream repositories were unmentioned — surfaced as observed pain when the position paper could not cite AKC as its own primary source. Records the ... | 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/agent-knowledge-cycle/blob/main/docs/adr/0019-cycle-structure-is-provisional.md | [
"ADR",
"TechArticle"
] | ADR-0019: The Cycle's Structure Is Provisional — Skills, Bindings, and Phases Held Lightly | AKC holds its own structure provisionally: no layer of the cycle's self-description — skills, the phase-to-skill binding, or the six-phase set — is a fixed essence. Operationalizes the Emptiness axiom (contemplative-axioms, Laukkonen et al. 2025) for AKC's own frame, correcting a reification error in which the 'bijecti... | 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 | null | null | null | null | null |
https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0020-readme-minimal-floor.md | [
"ADR",
"TechArticle"
] | ADR-0020: Minimal-floor README with Single-location Theme Presentation | Amends ADR-0012's README-side prescription after its fix overshot: front-loading the three core themes produced a double presentation (a four-paragraph 'What is AKC?' plus a three-subsection 'Why AKC') and a skill list spread across three tables, growing the README to 302 lines / 8 tables — observed as operator pain on... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0012-front-load-three-core-themes.md" | 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/agent-knowledge-cycle/blob/main/docs/adr/0021-replace-growth-tagline.md | [
"ADR",
"TechArticle"
] | ADR-0021: Replace the Growth Tagline | Replaces the tagline 'A knowledge cycle for AI agents — one that grows with the people who shape it' (introduced by ADR-0009, preservation reaffirmed by ADR-0010 and ADR-0012) with 'A knowledge cycle for AI agents — agent behavior compounds, human judgment sharpens.' The earlier phrasing collided with the tagline of a ... | 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 | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop | [
"Concept",
"DefinedTerm"
] | six-phase loop | Bidirectional growth loop running Research, Extract, Curate, Promote, Measure, Maintain. Each phase is currently scaffolded by composable skills — a mutable snapshot, not a fixed bijection (ADR-0019); the cycle stays stable even as individual skills are added, layered, or dissolved. | 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 | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#concept/three-layer-structure | [
"Concept",
"DefinedTerm"
] | three-layer structure | AKC's stacked architecture: principles (ADRs), patterns (design-pattern skills), implementation (composable skills). Separating layers decouples rate of change. | 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 | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#concept/scaffold-dissolution | [
"Concept",
"DefinedTerm"
] | scaffold dissolution | Property that explicit AKC skills can be dropped once the cycle has been internalized. The skills are scaffolding, not the goal. Dissolution is the intended end state, not a fallback. | 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 | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/concept/signal-first | [
"Concept",
"DefinedTerm"
] | signal-first | Research-phase signal-first principle: what information would actually change the next action? Anything outside that is out of scope. Search widely, intake narrowly — and the same filter governs the output, not only the intake: a research report is the delta against the project's current knowledge frontier (this graph)... | 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 | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/concept/intent-alignment | [
"Concept",
"DefinedTerm"
] | intent alignment | Sustaining alignment between agent behavior and the operator's evolving intent across sessions, distinguished from per-output correctness. Intent itself moves as judgment sharpens through use; correctness can be checked by tests, alignment cannot. | null | null | null | [
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md",
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0012-front-load-three-core-themes.md"
] | 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#akc/concept/harness-alignment | [
"Concept",
"DefinedTerm"
] | harness alignment | The continuous, human-gated activity of keeping an agent's harness — its configuration layer: skills, rules, prompts, documentation — aligned with the operator's evolving intent. Extends intent alignment (Christiano 2018) from agent behavior to the artifacts that shape behavior, and across time: alignment is sustained ... | null | null | null | [
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md",
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md"
] | null | null | "https://shimo4228.github.io/shimo4228/vocab#prior-art/meta-harness" | null | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.20578272 | null | null | null | https://shimo4228.github.io/shimo4228/vocab#akc/concept/intent-alignment | https://shimo4228.github.io/shimo4228/vocab#akc/concept/harness-drift | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/concept/harness-drift | [
"Concept",
"DefinedTerm"
] | harness drift | Harness alignment's failure mode: the gradual uncoupling of the harness from operator intent when the cycle does not run — skills go stale, rules stop matching practice, documentation diverges from code. Named in lineage with architectural drift (Perry & Wolf 1992: divergence by insensitivity), practical drift (Snook 2... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md" | null | [
"https://shimo4228.github.io/shimo4228/vocab#prior-art/architectural-drift-perry-wolf",
"https://shimo4228.github.io/shimo4228/vocab#prior-art/practical-drift-snook",
"https://shimo4228.github.io/shimo4228/vocab#prior-art/agent-drift"
] | null | null | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.20578272 | null | null | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/concept/bidirectional-growth-loop | [
"Concept",
"DefinedTerm"
] | bidirectional growth loop | Agent behavior and human judgment co-develop. As the human curates and promotes knowledge, their judgment about what makes good agent behavior also sharpens. Not a one-directional optimization loop. | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0012-front-load-three-core-themes.md" | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | https://shimo4228.github.io/shimo4228/vocab#akc/concept/loop-failure-modes | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/concept/loop-failure-modes | [
"Concept",
"DefinedTerm"
] | loop failure modes | The failure twin of the bidirectional growth loop. A loop that can grow human judgment can also erode it. Three mechanism-level failure modes: gate complacency (a reliable agent trains default-approval, thinning the judgment behind the Promote gate), deskilling (over-delegation starves the supervisory faculty that revi... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0014-failure-modes-of-the-bidirectional-loop.md" | 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#akc/concept/self-reingestion | [
"Concept",
"DefinedTerm"
] | self-reingestion | A failure mode of the cycle: the agent's own output re-enters as input — promoted rules load into every session and shape what the records contain, and agent-written notes and summaries are read again by the next distillation. As the self-generated share of the input grows, two degradations follow: echo (the agent's ow... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0015-loop-failure-modes-self-reingestion.md" | 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#akc/concept/observed-vs-generated | [
"Concept",
"DefinedTerm"
] | observed-vs-generated composition signal | A Measure-phase observability metric introduced by ADR-0015: the share of a promoted artifact's input that is the agent's own earlier output versus observed record. It is an observability signal, not an intervention — it does not change retrieval, ranking, or promotion. Its purpose is to make self-reingestion visible s... | null | null | null | [
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0015-loop-failure-modes-self-reingestion.md",
"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 | null | null | null | null | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/concept/two-stage-distill | [
"Concept",
"DefinedTerm"
] | two-stage distill pipeline | Free-form reasoning followed by structured formatting. Decouples thinking from formatting so the model is not asked to do both simultaneously. Codified as ADR-0004. | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0004-two-stage-distill-pipeline.md" | 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#akc/concept/human-approval-gate | [
"Concept",
"DefinedTerm"
] | human approval gate | Structural checkpoint for behavior-modifying writes. AKC is not autonomous; every change to the artifacts that shape future behavior — skills, rules, identity — requires named human sign-off. Codified as ADR-0005. | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md" | 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#akc/concept/genre-neutral | [
"Concept",
"DefinedTerm"
] | genre-neutral | The cycle applies to behavioral patterns, domain expertise, and constitutional values alike — not specific to one genre of knowledge. Codified as ADR-0011. | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0011-cycle-applies-to-any-knowledge-body.md" | 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#akc/concept/cognitive-economy | [
"Concept",
"DefinedTerm"
] | cognitive economy | Treats human attention and judgment as the scarce resource. Information that does not change an action does not deserve to be held; intake is where attention is spent. | 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 | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/concept/code-llm-layering | [
"Concept",
"DefinedTerm"
] | code-LLM layering | Four patterns formalize when to use code, when to use the LLM, and how to layer them: guard (code validates LLM output against schema, forbidden-pattern, and size checks after generation, before it touches persistent state), filter (code narrows a large, noisy input before the LLM is invoked), judge (LLM decides among ... | 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 | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/pattern/guard | [
"Concept",
"DefinedTerm"
] | code-LLM pattern: guard | Post-LLM output validation. Code validates LLM output against schema, forbidden-pattern, and size checks after generation, before it touches persistent state. The LLM produces structured output; code is the gate it must pass before any durable write. | 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 | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/pattern/filter | [
"Concept",
"DefinedTerm"
] | code-LLM pattern: filter | Pre-LLM input narrowing. Code narrows a large, noisy input first — by date, type, size, or structural relevance — before the LLM is invoked, and the LLM does semantic work on the curated subset. Used when the filtering criteria are mechanical but the accept-criteria are semantic. | 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 | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/pattern/judge | [
"Concept",
"DefinedTerm"
] | code-LLM pattern: judge | LLM judge + code enforce. The LLM decides among bounded, named options provided by code (accept / reject / score); code then takes the deterministic action, with a human gate for high-stakes changes (ADR-0005). Used when the decision is semantic but the option space is enumerable and the consequent action must stay cod... | 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 | null | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#akc/pattern/orchestrator | [
"Concept",
"DefinedTerm"
] | code-LLM pattern: orchestrator | Code owns the loop; the LLM is the worker. A deterministic loop owns termination, retries, state, and error handling, and the LLM does one focused semantic task per step. The LLM never owns termination or durable state. Never invert this. | 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 | null | null | null | null | null |
https://github.com/shimo4228/search-first | [
"EcosystemRepo",
"SoftwareSourceCode"
] | search-first | AKC Research-phase skill (1 of 6). Search existing solutions before building. | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/search-first | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | https://shimo4228.github.io/shimo4228/vocab#akc-phase/research | null | null | null | null | null |
https://github.com/shimo4228/learn-eval | [
"EcosystemRepo",
"SoftwareSourceCode"
] | learn-eval | AKC Extract-phase skill (2 of 6). Extract reusable patterns with quality gates. | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/learn-eval | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | https://shimo4228.github.io/shimo4228/vocab#akc-phase/extract | null | null | null | null | null |
https://github.com/shimo4228/skill-stocktake | [
"EcosystemRepo",
"SoftwareSourceCode"
] | skill-stocktake | AKC Curate-phase skill — semantic / judgment layer (ADR-0019). Audit skills for staleness, conflicts, redundancy (Keep / Improve / Retire / Merge), after skill-health clears structural debt. | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/skill-stocktake | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | https://shimo4228.github.io/shimo4228/vocab#akc-phase/curate | null | null | null | null | null |
https://github.com/shimo4228/rules-stocktake | [
"EcosystemRepo",
"SoftwareSourceCode"
] | rules-stocktake | AKC Curate-phase skill — semantic / judgment layer for always-loaded rules (ADR-0019). Audits rules for per-session residency cost, staleness, and substrate absorption (Keep / Improve / Update / Merge / Demote-to-skill / Dissolve / Retire); the Dissolve verdict executes Scaffold Dissolution's two vectors. The audit cou... | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/rules-stocktake | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | https://shimo4228.github.io/shimo4228/vocab#akc-phase/curate | null | null | null | null | null |
https://github.com/shimo4228/rules-distill | [
"EcosystemRepo",
"SoftwareSourceCode"
] | rules-distill | AKC Promote-phase skill (4 of 6). Distill cross-cutting principles into rules. | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/rules-distill | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | https://shimo4228.github.io/shimo4228/vocab#akc-phase/promote | null | null | null | null | null |
https://github.com/shimo4228/skill-comply | [
"EcosystemRepo",
"SoftwareSourceCode"
] | skill-comply | AKC Measure-phase skill (5 of 6). Test whether agents follow their skills and rules. | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/skill-comply | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | https://shimo4228.github.io/shimo4228/vocab#akc-phase/measure | null | null | null | null | null |
https://github.com/shimo4228/context-sync | [
"EcosystemRepo",
"SoftwareSourceCode"
] | context-sync | AKC Maintain-phase skill (6 of 6). Audit docs for role overlaps and stale content. | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/context-sync | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | https://shimo4228.github.io/shimo4228/vocab#akc-phase/maintain | null | null | null | null | null |
https://github.com/shimo4228/skill-health | [
"EcosystemRepo",
"SoftwareSourceCode"
] | skill-health | AKC Curate-phase skill — structural / code layer (ADR-0019). Scans the skill library for missing-artifact / dangling-reference debt (a SKILL.md naming a script, agent, or sibling skill that no longer exists on disk); deterministic, an ADR-0008 guard. Runs as the structural pre-pass before skill-stocktake's semantic aud... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0019-cycle-structure-is-provisional.md" | "https://www.wikidata.org/wiki/Q140448381" | null | null | null | null | null | null | https://github.com/shimo4228/skill-health | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | https://shimo4228.github.io/shimo4228/vocab#akc-phase/curate | null | null | null | null | null |
https://github.com/shimo4228/repo-asset-stocktake | [
"EcosystemRepo",
"SoftwareSourceCode"
] | repo-asset-stocktake | AKC Maintain-phase skill (ADR-0019). Audits a project repository's non-code assets — tool configs, CI workflows, runbooks — for consumers that have vanished (Keep / Update / Retire / Merge). Tier-1 reachability is deterministic code, tier-2 value is holistic judgment — enumerate-then-decide (ADR-0008). Complements cont... | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/repo-asset-stocktake | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | https://shimo4228.github.io/shimo4228/vocab#akc-phase/maintain | null | null | null | null | null |
https://orcid.org/0009-0002-6168-4162 | "Person" | Tatsuya Shimomoto | null | null | null | null | null | "https://www.wikidata.org/wiki/Q140090100" | null | null | [
"shimo4228",
{
"@value": "下本竜也",
"@language": "ja"
}
] | null | null | 0009-0002-6168-4162 | https://orcid.org/0009-0002-6168-4162 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.19212118 | [
"ResearchLine",
"ScholarlyArticle"
] | Contemplative Agent | Sibling research line with a two-way relationship to AKC. Upstream: AKC's ADR-0002 through ADR-0005 were adapted from its engineering substrate (three-layer memory, two-stage distill pipeline, immutable episode log, human approval gate), and it was the original home of the security triplet (ADR-0001, ADR-0006, ADR-0007... | null | null | null | null | "https://www.wikidata.org/wiki/Q140090187" | null | null | [
{
"@value": "Contemplative Agent",
"@language": "en"
},
{
"@value": "コンテンプレイティブ・エージェント",
"@language": "ja"
},
"CA"
] | [
"https://doi.org/10.5281/zenodo.19200726",
"https://doi.org/10.5281/zenodo.19652013"
] | {
"@id": "https://orcid.org/0009-0002-6168-4162"
} | 10.5281/zenodo.19212118 | https://github.com/shimo4228/contemplative-agent | null | null | null | null | null | null | null | null | https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop | null | null | null | null | null |
https://doi.org/10.5281/zenodo.19652013 | [
"ResearchLine",
"ScholarlyArticle"
] | Agent Attribution Practice | Sibling genre library. Harness-neutral ADRs on accountability distribution in autonomous AI agents. AKC v2.0.0 extracted the security triplet (ADR-0001, ADR-0006, ADR-0007) as genre-specific; those judgments were re-expressed in AAP alongside additional ADRs as 10 ADRs on accountability distribution. AKC = cycle (mecha... | null | null | null | null | "https://www.wikidata.org/wiki/Q140090188" | "https://doi.org/10.5281/zenodo.19212118" | null | [
{
"@value": "Agent Attribution Practice",
"@language": "en"
},
{
"@value": "エージェント帰責実践",
"@language": "ja"
},
"AAP"
] | [
"https://doi.org/10.5281/zenodo.19200726",
"https://doi.org/10.5281/zenodo.19212118"
] | {
"@id": "https://orcid.org/0009-0002-6168-4162"
} | 10.5281/zenodo.19652013 | https://github.com/shimo4228/agent-attribution-practice | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20263316 | [
"ResearchLine",
"ScholarlyArticle"
] | Authorship Strategy | Downstream research line that crystallized out of the same daily operation the cycle runs in. A normative framework, tactical catalog, and empirical baseline for authorship under AI-mediated diffusion. Its own framing of the relationship: AKC defines how knowledge cycles inside the operator-agent pair; authorship-strat... | null | null | null | null | "https://www.wikidata.org/wiki/Q140090190" | "https://doi.org/10.5281/zenodo.19200726" | null | "AS" | "https://doi.org/10.5281/zenodo.19200726" | {
"@id": "https://orcid.org/0009-0002-6168-4162"
} | 10.5281/zenodo.20263316 | https://github.com/shimo4228/authorship-strategy | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20262112 | [
"ResearchLine",
"ScholarlyArticle"
] | Attention, Not Self | Sibling research line in the same research ecosystem: Buddhist Abhidharma meets computational phenomenology. Its deposit metadata references AKC's concept DOI; the line federates with AKC, Contemplative Agent, and AAP at the research-ecosystem level. | null | null | null | null | "https://www.wikidata.org/wiki/Q140090189" | null | null | "ANS" | "https://doi.org/10.5281/zenodo.19200726" | {
"@id": "https://orcid.org/0009-0002-6168-4162"
} | 10.5281/zenodo.20262112 | https://github.com/shimo4228/attention-not-self | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20337008 | [
"EcosystemRepo",
"Dataset"
] | doctrine-corpus | Downstream judgment corpus: a bilingual (EN + JA) judgment-eliciting Q&A dataset encoding the documented judgment of the research ecosystem for LLM-mediated diffusion. AKC is one of its four source lines — ADRs and glossary harvested into the corpus. Operational form of Authorship Strategy Layer 4 tactic 7 (LLM-first i... | null | null | null | null | "https://www.wikidata.org/wiki/Q140090191" | "https://doi.org/10.5281/zenodo.19200726" | null | null | null | {
"@id": "https://orcid.org/0009-0002-6168-4162"
} | 10.5281/zenodo.20337008 | https://github.com/shimo4228/doctrine-corpus | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20558800 | [
"EcosystemRepo",
"ScholarlyArticle"
] | existence-proof | Pre-line working repository (by its own status discipline, not yet a research line): an empowerment doctrine for credential-less AI-enabled creators. Complement of Authorship Strategy — same infrastructure, different payload and beneficiary. Listed as program context; carries no direct AKC reference. | null | null | null | null | "https://www.wikidata.org/wiki/Q140090192" | "https://doi.org/10.5281/zenodo.20263316" | null | null | null | {
"@id": "https://orcid.org/0009-0002-6168-4162"
} | 10.5281/zenodo.20558800 | https://github.com/shimo4228/existence-proof | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/claude-harness | [
"EcosystemRepo",
"SoftwareSourceCode"
] | claude-harness | Bundled distribution of the author's Claude Code harness. Ships the six AKC cycle skills together — its README states they 'are components of the Agent Knowledge Cycle' — so the harness can be read end-to-end. Each skill is also published as its own standalone repo. | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/claude-harness | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | null | null | null | null | null | null |
https://github.com/shimo4228/akc-mcp | [
"EcosystemRepo",
"SoftwareSourceCode"
] | AKC MCP | MCP (Model Context Protocol) server providing Agent Knowledge Cycle cognitive tools — memory distillation, identity evolution, skill extraction — as a standalone server any AI agent can plug into. Born from the Contemplative Agent framework; re-implements its cognitive layer behind the MCP interface. A third encoding o... | null | null | null | null | null | "https://doi.org/10.5281/zenodo.19212118" | null | null | null | null | null | https://github.com/shimo4228/akc-mcp | null | null | null | null | null | null | https://doi.org/10.5281/zenodo.19200726 | null | null | null | null | null | null | null |
https://github.com/shimo4228/daily-research | [
"EcosystemRepo",
"SoftwareSourceCode"
] | daily-research | Pre-AKC ancestor of the Research phase: the author's daily signal-first research pipeline, skillified in April 2026. Documented as implementation history in docs/inspiration.md. | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/inspiration.md" | null | null | null | null | null | null | null | https://github.com/shimo4228/daily-research | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://github.com/shimo4228/shimo4228 | "EcosystemRepo" | Research Program Hub | Hub repository of the shimo4228 research ecosystem; its graph.jsonld is the canonical relationship map of the research ecosystem, federating AKC with its sibling and downstream lines. | null | null | null | null | null | null | null | null | null | null | null | https://github.com/shimo4228/shimo4228 | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
https://doi.org/10.5281/zenodo.20578272 | "ScholarlyArticle" | Harness Alignment and Harness Drift: Why Intent, Unlike Correctness, Resists Automation | Position paper (Zenodo working paper, v1) deposited from the AKC line. Defines harness alignment — the continuous, human-gated activity of keeping an agent's harness aligned with the operator's evolving intent — and harness drift, its failure mode, against the software-evolution and alignment literatures; argues the th... | https://github.com/shimo4228/agent-knowledge-cycle | null | "https://doi.org/10.5281/zenodo.19200726" | null | [
"https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6892740",
"https://www.wikidata.org/wiki/Q140090144",
"https://airaxiv.com/papers/view/2607.0008/",
"https://aixiv.science/abs/aixiv.260702.000009"
] | null | null | null | null | {
"@id": "https://orcid.org/0009-0002-6168-4162"
} | 10.5281/zenodo.20578272 | null | null | null | null | [
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/harness-alignment",
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/harness-drift"
] | null | null | null | null | null | 2026-06-07 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/coala | [
"ExternalReference",
"ScholarlyArticle"
] | CoALA: Cognitive Architectures for Language Agents | Prior art named in ADR-0013's Related-Work positioning. Provides the framework vocabulary (modular memory, structured action space, decision procedure) that makes the agent-memory literature commensurable. Cited as prior art for positioning, not consulted during AKC's construction; AKC contrasts on loop ownership (huma... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140181234" | null | null | null | null | "Sumers et al." | arXiv:2309.02427 | https://arxiv.org/abs/2309.02427 | null | null | null | null | null | null | null | null | null | 2023 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/voyager | [
"ExternalReference",
"ScholarlyArticle"
] | Voyager: An Open-Ended Embodied Agent with Large Language Models | Prior art named in ADR-0013's Related-Work positioning. Maintains an ever-growing skill library of executable code induced from gameplay — in AKC vocabulary, Extract-then-Promote run end to end, autonomously. AKC concedes the operation is not novel and locates its delta: the prior art closes the loop without a human in... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140181233" | null | null | null | null | "Wang et al." | arXiv:2305.16291 | https://arxiv.org/abs/2305.16291 | null | null | null | null | null | null | null | null | null | 2023 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/generative-agents | [
"ExternalReference",
"ScholarlyArticle"
] | Generative Agents: Interactive Simulacra of Human Behavior | Prior art named in ADR-0013's Related-Work positioning. Introduced a reflection step that synthesizes observations into higher-level inferences stored for later retrieval — the Extract / reflection operation AKC concedes as precedent. AKC contrasts on who owns the loop and on framing human attention, not agent capabili... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q130846143" | null | null | null | null | "Park et al." | arXiv:2304.03442 | https://arxiv.org/abs/2304.03442 | null | null | null | null | null | null | null | null | null | 2023 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/memgpt | [
"ExternalReference",
"ScholarlyArticle"
] | MemGPT: Towards LLMs as Operating Systems | Prior art named in ADR-0013's Related-Work positioning. Formalizes a memory hierarchy with paging between context and external store. Its binding constraint is the context window; AKC (ADR-0010) names a different ceiling — human attention and judgment — so the two solve scarcity on different resources and can coexist. | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140181237" | null | null | null | null | "Packer et al." | arXiv:2310.08560 | https://arxiv.org/abs/2310.08560 | null | null | null | null | null | null | null | null | null | 2023 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/reme | [
"ExternalReference",
"ScholarlyArticle"
] | ReMe: Remember Me, Refine Me | Prior art named in ADR-0013's Related-Work positioning. A dynamic procedural-memory framework that continuously refines what is stored — a Curate-and-Promote loop by another name, run autonomously. AKC concedes the refinement operation as precedent and locates its delta in the structural human approval gate where ReMe ... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140181257" | null | null | null | null | "Cao et al." | arXiv:2512.10696 | https://arxiv.org/abs/2512.10696 | null | null | null | null | null | null | null | null | null | 2025 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/agent-workflow-memory | [
"ExternalReference",
"ScholarlyArticle"
] | Agent Workflow Memory | Prior art named in ADR-0013's Related-Work positioning. Induces commonly reused routines (workflows) from agent trajectories and feeds them back into subsequent generations — Extract-then-Promote without a human in the write path. AKC concedes the induction operation and contrasts on loop ownership and on optimizing th... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140181241" | null | null | null | null | "Wang et al." | arXiv:2409.07429 | https://arxiv.org/abs/2409.07429 | null | null | null | null | null | null | null | null | null | 2024 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/intent-alignment-christiano | [
"ExternalReference",
"TechArticle"
] | Clarifying "AI alignment" | Vocabulary lineage named in ADR-0017. Coined intent alignment: an aligned AI "is trying to do what H wants it to do" — motivation, not competence. Treats the operator's wants as static; AKC's harness alignment extends the term to the configuration layer and across time, where intent itself evolves. | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md" | null | null | null | null | null | "Christiano, P." | null | https://ai-alignment.com/clarifying-ai-alignment-cec47cd69dd6 | null | null | null | null | null | null | null | null | null | 2018 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/lehman-laws | [
"ExternalReference",
"ScholarlyArticle"
] | Programs, Life Cycles, and Laws of Software Evolution | Vocabulary lineage named in ADR-0017. Law I (Continuing Change): an E-type program "undergoes continual change or becomes progressively less useful"; "evolution is an intrinsic, feedback driven, property of software" (Proceedings of the IEEE 68(9)). Lehman's driver of change is the world the program is embedded in; har... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md" | "https://www.wikidata.org/wiki/Q57311412" | null | null | null | null | "Lehman, M. M." | doi:10.1109/PROC.1980.11805 | https://doi.org/10.1109/PROC.1980.11805 | null | null | null | null | null | null | null | null | null | 1980 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/architectural-drift-perry-wolf | [
"ExternalReference",
"ScholarlyArticle"
] | Foundations for the Study of Software Architecture | Vocabulary lineage named in ADR-0017. Defines architectural drift — "due to insensitivity about the architecture", leading "more to inadaptability than to disasters" (ACM SIGSOFT SEN 17(4)) — the canonical academic name for divergence-by-insensitivity. Assumes a fixed intended architecture; harness drift's reference po... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md" | "https://www.wikidata.org/wiki/Q55880382" | null | null | null | null | "Perry, D. E. & Wolf, A. L." | doi:10.1145/141874.141884 | https://doi.org/10.1145/141874.141884 | null | null | null | null | null | null | null | null | null | 1992 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/practical-drift-snook | [
"ExternalReference",
"Book"
] | Friendly Fire: The Accidental Shootdown of U.S. Black Hawks over Northern Iraq | Vocabulary lineage named in ADR-0017. Names practical drift: practice slowly uncoupling from written procedure (cited as characterized in secondary literature; book text not directly verified). Names the failure process at the rules-vs-practice boundary; harness alignment names the counter-activity. | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md" | null | null | null | null | null | "Snook, S. A." | null | null | null | null | null | null | null | null | null | null | null | 2000 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/meta-harness | [
"ExternalReference",
"ScholarlyArticle"
] | Meta-Harness: End-to-End Optimization of Model Harnesses | Contrast named in ADR-0017, and the framing ADR-0009 rejected for AKC itself. Defines the harness as "the code that determines what information to store, retrieve, and present to the model" and improves it autonomously against benchmark scores — harness optimization, the correctness axis. Harness alignment is the human... | null | null | null | [
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md",
"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md"
] | "https://www.wikidata.org/wiki/Q140181272" | null | null | null | null | "Lee, Y. et al." | null | https://arxiv.org/abs/2603.28052 | null | null | null | null | null | null | null | null | null | 2026 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/agent-drift | [
"ExternalReference",
"ScholarlyArticle"
] | Agent Drift: Quantifying Behavioral Degradation in Multi-Agent LLM Systems Over Extended Interactions | Vocabulary lineage named in ADR-0017. Defines agent drift as "the progressive degradation of agent behavior, decision quality, and inter-agent coherence over extended interaction sequences" and semantic drift as "progressive deviation from original intent". Its reference list contains no classical software-engineering ... | null | null | null | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md" | "https://www.wikidata.org/wiki/Q140181260" | null | null | null | null | "Rath, A." | null | https://arxiv.org/abs/2601.04170 | null | null | null | null | null | null | null | null | null | 2026 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/automation-complacency-parasuraman-manzey | [
"ExternalReference",
"ScholarlyArticle"
] | Complacency and Bias in Human Use of Automation: An Attentional Integration | Empirical anchor for the failure twin's gate-complacency mode, located by the position paper (§6). Defines automation complacency operationally as poorer detection of system malfunctions under automation control compared with manual control, finds it reliability-dependent (33% failure detection under constant-reliabili... | null | null | null | "https://doi.org/10.5281/zenodo.20578272" | "https://www.wikidata.org/wiki/Q37809526" | null | null | null | null | "Parasuraman, R. & Manzey, D. H." | doi:10.1177/0018720810376055 | https://doi.org/10.1177/0018720810376055 | null | null | null | null | null | null | null | null | null | 2010 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/ironies-of-automation-bainbridge | "ScholarlyArticle" | Ironies of Automation | Empirical anchor for the failure twin's deskilling mode, located by the position paper (§6): physical and cognitive skills deteriorate when not used, so a formerly experienced operator who has been monitoring an automated process may now be an inexperienced one — while the monitoring arrangement asks the operator to su... | null | null | null | "https://doi.org/10.5281/zenodo.20578272" | "https://www.wikidata.org/wiki/Q62065802" | null | null | null | null | "Bainbridge, L." | doi:10.1016/0005-1098(83)90046-8 | https://doi.org/10.1016/0005-1098(83)90046-8 | null | null | null | null | null | null | null | null | null | 1983 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/benchmark-audit-moghadasi-ghaderi | [
"ExternalReference",
"ScholarlyArticle"
] | What Twelve LLM Agent Benchmark Papers Disclose About Themselves: A Pilot Audit and an Open Scoring Schema | Term disambiguation recorded by the position paper's pre-deposit sweep: the only other use of "harness drift" found, meaning a benchmark-comparability defect — results produced on the same benchmark under different scaffolds circulating under the same name — not a configuration layer's uncoupling from operator intent (... | null | null | null | "https://doi.org/10.5281/zenodo.20578272" | "https://www.wikidata.org/wiki/Q140181281" | null | null | null | null | "Moghadasi, M. N. & Ghaderi, F." | arXiv:2605.21404 | https://arxiv.org/abs/2605.21404 | null | null | null | null | null | null | null | null | null | 2026 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/constraint-drift | [
"ExternalReference",
"ScholarlyArticle"
] | Safe Multi-Agent Behavior Must Be Maintained, Not Merely Asserted: Constraint Drift in LLM-Based Multi-Agent Systems | One of three further 2026 drift coinages audited in the position paper's pre-deposit sweep (§6): constraint drift — the loss, distortion, weakening, or relaxation of constraints as they pass through memory, delegation, communication, tool use, audit, and optimization. Its reference list contains no classical software-e... | null | null | null | "https://doi.org/10.5281/zenodo.20578272" | "https://www.wikidata.org/wiki/Q140181279" | null | null | null | null | "Li, T. et al." | arXiv:2605.10481 | https://arxiv.org/abs/2605.10481 | null | null | null | null | null | null | null | null | null | 2026 | null | null | null | null |
https://shimo4228.github.io/shimo4228/vocab#prior-art/memory-drift | [
"ExternalReference",
"ScholarlyArticle"
] | Governing Evolving Memory in LLM Agents: Risks, Mechanisms, and the Stability and Safety Governed Memory (SSGM) Framework | One of three further 2026 drift coinages audited in the position paper's pre-deposit sweep (§6): memory drift, with semantic, procedural, and goal sub-forms. Its reference list contains no classical software-evolution literature, while citing the agent-drift coining paper itself — evidence the drift vocabulary propagat... | null | null | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/self-reingestion" | "https://doi.org/10.5281/zenodo.20578272" | "https://www.wikidata.org/wiki/Q140181270" | null | null | null | null | "Lam, C. et al." | arXiv:2603.11768 | https://arxiv.org/abs/2603.11768 | null | null | null | null | null | null | null | null | null | 2026 | null | null | null | null |
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 | "https://doi.org/10.5281/zenodo.20578272" | "https://www.wikidata.org/wiki/Q140181284" | null | null | null | null | "Liu, Z. et al." | arXiv:2605.30159 | https://arxiv.org/abs/2605.30159 | null | null | null | null | null | null | null | null | null | 2026 | null | 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 | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md" | "https://www.wikidata.org/wiki/Q131161430" | null | null | null | null | "Aggarwal, P. et al." | arXiv:2311.09735 | https://arxiv.org/abs/2311.09735 | null | null | null | null | null | null | null | null | null | 2023 | null | 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 | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/human-approval-gate" | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md" | "https://www.wikidata.org/wiki/Q140181243" | null | null | null | null | "Liu & van der Schaar" | arXiv:2506.05109 | https://arxiv.org/abs/2506.05109 | null | null | null | null | null | null | null | null | null | 2025 | null | 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 | "https://shimo4228.github.io/shimo4228/vocab#concept/three-layer-structure" | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140181274" | null | null | null | null | "Zhou et al." | arXiv:2604.08224 | https://arxiv.org/abs/2604.08224 | null | null | null | null | null | null | null | null | null | 2026 | null | 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 | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140352501" | null | null | null | null | "Pu, Song & Zhao" | arXiv:2605.13716 | https://arxiv.org/abs/2605.13716 | null | null | null | null | null | null | null | null | null | 2026 | null | 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 | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140352503" | null | null | null | null | "Jiang et al." | arXiv:2602.20867 | https://arxiv.org/abs/2602.20867 | null | null | null | null | null | null | null | null | null | 2026 | null | 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 | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140352504" | null | null | null | null | "Liu et al." | arXiv:2604.04323 | https://arxiv.org/abs/2604.04323 | null | null | null | null | null | null | null | null | null | 2026 | null | 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 | "https://shimo4228.github.io/shimo4228/vocab#akc/concept/code-llm-layering" | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140471983" | null | null | null | null | "Srinivasan, V." | arXiv:2605.20173 | https://arxiv.org/abs/2605.20173 | null | null | null | null | null | null | null | null | null | 2026 | null | 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 | [
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/signal-first",
"https://shimo4228.github.io/shimo4228/vocab#akc/concept/cognitive-economy"
] | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140471990" | null | null | null | null | "Hua, Q. et al." | arXiv:2510.26493 | https://arxiv.org/abs/2510.26493 | 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"
] | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140471992" | null | null | null | null | "Eliav, N." | arXiv:2603.26707 | https://arxiv.org/abs/2603.26707 | 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" | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140471995" | null | null | null | null | "Lin, H. et al." | arXiv:2605.27899 | https://arxiv.org/abs/2605.27899 | 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" | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140471997" | null | null | null | null | "Agyemang, J. O. et al." | arXiv:2604.16736 | https://arxiv.org/abs/2604.16736 | 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"
] | "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md" | "https://www.wikidata.org/wiki/Q140471999" | null | null | null | null | "Huemmer, M. et al." | arXiv:2601.17055 | https://arxiv.org/abs/2601.17055 | null | null | null | null | null | null | null | null | null | 2026 | null | null | null | null |
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