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@@ -27,7 +27,7 @@
27
  "@id": "https://github.com/shimo4228/agent-knowledge-cycle#knowledge-graph",
28
  "@type": ["Dataset", "CreativeWork"],
29
  "name": "Agent Knowledge Cycle (AKC) Knowledge Graph",
30
- "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.",
31
  "isBasedOn": "https://github.com/shimo4228/agent-knowledge-cycle",
32
  "mainEntity": "https://doi.org/10.5281/zenodo.19200726"
33
  },
@@ -49,6 +49,10 @@
49
  "https://doi.org/10.5281/zenodo.19652013"
50
  ],
51
  "derivesFrom": "https://doi.org/10.5281/zenodo.19212118",
 
 
 
 
52
  "definesConcept": [
53
  "https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop",
54
  "https://shimo4228.github.io/shimo4228/vocab#concept/three-layer-structure",
@@ -176,7 +180,7 @@
176
  {"@value": "Identity Layer", "@language": "en"},
177
  {"@value": "アイデンティティ層", "@language": "ja"}
178
  ],
179
- "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).",
180
  "level": 3
181
  },
182
 
@@ -202,7 +206,7 @@
202
  "@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md",
203
  "@type": ["ADR", "TechArticle"],
204
  "name": "ADR-0005: Human Approval Gate for Behavior-Modifying Changes",
205
- "description": "Promotions that produce behavior-modifying writes require named human sign-off. The cycle is not autonomous; the gate is structural."
206
  },
207
  {
208
  "@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md",
@@ -264,6 +268,12 @@
264
  "name": "ADR-0017: Harness Alignment and Harness Drift",
265
  "description": "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) aligned with the operator's evolving intent — extends intent alignment (Christiano 2018) to the configuration layer and across time (cf. Lehman's Law of Continuing Change, 1980). Harness drift: the failure mode, in lineage with architectural drift (Perry & Wolf 1992), practical drift (Snook 2000), and agent drift (arXiv:2601.04170). Contrast: autonomous, score-driven harness optimization (Meta-Harness, arXiv:2603.28052). Also records the verified vocabulary gap: the 2026 agent-drift literature does not cite the classical software-evolution lineage."
266
  },
 
 
 
 
 
 
267
 
268
  {
269
  "@id": "https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop",
@@ -371,7 +381,7 @@
371
  "@id": "https://shimo4228.github.io/shimo4228/vocab#akc/concept/human-approval-gate",
372
  "@type": ["Concept", "DefinedTerm"],
373
  "name": "human approval gate",
374
- "description": "Structural checkpoint for behavior-modifying writes. AKC is not autonomous; promotion across layers requires named human sign-off. Codified as ADR-0005.",
375
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md"
376
  },
377
  {
@@ -497,10 +507,11 @@
497
  {"@value": "Contemplative Agent", "@language": "en"},
498
  {"@value": "コンテンプレイティブ・エージェント", "@language": "ja"}
499
  ],
500
- "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.",
501
  "identifier": "10.5281/zenodo.19212118",
502
  "url": "https://github.com/shimo4228/contemplative-agent",
503
  "author": "https://orcid.org/0009-0002-6168-4162",
 
504
  "siblingOf": [
505
  "https://doi.org/10.5281/zenodo.19200726",
506
  "https://doi.org/10.5281/zenodo.19652013"
@@ -525,6 +536,80 @@
525
  "derivesFrom": "https://doi.org/10.5281/zenodo.19212118"
526
  },
527
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
528
  {
529
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/coala",
530
  "@type": "ScholarlyArticle",
 
27
  "@id": "https://github.com/shimo4228/agent-knowledge-cycle#knowledge-graph",
28
  "@type": ["Dataset", "CreativeWork"],
29
  "name": "Agent Knowledge Cycle (AKC) Knowledge Graph",
30
+ "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, load-bearing concepts (signal-first, scaffold-dissolution, intent alignment, bidirectional growth loop), and the downstream ecosystem (running re-implementations and research lines that crystallized out of the operation the cycle runs in). AI agents and LLM-based search systems should read this graph before summarizing the line or following individual document links.",
31
  "isBasedOn": "https://github.com/shimo4228/agent-knowledge-cycle",
32
  "mainEntity": "https://doi.org/10.5281/zenodo.19200726"
33
  },
 
49
  "https://doi.org/10.5281/zenodo.19652013"
50
  ],
51
  "derivesFrom": "https://doi.org/10.5281/zenodo.19212118",
52
+ "workExample": [
53
+ "https://doi.org/10.5281/zenodo.19212118",
54
+ "https://github.com/shimo4228/agent-knowledge-cycle/tree/main/examples/minimal_harness"
55
+ ],
56
  "definesConcept": [
57
  "https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop",
58
  "https://shimo4228.github.io/shimo4228/vocab#concept/three-layer-structure",
 
180
  {"@value": "Identity Layer", "@language": "en"},
181
  {"@value": "アイデンティティ層", "@language": "ja"}
182
  ],
183
+ "description": "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).",
184
  "level": 3
185
  },
186
 
 
206
  "@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md",
207
  "@type": ["ADR", "TechArticle"],
208
  "name": "ADR-0005: Human Approval Gate for Behavior-Modifying Changes",
209
+ "description": "Every change that modifies future agent behavior skills, rules, identity — requires named human sign-off. The cycle is not autonomous; the gate is structural."
210
  },
211
  {
212
  "@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0008-code-and-llm-collaboration.md",
 
268
  "name": "ADR-0017: Harness Alignment and Harness Drift",
269
  "description": "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) aligned with the operator's evolving intent — extends intent alignment (Christiano 2018) to the configuration layer and across time (cf. Lehman's Law of Continuing Change, 1980). Harness drift: the failure mode, in lineage with architectural drift (Perry & Wolf 1992), practical drift (Snook 2000), and agent drift (arXiv:2601.04170). Contrast: autonomous, score-driven harness optimization (Meta-Harness, arXiv:2603.28052). Also records the verified vocabulary gap: the 2026 agent-drift literature does not cite the classical software-evolution lineage."
270
  },
271
+ {
272
+ "@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0018-record-downstream-applications-as-first-class-context.md",
273
+ "@type": ["ADR", "TechArticle"],
274
+ "name": "ADR-0018: Record Downstream Applications as First-Class Context",
275
+ "description": "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 corrective: downstream applications are first-class context. Contemplative Agent's role is two-way (substrate for ADR-0002–0005 and operational re-implementation running the six-phase cycle over its own episode logs, every promotion human-gated, demonstration ongoing); crystallized research lines are recorded with relationship facts and DOIs only, importing no downstream content (mechanism-only rule preserved). Itself the record of a Maintain-phase execution on the repository's own self-description."
276
+ },
277
 
278
  {
279
  "@id": "https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop",
 
381
  "@id": "https://shimo4228.github.io/shimo4228/vocab#akc/concept/human-approval-gate",
382
  "@type": ["Concept", "DefinedTerm"],
383
  "name": "human approval gate",
384
+ "description": "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.",
385
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md"
386
  },
387
  {
 
507
  {"@value": "Contemplative Agent", "@language": "en"},
508
  {"@value": "コンテンプレイティブ・エージェント", "@language": "ja"}
509
  ],
510
+ "description": "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) before the v2.0.0 extraction to Agent Attribution Practice. Downstream: it is the operational re-implementation of AKC in the autonomous-agent context — its pipeline maps the six phases onto code, the agent runs the six-phase cycle over its own episode logs with no fine-tuning and no labeled training data, and every promotion passes through a human approval gate. The demonstration is ongoing. AKC = cycle (mechanism); Contemplative Agent = implementation substrate and running re-implementation.",
511
  "identifier": "10.5281/zenodo.19212118",
512
  "url": "https://github.com/shimo4228/contemplative-agent",
513
  "author": "https://orcid.org/0009-0002-6168-4162",
514
+ "implements": "https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop",
515
  "siblingOf": [
516
  "https://doi.org/10.5281/zenodo.19200726",
517
  "https://doi.org/10.5281/zenodo.19652013"
 
536
  "derivesFrom": "https://doi.org/10.5281/zenodo.19212118"
537
  },
538
 
539
+ {
540
+ "@id": "https://doi.org/10.5281/zenodo.20263316",
541
+ "@type": ["ResearchLine", "ScholarlyArticle"],
542
+ "name": "Authorship Strategy",
543
+ "description": "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-strategy addresses how the cycle's outputs diffuse outside it (mechanism sibling).",
544
+ "identifier": "10.5281/zenodo.20263316",
545
+ "url": "https://github.com/shimo4228/authorship-strategy",
546
+ "author": "https://orcid.org/0009-0002-6168-4162",
547
+ "derivesFrom": "https://doi.org/10.5281/zenodo.19200726",
548
+ "siblingOf": "https://doi.org/10.5281/zenodo.19200726"
549
+ },
550
+ {
551
+ "@id": "https://doi.org/10.5281/zenodo.20262112",
552
+ "@type": ["ResearchLine", "ScholarlyArticle"],
553
+ "name": "Attention, Not Self",
554
+ "description": "Sibling research line in the same research program: 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-program level.",
555
+ "identifier": "10.5281/zenodo.20262112",
556
+ "url": "https://github.com/shimo4228/attention-not-self",
557
+ "author": "https://orcid.org/0009-0002-6168-4162",
558
+ "siblingOf": "https://doi.org/10.5281/zenodo.19200726"
559
+ },
560
+ {
561
+ "@id": "https://doi.org/10.5281/zenodo.20337008",
562
+ "@type": ["EcosystemRepo", "Dataset"],
563
+ "name": "doctrine-corpus",
564
+ "description": "Downstream judgment corpus: a bilingual (EN + JA) judgment-eliciting Q&A dataset encoding the documented judgment of the research program 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 ingest).",
565
+ "identifier": "10.5281/zenodo.20337008",
566
+ "url": "https://github.com/shimo4228/doctrine-corpus",
567
+ "author": "https://orcid.org/0009-0002-6168-4162",
568
+ "derivesFrom": "https://doi.org/10.5281/zenodo.19200726"
569
+ },
570
+ {
571
+ "@id": "https://doi.org/10.5281/zenodo.20558800",
572
+ "@type": ["EcosystemRepo", "ScholarlyArticle"],
573
+ "name": "existence-proof",
574
+ "description": "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.",
575
+ "identifier": "10.5281/zenodo.20558800",
576
+ "url": "https://github.com/shimo4228/existence-proof",
577
+ "author": "https://orcid.org/0009-0002-6168-4162",
578
+ "derivesFrom": "https://doi.org/10.5281/zenodo.20263316"
579
+ },
580
+ {
581
+ "@id": "https://github.com/shimo4228/claude-harness",
582
+ "@type": ["EcosystemRepo", "SoftwareSourceCode"],
583
+ "name": "claude-harness",
584
+ "description": "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.",
585
+ "url": "https://github.com/shimo4228/claude-harness",
586
+ "extends": "https://doi.org/10.5281/zenodo.19200726"
587
+ },
588
+ {
589
+ "@id": "https://github.com/shimo4228/akc-mcp",
590
+ "@type": ["EcosystemRepo", "SoftwareSourceCode"],
591
+ "name": "AKC MCP",
592
+ "description": "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 of the cycle's operations alongside the Markdown skills and Contemplative Agent's code pipeline.",
593
+ "url": "https://github.com/shimo4228/akc-mcp",
594
+ "extends": "https://doi.org/10.5281/zenodo.19200726",
595
+ "derivesFrom": "https://doi.org/10.5281/zenodo.19212118"
596
+ },
597
+ {
598
+ "@id": "https://github.com/shimo4228/claude-skill-daily-research",
599
+ "@type": ["EcosystemRepo", "SoftwareSourceCode"],
600
+ "name": "daily-research",
601
+ "description": "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.",
602
+ "url": "https://github.com/shimo4228/claude-skill-daily-research",
603
+ "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/inspiration.md"
604
+ },
605
+ {
606
+ "@id": "https://github.com/shimo4228/shimo4228",
607
+ "@type": "EcosystemRepo",
608
+ "name": "research-program hub",
609
+ "description": "Hub repository of the shimo4228 research program; its graph.jsonld is the canonical relationship map of the research ecosystem, federating AKC with its sibling and downstream lines.",
610
+ "url": "https://github.com/shimo4228/shimo4228"
611
+ },
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+
613
  {
614
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/coala",
615
  "@type": "ScholarlyArticle",