Datasets:
Formats:
json
Size:
< 1K
Tags:
ai-agent
agent-knowledge-cycle
knowledge-cycle
self-improvement
cognitive-economy
signal-first
License:
Upload graph.jsonld with huggingface_hub
Browse files- graph.jsonld +94 -0
graph.jsonld
CHANGED
|
@@ -295,6 +295,13 @@
|
|
| 295 |
"description": "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 'bijective' binding was read as an invariant that forbade a second Curate skill. Three concrete moves: (1) the binding is reworded across graph.jsonld, the README phase table, and llms.txt from 'bound bijectively to X' to 'currently scaffolded by X (a mutable snapshot)'; (2) Curate is layered — its structural / code layer is skill-health (a dangling-reference, missing-artifact scan; an ADR-0008 guard, deterministic), its semantic / judgment layer is skill-stocktake — enumerate-then-decide, skill-health published as a standalone repository and referenced like the other cycle skills, its SkillOps four-dimension rubric staying content-side; (3) the skill set both grows (skill-health joins) and dissolves (skill-comply's compliance-checking is a candidate for substrate absorption by the host harness, recorded experimental n=1, not retired). The six-phase count is de-reified but not removed — provisional is not arbitrary; the structures remain the load-bearing current articulation, held lightly. The ADR is itself provisional. Extends ADR-0009, applies ADR-0008, bounded by ADR-0011, continues ADR-0018, grounded in contemplative-axioms (Emptiness).",
|
| 296 |
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md"
|
| 297 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 298 |
|
| 299 |
{
|
| 300 |
"@id": "https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop",
|
|
@@ -878,6 +885,7 @@
|
|
| 878 |
"datePublished": "2026",
|
| 879 |
"identifier": "arXiv:2603.11768",
|
| 880 |
"url": "https://arxiv.org/abs/2603.11768",
|
|
|
|
| 881 |
"description": "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 propagates within the 2026 agent literature while remaining severed from the classical lineage.",
|
| 882 |
"groundedIn": "https://doi.org/10.5281/zenodo.20578272"
|
| 883 |
},
|
|
@@ -914,6 +922,7 @@
|
|
| 914 |
"datePublished": "2025",
|
| 915 |
"identifier": "arXiv:2506.05109",
|
| 916 |
"url": "https://arxiv.org/abs/2506.05109",
|
|
|
|
| 917 |
"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.",
|
| 918 |
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md"
|
| 919 |
},
|
|
@@ -926,6 +935,7 @@
|
|
| 926 |
"datePublished": "2026",
|
| 927 |
"identifier": "arXiv:2604.08224",
|
| 928 |
"url": "https://arxiv.org/abs/2604.08224",
|
|
|
|
| 929 |
"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.",
|
| 930 |
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 931 |
},
|
|
@@ -965,6 +975,90 @@
|
|
| 965 |
"description": "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 claim that curation is the load-bearing, attention-bound act: the scarce resource is the human judgment that decides what stays, not the storage that holds it. Corroboration rather than precedent.",
|
| 966 |
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 967 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 968 |
|
| 969 |
{
|
| 970 |
"@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/schemas/episode-log.schema.json",
|
|
|
|
| 295 |
"description": "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 'bijective' binding was read as an invariant that forbade a second Curate skill. Three concrete moves: (1) the binding is reworded across graph.jsonld, the README phase table, and llms.txt from 'bound bijectively to X' to 'currently scaffolded by X (a mutable snapshot)'; (2) Curate is layered — its structural / code layer is skill-health (a dangling-reference, missing-artifact scan; an ADR-0008 guard, deterministic), its semantic / judgment layer is skill-stocktake — enumerate-then-decide, skill-health published as a standalone repository and referenced like the other cycle skills, its SkillOps four-dimension rubric staying content-side; (3) the skill set both grows (skill-health joins) and dissolves (skill-comply's compliance-checking is a candidate for substrate absorption by the host harness, recorded experimental n=1, not retired). The six-phase count is de-reified but not removed — provisional is not arbitrary; the structures remain the load-bearing current articulation, held lightly. The ADR is itself provisional. Extends ADR-0009, applies ADR-0008, bounded by ADR-0011, continues ADR-0018, grounded in contemplative-axioms (Emptiness).",
|
| 296 |
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0009-akc-is-a-cycle-not-a-harness.md"
|
| 297 |
},
|
| 298 |
+
{
|
| 299 |
+
"@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0020-readme-minimal-floor.md",
|
| 300 |
+
"@type": ["ADR", "TechArticle"],
|
| 301 |
+
"name": "ADR-0020: Minimal-floor README with Single-location Theme Presentation",
|
| 302 |
+
"description": "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 2026-07-07. The corrective: README.md moves to a minimal floor — the three themes get exactly one full presentation (in 'Why AKC', fixed order: cognitive resource → intent alignment → the cycle changes the human too), the skill list collapses to the single phase→skill table, and design principles, references, the harness-engineering comparison, and adoption levels become pointers into the existing machine-readable floor (llms-full.txt, individual ADRs) rather than second copies. ADR-0012's front-load principle (theme phrases in the first thirty lines, themes before mechanism) and its llms.txt / llms-full.txt commitments remain in force unchanged; llms-full.txt gains explicit responsibility as the canonical information floor. Second correction in the same front-door alignment family: ADR-0012 corrected invisibility, ADR-0020 corrects the overshoot into repetition. Same spirit as ADR-0019 applied to the document layer — the README's shape is a provisional structure, revised on observed pain and recorded rather than silently patched.",
|
| 303 |
+
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0012-front-load-three-core-themes.md"
|
| 304 |
+
},
|
| 305 |
|
| 306 |
{
|
| 307 |
"@id": "https://shimo4228.github.io/shimo4228/vocab#concept/six-phase-loop",
|
|
|
|
| 885 |
"datePublished": "2026",
|
| 886 |
"identifier": "arXiv:2603.11768",
|
| 887 |
"url": "https://arxiv.org/abs/2603.11768",
|
| 888 |
+
"about": "https://shimo4228.github.io/shimo4228/vocab#akc/concept/self-reingestion",
|
| 889 |
"description": "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 propagates within the 2026 agent literature while remaining severed from the classical lineage.",
|
| 890 |
"groundedIn": "https://doi.org/10.5281/zenodo.20578272"
|
| 891 |
},
|
|
|
|
| 922 |
"datePublished": "2025",
|
| 923 |
"identifier": "arXiv:2506.05109",
|
| 924 |
"url": "https://arxiv.org/abs/2506.05109",
|
| 925 |
+
"about": "https://shimo4228.github.io/shimo4228/vocab#akc/concept/human-approval-gate",
|
| 926 |
"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.",
|
| 927 |
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0005-human-approval-gate.md"
|
| 928 |
},
|
|
|
|
| 935 |
"datePublished": "2026",
|
| 936 |
"identifier": "arXiv:2604.08224",
|
| 937 |
"url": "https://arxiv.org/abs/2604.08224",
|
| 938 |
+
"about": "https://shimo4228.github.io/shimo4228/vocab#concept/three-layer-structure",
|
| 939 |
"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.",
|
| 940 |
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 941 |
},
|
|
|
|
| 975 |
"description": "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 claim that curation is the load-bearing, attention-bound act: the scarce resource is the human judgment that decides what stays, not the storage that holds it. Corroboration rather than precedent.",
|
| 976 |
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 977 |
},
|
| 978 |
+
{
|
| 979 |
+
"@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/sdb-runtime-patterns",
|
| 980 |
+
"@type": ["ExternalReference", "ScholarlyArticle"],
|
| 981 |
+
"name": "A Methodology for Selecting and Composing Runtime Architecture Patterns for Production LLM Agents",
|
| 982 |
+
"author": "Srinivasan, V.",
|
| 983 |
+
"datePublished": "2026",
|
| 984 |
+
"identifier": "arXiv:2605.20173",
|
| 985 |
+
"url": "https://arxiv.org/abs/2605.20173",
|
| 986 |
+
"about": "https://shimo4228.github.io/shimo4228/vocab#akc/concept/code-llm-layering",
|
| 987 |
+
"description": "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 around it. A production-derived formalization of code-LLM layering: code decides, the LLM proposes.",
|
| 988 |
+
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 989 |
+
},
|
| 990 |
+
{
|
| 991 |
+
"@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/context-engineering-2",
|
| 992 |
+
"@type": ["ExternalReference", "ScholarlyArticle"],
|
| 993 |
+
"name": "Context Engineering 2.0: The Context of Context Engineering",
|
| 994 |
+
"author": "Hua, Q. et al.",
|
| 995 |
+
"datePublished": "2025",
|
| 996 |
+
"identifier": "arXiv:2510.26493",
|
| 997 |
+
"url": "https://arxiv.org/abs/2510.26493",
|
| 998 |
+
"about": ["https://shimo4228.github.io/shimo4228/vocab#akc/concept/signal-first", "https://shimo4228.github.io/shimo4228/vocab#akc/concept/cognitive-economy"],
|
| 999 |
+
"description": "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 the scarce budget).",
|
| 1000 |
+
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 1001 |
+
},
|
| 1002 |
+
{
|
| 1003 |
+
"@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/cognitive-divergence",
|
| 1004 |
+
"@type": ["ExternalReference", "ScholarlyArticle"],
|
| 1005 |
+
"name": "The Cognitive Divergence: AI Context Windows, Human Attention Decline, and the Delegation Feedback Loop",
|
| 1006 |
+
"author": "Eliav, N.",
|
| 1007 |
+
"datePublished": "2026",
|
| 1008 |
+
"identifier": "arXiv:2603.26707",
|
| 1009 |
+
"url": "https://arxiv.org/abs/2603.26707",
|
| 1010 |
+
"about": ["https://shimo4228.github.io/shimo4228/vocab#akc/concept/cognitive-economy", "https://shimo4228.github.io/shimo4228/vocab#akc/concept/loop-failure-modes"],
|
| 1011 |
+
"description": "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-feedback divergence.",
|
| 1012 |
+
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 1013 |
+
},
|
| 1014 |
+
{
|
| 1015 |
+
"@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/skillc",
|
| 1016 |
+
"@type": ["ExternalReference", "ScholarlyArticle"],
|
| 1017 |
+
"name": "SKILLC: Learning Autonomous Skill Internalization in LLM Agents via Contrastive Credit Assignment",
|
| 1018 |
+
"author": "Lin, H. et al.",
|
| 1019 |
+
"datePublished": "2026",
|
| 1020 |
+
"identifier": "arXiv:2605.27899",
|
| 1021 |
+
"url": "https://arxiv.org/abs/2605.27899",
|
| 1022 |
+
"about": "https://shimo4228.github.io/shimo4228/vocab#concept/scaffold-dissolution",
|
| 1023 |
+
"description": "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 aspiration.",
|
| 1024 |
+
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 1025 |
+
},
|
| 1026 |
+
{
|
| 1027 |
+
"@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/format-cost-separation",
|
| 1028 |
+
"@type": ["ExternalReference", "ScholarlyArticle"],
|
| 1029 |
+
"name": "When Agents Go Quiet: Output Generation Capacity and Format-Cost Separation for LLM Document Synthesis",
|
| 1030 |
+
"author": "Agyemang, J. O. et al.",
|
| 1031 |
+
"datePublished": "2026",
|
| 1032 |
+
"identifier": "arXiv:2604.16736",
|
| 1033 |
+
"url": "https://arxiv.org/abs/2604.16736",
|
| 1034 |
+
"about": "https://shimo4228.github.io/shimo4228/vocab#akc/concept/two-stage-distill",
|
| 1035 |
+
"description": "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 empirical rule to a conditionally optimal design.",
|
| 1036 |
+
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 1037 |
+
},
|
| 1038 |
+
{
|
| 1039 |
+
"@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/verification-bottleneck",
|
| 1040 |
+
"@type": ["ExternalReference", "ScholarlyArticle"],
|
| 1041 |
+
"name": "AI, Metacognition, and the Verification Bottleneck: A Three-Wave Longitudinal Study of Human Problem-Solving",
|
| 1042 |
+
"author": "Huemmer, M. et al.",
|
| 1043 |
+
"datePublished": "2026",
|
| 1044 |
+
"identifier": "arXiv:2601.17055",
|
| 1045 |
+
"url": "https://arxiv.org/abs/2601.17055",
|
| 1046 |
+
"about": ["https://shimo4228.github.io/shimo4228/vocab#akc/concept/loop-failure-modes", "https://shimo4228.github.io/shimo4228/vocab#akc/concept/bidirectional-growth-loop"],
|
| 1047 |
+
"description": "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 reverse.",
|
| 1048 |
+
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 1049 |
+
},
|
| 1050 |
+
{
|
| 1051 |
+
"@id": "https://shimo4228.github.io/shimo4228/vocab#prior-art/agent-human-interaction-security",
|
| 1052 |
+
"@type": ["ExternalReference", "ScholarlyArticle"],
|
| 1053 |
+
"name": "Reframing LLM Agent Security as an Agent-Human Interaction Problem",
|
| 1054 |
+
"author": "Wang, P. et al.",
|
| 1055 |
+
"datePublished": "2026",
|
| 1056 |
+
"identifier": "arXiv:2605.24309",
|
| 1057 |
+
"url": "https://arxiv.org/abs/2605.24309",
|
| 1058 |
+
"about": "https://shimo4228.github.io/shimo4228/vocab#akc/concept/intent-alignment",
|
| 1059 |
+
"description": "Corroboration named in ADR-0013's 2026-07-08 addendum. Analyzes 59 academic papers against 21 production agent systems: the academically favored mechanisms (intent anchoring, trust labeling) see zero production deployment while human-centric mechanisms — policy specification, runtime approval, scope configuration — dominate industry practice. The intent-alignment theme's industry-academia gap, measured.",
|
| 1060 |
+
"groundedIn": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/docs/adr/0013-positioning-within-agent-memory-literature.md"
|
| 1061 |
+
},
|
| 1062 |
|
| 1063 |
{
|
| 1064 |
"@id": "https://github.com/shimo4228/agent-knowledge-cycle/blob/main/schemas/episode-log.schema.json",
|