graph.jsonl

{"@id":"https://github.com/shimo4228/agent-knowledge-cycle#knowledge-graph","@type":["Dataset","CreativeWork"],"name":"Agent Knowledge Cycle (AKC) Knowledge Graph","description":"Canonical machine-readable relationship map for the Agent Knowledge Cycle line. Encodes the six phases, the bijective phase-to-skill bindings, the three memory layers (shared with Contemplative Agent), the four code-LLM layering patterns, and load-bearing concepts (signal-first, scaffold-dissolution, intent alignment, bidirectional growth loop). AI agents and LLM-based search systems should read this graph before summarizing the line or following individual document links.","isBasedOn":"https://github.com/shimo4228/agent-knowledge-cycle","mainEntity":"https://doi.org/10.5281/zenodo.19200726"}
{"@id":"https://doi.org/10.5281/zenodo.19200726","@type":["ResearchLine","ScholarlyArticle"],"name":"Agent Knowledge Cycle (AKC)","alternateName":[{"@value":"Agent Knowledge Cycle","@language":"en"},{"@value":"エージェント知識サイクル","@language":"ja"}],"description":"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. Refers to a mechanism, not a disposition or a practice.","identifier":"10.5281/zenodo.19200726","url":"https://github.com/shimo4228/agent-knowledge-cycle","author":"https://orcid.org/0009-0002-6168-4162","siblingOf":["https://doi.org/10.5281/zenodo.19212118","https://doi.org/10.5281/zenodo.19652013"],"derivesFrom":"https://doi.org/10.5281/zenodo.19212118","definesConcept":["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://shimo4228.github.io/shimo4228/vocab#akc/concept/intent-alignment","https://shimo4228.github.io/shimo4228/vocab#akc/concept/bidirectional-growth-loop","https://shimo4228.github.io/shimo4228/vocab#akc/concept/two-stage-distill","https://shimo4228.github.io/shimo4228/vocab#akc/concept/human-approval-gate","https://shimo4228.github.io/shimo4228/vocab#akc/concept/genre-neutral","https://shimo4228.github.io/shimo4228/vocab#akc/concept/cognitive-economy","https://shimo4228.github.io/shimo4228/vocab#akc/concept/code-llm-layering"]}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/research","@type":["Phase","DefinedTerm"],"name":"Research phase","alternateName":[{"@value":"Research","@language":"en"},{"@value":"Research（探索）","@language":"ja"}],"description":"First of six AKC phases. Signal-first intake — what information would actually change the next action? Bound bijectively to the search-first skill.","ordinal":1}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/extract","@type":["Phase","DefinedTerm"],"name":"Extract phase","alternateName":[{"@value":"Extract","@language":"en"},{"@value":"Extract（抽出）","@language":"ja"}],"description":"Second of six AKC phases. Capture reusable patterns from sessions with quality gates before they are saved. Bound bijectively to the learn-eval skill.","ordinal":2}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/curate","@type":["Phase","DefinedTerm"],"name":"Curate phase","alternateName":[{"@value":"Curate","@language":"en"},{"@value":"Curate（選別）","@language":"ja"}],"description":"Third of six AKC phases. Audit accumulated skills and rules for staleness, conflicts, and redundancy. Bound bijectively to the skill-stocktake skill.","ordinal":3}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/promote","@type":["Phase","DefinedTerm"],"name":"Promote phase","alternateName":[{"@value":"Promote","@language":"en"},{"@value":"Promote（昇格）","@language":"ja"}],"description":"Fourth of six AKC phases. Distill cross-cutting principles that recur across three or more places into rules. Bound bijectively to the rules-distill skill.","ordinal":4}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/measure","@type":["Phase","DefinedTerm"],"name":"Measure phase","alternateName":[{"@value":"Measure","@language":"en"},{"@value":"Measure（測定）","@language":"ja"}],"description":"Fifth of six AKC phases. Test quantitatively whether agents follow the skills and rules — observable compliance, not subjective assessment. Bound bijectively to the skill-comply skill.","ordinal":5}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/maintain","@type":["Phase","DefinedTerm"],"name":"Maintain phase","alternateName":[{"@value":"Maintain","@language":"en"},{"@value":"Maintain（保守）","@language":"ja"}],"description":"Sixth of six AKC phases. Audit documentation roles for overlap and stale content; keep CLAUDE.md / CODEMAPS / ADR / README clean. Bound bijectively to the context-sync skill.","ordinal":6}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#memory-layer/episode-log","@type":["MemoryLayer","DefinedTerm"],"name":"Episode Log (Layer 1)","alternateName":[{"@value":"Episode Log","@language":"en"},{"@value":"エピソードログ","@language":"ja"}],"description":"Layer 1 of the three-layer memory architecture (ADR-0003): raw, immutable JSONL episode logs. The owner-only source-of-truth from which higher layers are distilled.","level":1}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#memory-layer/knowledge","@type":["MemoryLayer","DefinedTerm"],"name":"Knowledge (Layer 2)","alternateName":[{"@value":"Knowledge Layer","@language":"en"},{"@value":"知識層","@language":"ja"}],"description":"Layer 2 of the three-layer memory architecture (ADR-0003): distilled patterns, time-decayed and forbidden-substring validated. Promoted from Layer 1; gated when promoted further to Layer 3.","level":2}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#memory-layer/identity","@type":["MemoryLayer","DefinedTerm"],"name":"Identity / Rules (Layer 3)","alternateName":[{"@value":"Identity Layer","@language":"en"},{"@value":"アイデンティティ層","@language":"ja"}],"description":"Layer 3 of the three-layer memory architecture (ADR-0003): persona, ranked skills, cross-cutting rules. Deterministic. Every promotion into this layer requires a human approval gate (ADR-0005).","level":3}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0002-immutable-episode-log.md","@type":["ADR","TechArticle"],"name":"ADR-0002: Immutable Episode Log as Source of Truth","description":"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."}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0003-three-layer-distillation.md","@type":["ADR","TechArticle"],"name":"ADR-0003: Three-Layer Distillation (Raw → Knowledge → Identity / Rules)","description":"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."}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0004-two-stage-distill-pipeline.md","@type":["ADR","TechArticle"],"name":"ADR-0004: Two-Stage Distill Pipeline (Free-form → Format)","description":"Free-form reasoning followed by structured formatting. Decouples thinking from formatting so the model is not asked to do both simultaneously."}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md","@type":["ADR","TechArticle"],"name":"ADR-0005: Human Approval Gate for Behavior-Modifying Changes","description":"Promotions that produce behavior-modifying writes require named human sign-off. The cycle is not autonomous; the gate is structural."}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md","@type":["ADR","TechArticle"],"name":"ADR-0008: Code and LLM Collaboration","description":"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."}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md","@type":["ADR","TechArticle"],"name":"ADR-0009: AKC is a Cycle, Not a Harness","description":"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."}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md","@type":["ADR","TechArticle"],"name":"ADR-0010: Human Cognitive Resource as Central Constraint","description":"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."}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0011-cycle-applies-to-any-knowledge-body.md","@type":["ADR","TechArticle"],"name":"ADR-0011: Cycle Applies to Any Knowledge Body (Genre-Neutral)","description":"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."}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0012-front-load-three-core-themes.md","@type":["ADR","TechArticle"],"name":"ADR-0012: Front-load the Three Core Themes in Front-door Documentation","description":"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."}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","@type":["Concept","DefinedTerm"],"name":"six-phase loop","description":"Bidirectional growth loop running Research, Extract, Curate, Promote, Measure, Maintain. Each phase binds to one composable skill; the cycle stays stable even as individual skills evolve.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#concept/three-layer-structure","@type":["Concept","DefinedTerm"],"name":"three-layer structure","description":"AKC's stacked architecture: principles (ADRs), patterns (design-pattern skills), implementation (composable skills). Separating layers decouples rate of change.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0003-three-layer-distillation.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#concept/scaffold-dissolution","@type":["Concept","DefinedTerm"],"name":"scaffold dissolution","description":"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.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/concept/signal-first","@type":["Concept","DefinedTerm"],"name":"signal-first","description":"Research-phase intake principle: what information would actually change the next action? Anything outside that is out of scope. Search widely, intake narrowly. (ADR-0010 derivative.)","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/concept/intent-alignment","@type":["Concept","DefinedTerm"],"name":"intent alignment","description":"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.","groundedIn":["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"]}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/concept/bidirectional-growth-loop","@type":["Concept","DefinedTerm"],"name":"bidirectional growth loop","description":"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.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0012-front-load-three-core-themes.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/concept/two-stage-distill","@type":["Concept","DefinedTerm"],"name":"two-stage distill pipeline","description":"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.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0004-two-stage-distill-pipeline.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/concept/human-approval-gate","@type":["Concept","DefinedTerm"],"name":"human approval gate","description":"Structural checkpoint for behavior-modifying writes. AKC is not autonomous; promotion across layers requires named human sign-off. Codified as ADR-0005.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/concept/genre-neutral","@type":["Concept","DefinedTerm"],"name":"genre-neutral","description":"The cycle applies to behavioral patterns, domain expertise, and constitutional values alike — not specific to one genre of knowledge. Codified as ADR-0011.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0011-cycle-applies-to-any-knowledge-body.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/concept/cognitive-economy","@type":["Concept","DefinedTerm"],"name":"cognitive economy","description":"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.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/concept/code-llm-layering","@type":["Concept","DefinedTerm"],"name":"code-LLM layering","description":"Four patterns formalize when to use code, when to use the LLM, and how to layer them: guard (code excludes invalid input), filter (code reduces input volume before LLM), judge (LLM decides on bounded options), orchestrator (LLM selects among code-implemented actions). Codified as ADR-0008.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/pattern/guard","@type":["Concept","DefinedTerm"],"name":"code-LLM pattern: guard","description":"Code excludes invalid input before the LLM is invoked. The LLM never sees the rejected cases. Used when the rejection criterion is mechanical.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/pattern/filter","@type":["Concept","DefinedTerm"],"name":"code-LLM pattern: filter","description":"Code reduces input volume before the LLM is invoked. Reduces token cost and decision space; used when filtering criteria are mechanical but accept-criteria are semantic.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/pattern/judge","@type":["Concept","DefinedTerm"],"name":"code-LLM pattern: judge","description":"LLM decides among bounded, named options provided by code. Used when the decision is semantic but the option space is enumerable.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md"}
{"@id":"https://shimo4228.github.io/shimo4228/vocab#akc/pattern/orchestrator","@type":["Concept","DefinedTerm"],"name":"code-LLM pattern: orchestrator","description":"LLM selects among code-implemented actions and parameterizes them. Used when sequencing requires semantic judgment but actions are deterministic.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md"}
{"@id":"https://github.com/shimo4228/claude-skill-search-first","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"search-first","description":"AKC Research-phase skill (1 of 6). Search existing solutions before building.","url":"https://github.com/shimo4228/claude-skill-search-first","extends":"https://doi.org/10.5281/zenodo.19200726","implements":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/research"}
{"@id":"https://github.com/shimo4228/claude-skill-learn-eval","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"learn-eval","description":"AKC Extract-phase skill (2 of 6). Extract reusable patterns with quality gates.","url":"https://github.com/shimo4228/claude-skill-learn-eval","extends":"https://doi.org/10.5281/zenodo.19200726","implements":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/extract"}
{"@id":"https://github.com/shimo4228/claude-skill-stocktake","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"skill-stocktake","description":"AKC Curate-phase skill (3 of 6). Audit skills for staleness, conflicts, redundancy.","url":"https://github.com/shimo4228/claude-skill-stocktake","extends":"https://doi.org/10.5281/zenodo.19200726","implements":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/curate"}
{"@id":"https://github.com/shimo4228/claude-skill-rules-distill","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"rules-distill","description":"AKC Promote-phase skill (4 of 6). Distill cross-cutting principles into rules.","url":"https://github.com/shimo4228/claude-skill-rules-distill","extends":"https://doi.org/10.5281/zenodo.19200726","implements":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/promote"}
{"@id":"https://github.com/shimo4228/claude-skill-comply","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"skill-comply","description":"AKC Measure-phase skill (5 of 6). Test whether agents follow their skills and rules.","url":"https://github.com/shimo4228/claude-skill-comply","extends":"https://doi.org/10.5281/zenodo.19200726","implements":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/measure"}
{"@id":"https://github.com/shimo4228/claude-skill-context-sync","@type":["EcosystemRepo","SoftwareSourceCode"],"name":"context-sync","description":"AKC Maintain-phase skill (6 of 6). Audit docs for role overlaps and stale content.","url":"https://github.com/shimo4228/claude-skill-context-sync","extends":"https://doi.org/10.5281/zenodo.19200726","implements":"https://shimo4228.github.io/shimo4228/vocab#akc-phase/maintain"}
{"@id":"https://orcid.org/0009-0002-6168-4162","@type":"Person","name":"Tatsuya Shimomoto","alternateName":"shimo4228","identifier":"0009-0002-6168-4162","url":"https://orcid.org/0009-0002-6168-4162"}
{"@id":"https://doi.org/10.5281/zenodo.19212118","@type":["ResearchLine","ScholarlyArticle"],"name":"Contemplative Agent","alternateName":[{"@value":"Contemplative Agent","@language":"en"},{"@value":"コンテンプレイティブ・エージェント","@language":"ja"}],"description":"Upstream engineering substrate from which AKC's ADR-0002 through ADR-0005 were adapted (three-layer memory, two-stage distill pipeline, immutable episode log, human approval gate). Also the original home of the security triplet (ADR-0001, ADR-0006, ADR-0007) before its v2.0.0 extraction to Agent Attribution Practice. AKC = cycle (mechanism); Contemplative Agent = implementation substrate.","identifier":"10.5281/zenodo.19212118","url":"https://github.com/shimo4228/contemplative-agent","author":"https://orcid.org/0009-0002-6168-4162","siblingOf":["https://doi.org/10.5281/zenodo.19200726","https://doi.org/10.5281/zenodo.19652013"]}
{"@id":"https://doi.org/10.5281/zenodo.19652013","@type":["ResearchLine","ScholarlyArticle"],"name":"Agent Attribution Practice (AAP)","alternateName":[{"@value":"Agent Attribution Practice","@language":"en"},{"@value":"エージェント帰責実践","@language":"ja"}],"description":"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 five additional ADRs as eight ADRs on accountability distribution. AKC = cycle (mechanism); AAP = practice (content, for AI agents).","identifier":"10.5281/zenodo.19652013","url":"https://github.com/shimo4228/agent-attribution-practice","author":"https://orcid.org/0009-0002-6168-4162","siblingOf":["https://doi.org/10.5281/zenodo.19200726","https://doi.org/10.5281/zenodo.19212118"],"derivesFrom":"https://doi.org/10.5281/zenodo.19212118"}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/schemas/episode-log.schema.json","@type":["CreativeWork","DataDownload"],"name":"Episode log JSON schema","description":"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).","encodingFormat":"application/schema+json","appliesTo":"https://shimo4228.github.io/shimo4228/vocab#memory-layer/episode-log","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0002-immutable-episode-log.md"}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/schemas/knowledge.schema.json","@type":["CreativeWork","DataDownload"],"name":"Knowledge store JSON schema","description":"JSON schema for the Layer 2 knowledge record. Time-decayed and forbidden-substring validated patterns distilled from Layer 1 episodes (ADR-0003).","encodingFormat":"application/schema+json","appliesTo":"https://shimo4228.github.io/shimo4228/vocab#memory-layer/knowledge","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0003-three-layer-distillation.md"}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/tree/main/examples/minimal_harness","@type":"SoftwareSourceCode","name":"minimal_harness reference implementation","description":"~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`.","programmingLanguage":"Python","codeRepository":"https://github.com/shimo4228/agent-knowledge-cycle","implements":"https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop","groundedIn":["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-knowledge-body.md"]}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/akc-cycle.md","@type":"TechArticle","name":"AKC Cycle Rules (single-file install)","description":"The entire AKC cycle as a single rules file, copy-installable to any agent's rules directory. Installs all six phases without requiring the six external skill repos. Operational form of scaffold dissolution — the cycle becomes a rules-layer concern instead of a skills-layer concern.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md"}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/skills/when-code-when-llm.md","@type":"TechArticle","name":"when-code-when-llm (design-pattern skill)","description":"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.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md"}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/skills/code-and-llm-collaboration.md","@type":"TechArticle","name":"code-and-llm-collaboration (design-pattern skill)","description":"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.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md"}
{"@id":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/skills/signal-first-research.md","@type":"TechArticle","name":"signal-first-research (design-pattern skill)","description":"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.","groundedIn":"https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md"}