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@@ -641,55 +641,73 @@
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643
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/coala",
 
644
  "@type": "ScholarlyArticle",
645
  "name": "CoALA: Cognitive Architectures for Language Agents",
646
  "author": "Sumers et al.",
647
  "datePublished": "2023",
 
 
648
  "description": "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 (human gate), bidirectional human-judgment target, and human-attention scarcity.",
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  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
650
  },
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  {
652
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/voyager",
 
653
  "@type": "ScholarlyArticle",
654
  "name": "Voyager: An Open-Ended Embodied Agent with Large Language Models",
655
  "author": "Wang et al.",
656
  "datePublished": "2023",
 
 
657
  "description": "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 it; AKC's Promote requires named human sign-off.",
658
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
659
  },
660
  {
661
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/generative-agents",
 
662
  "@type": "ScholarlyArticle",
663
  "name": "Generative Agents: Interactive Simulacra of Human Behavior",
664
  "author": "Park et al.",
665
  "datePublished": "2023",
 
 
666
  "description": "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 capability, as the scarce resource.",
667
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
668
  },
669
  {
670
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/memgpt",
 
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  "@type": "ScholarlyArticle",
672
  "name": "MemGPT: Towards LLMs as Operating Systems",
673
  "author": "Packer et al.",
674
  "datePublished": "2023",
 
 
675
  "description": "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.",
676
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
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  },
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  {
679
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/reme",
 
680
  "@type": "ScholarlyArticle",
681
  "name": "ReMe: Remember Me, Refine Me",
682
  "author": "Cao et al.",
683
  "datePublished": "2025",
 
 
684
  "description": "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 runs without a human in the write path.",
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  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
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687
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688
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/agent-workflow-memory",
 
689
  "@type": "ScholarlyArticle",
690
  "name": "Agent Workflow Memory",
691
  "author": "Wang et al.",
692
  "datePublished": "2024",
 
 
693
  "description": "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 the operator's judgment, not only the agent's task success.",
694
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
695
  },
@@ -705,19 +723,25 @@
705
  },
706
  {
707
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/lehman-laws",
 
708
  "@type": "ScholarlyArticle",
709
  "name": "Programs, Life Cycles, and Laws of Software Evolution",
710
  "author": "Lehman, M. M.",
711
  "datePublished": "1980",
 
 
712
  "description": "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; harness alignment's driver is the operator's evolving intent.",
713
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md"
714
  },
715
  {
716
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/architectural-drift-perry-wolf",
 
717
  "@type": "ScholarlyArticle",
718
  "name": "Foundations for the Study of Software Architecture",
719
  "author": "Perry, D. E. & Wolf, A. L.",
720
  "datePublished": "1992",
 
 
721
  "description": "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 point (operator intent) itself evolves.",
722
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md"
723
  },
@@ -755,6 +779,42 @@
755
  "url": "https://arxiv.org/abs/2601.04170",
756
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md"
757
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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759
  {
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  "@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/schemas/episode-log.schema.json",
 
641
 
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  {
643
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/coala",
644
+ "sameAs": "https://www.wikidata.org/wiki/Q140181234",
645
  "@type": "ScholarlyArticle",
646
  "name": "CoALA: Cognitive Architectures for Language Agents",
647
  "author": "Sumers et al.",
648
  "datePublished": "2023",
649
+ "identifier": "arXiv:2309.02427",
650
+ "url": "https://arxiv.org/abs/2309.02427",
651
  "description": "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 (human gate), bidirectional human-judgment target, and human-attention scarcity.",
652
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
653
  },
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  {
655
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/voyager",
656
+ "sameAs": "https://www.wikidata.org/wiki/Q140181233",
657
  "@type": "ScholarlyArticle",
658
  "name": "Voyager: An Open-Ended Embodied Agent with Large Language Models",
659
  "author": "Wang et al.",
660
  "datePublished": "2023",
661
+ "identifier": "arXiv:2305.16291",
662
+ "url": "https://arxiv.org/abs/2305.16291",
663
  "description": "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 it; AKC's Promote requires named human sign-off.",
664
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
665
  },
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  {
667
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/generative-agents",
668
+ "sameAs": "https://www.wikidata.org/wiki/Q130846143",
669
  "@type": "ScholarlyArticle",
670
  "name": "Generative Agents: Interactive Simulacra of Human Behavior",
671
  "author": "Park et al.",
672
  "datePublished": "2023",
673
+ "identifier": "arXiv:2304.03442",
674
+ "url": "https://arxiv.org/abs/2304.03442",
675
  "description": "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 capability, as the scarce resource.",
676
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
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  },
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  {
679
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/memgpt",
680
+ "sameAs": "https://www.wikidata.org/wiki/Q140181237",
681
  "@type": "ScholarlyArticle",
682
  "name": "MemGPT: Towards LLMs as Operating Systems",
683
  "author": "Packer et al.",
684
  "datePublished": "2023",
685
+ "identifier": "arXiv:2310.08560",
686
+ "url": "https://arxiv.org/abs/2310.08560",
687
  "description": "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.",
688
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
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  },
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  {
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  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/reme",
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+ "sameAs": "https://www.wikidata.org/wiki/Q140181257",
693
  "@type": "ScholarlyArticle",
694
  "name": "ReMe: Remember Me, Refine Me",
695
  "author": "Cao et al.",
696
  "datePublished": "2025",
697
+ "identifier": "arXiv:2512.10696",
698
+ "url": "https://arxiv.org/abs/2512.10696",
699
  "description": "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 runs without a human in the write path.",
700
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
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  },
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  {
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  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/agent-workflow-memory",
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+ "sameAs": "https://www.wikidata.org/wiki/Q140181241",
705
  "@type": "ScholarlyArticle",
706
  "name": "Agent Workflow Memory",
707
  "author": "Wang et al.",
708
  "datePublished": "2024",
709
+ "identifier": "arXiv:2409.07429",
710
+ "url": "https://arxiv.org/abs/2409.07429",
711
  "description": "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 the operator's judgment, not only the agent's task success.",
712
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
713
  },
 
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  },
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  {
725
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/lehman-laws",
726
+ "sameAs": "https://www.wikidata.org/wiki/Q57311412",
727
  "@type": "ScholarlyArticle",
728
  "name": "Programs, Life Cycles, and Laws of Software Evolution",
729
  "author": "Lehman, M. M.",
730
  "datePublished": "1980",
731
+ "identifier": "doi:10.1109/PROC.1980.11805",
732
+ "url": "https://doi.org/10.1109/PROC.1980.11805",
733
  "description": "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; harness alignment's driver is the operator's evolving intent.",
734
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md"
735
  },
736
  {
737
  "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/architectural-drift-perry-wolf",
738
+ "sameAs": "https://www.wikidata.org/wiki/Q55880382",
739
  "@type": "ScholarlyArticle",
740
  "name": "Foundations for the Study of Software Architecture",
741
  "author": "Perry, D. E. & Wolf, A. L.",
742
  "datePublished": "1992",
743
+ "identifier": "doi:10.1145/141874.141884",
744
+ "url": "https://doi.org/10.1145/141874.141884",
745
  "description": "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 point (operator intent) itself evolves.",
746
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md"
747
  },
 
779
  "url": "https://arxiv.org/abs/2601.04170",
780
  "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0017-harness-alignment-and-drift.md"
781
  },
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+ {
783
+ "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/geo",
784
+ "sameAs": "https://www.wikidata.org/wiki/Q131161430",
785
+ "@type": "ScholarlyArticle",
786
+ "name": "GEO: Generative Engine Optimization",
787
+ "author": "Aggarwal, P. et al.",
788
+ "datePublished": "2023",
789
+ "identifier": "arXiv:2311.09735",
790
+ "url": "https://arxiv.org/abs/2311.09735",
791
+ "description": "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 both snapshots retained in version control so successive ADRs can track the README's GEO trajectory over time.",
792
+ "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0010-human-cognitive-resource-as-central-constraint.md"
793
+ },
794
+ {
795
+ "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/intrinsic-metacognitive-learning",
796
+ "sameAs": "https://www.wikidata.org/wiki/Q140181243",
797
+ "@type": "ScholarlyArticle",
798
+ "name": "Truly Self-Improving Agents Require Intrinsic Metacognitive Learning",
799
+ "author": "Liu & van der Schaar",
800
+ "datePublished": "2025",
801
+ "identifier": "arXiv:2506.05109",
802
+ "url": "https://arxiv.org/abs/2506.05109",
803
+ "description": "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 the operator's evolving intent enters the loop.",
804
+ "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md"
805
+ },
806
+ {
807
+ "@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/externalization-review",
808
+ "sameAs": "https://www.wikidata.org/wiki/Q140181274",
809
+ "@type": "ScholarlyArticle",
810
+ "name": "Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering",
811
+ "author": "Zhou et al.",
812
+ "datePublished": "2026",
813
+ "identifier": "arXiv:2604.08224",
814
+ "url": "https://arxiv.org/abs/2604.08224",
815
+ "description": "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 delta in loop ownership rather than in the externalization operations themselves.",
816
+ "groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
817
+ },
818
 
819
  {
820
  "@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/schemas/episode-log.schema.json",