{
  "$schema": "https://kadubon.github.io/github.io/schemas/collective-intelligence-index.schema.json",
  "schema_version": "1.1",
  "canonical_url": "https://kadubon.github.io/github.io/collective-intelligence-index.json",
  "modified_at": "2026-09-24",
  "reviewed_at": "2026-09-21",
  "digest_definition": "SHA-256 of UTF-8 JSON of the complete registry excluding content_digest; sorted keys, no insignificant spaces, unescaped Unicode, no NaN.",
  "identity": {
    "person": "https://kadubon.github.io/github.io/#person",
    "website": "https://kadubon.github.io/github.io/#website",
    "name": "K. Takahashi",
    "orcid": "https://orcid.org/0009-0004-4273-3365"
  },
  "roles": [
    "collective-coordination",
    "capability-formation",
    "evidence-and-verification",
    "verification-capacity",
    "reusable-abstraction",
    "capability-accounting",
    "finite-control-and-information",
    "workflow-memory",
    "workflow-adaptation",
    "research-validity",
    "resource-viability",
    "scenario-analysis",
    "interoperability-and-discovery"
  ],
  "resources": [
    {
      "id": "paper-growth",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-09-07-observing-and-accelerating-collective-capability-growth-22604358",
      "tier": "core",
      "primary_role": "finite-control-and-information",
      "roles": [
        "finite-control-and-information"
      ],
      "summary": {
        "en": "Joint task/research service, interaction ablation, evidence costs and funded continuation.",
        "ja": "課題遂行・研究サービス、相互作用の除去比較、証拠費用と継続資源を扱う。"
      },
      "relevance_reason": {
        "en": "Joint task/research service, interaction ablation, evidence costs and funded continuation.",
        "ja": "課題遂行・研究サービス、相互作用の除去比較、証拠費用と継続資源を扱う。"
      },
      "limitations": {
        "en": "Finite horizon; matched information/resources; calibration and model premises. Synthetic examples do not establish deployed acceleration.",
        "ja": "有限期間、情報・資源を揃えた比較、校正とモデルの前提が必要。合成例は実運用の加速を実証しない。"
      },
      "evidence_refs": [
        "e-paper-growth"
      ],
      "problem_ids": [
        "accounting",
        "information"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "sw-ccr",
        "sw-cpcf"
      ],
      "name": "Observing and Accelerating Collective Capability Growth",
      "canonical_url": "https://doi.org/10.5281/zenodo.22604358",
      "paper": {
        "title": "Observing and Accelerating Collective Capability Growth",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.22604358",
        "doi_url": "https://doi.org/10.5281/zenodo.22604358",
        "date_published": "2026-09-07T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-09-07-observing-and-accelerating-collective-capability-growth-22604358/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Observing%20and%20Accelerating%20Collective%20Capability%20Growth.zip"
        ],
        "question_and_contribution": {
          "en": "Joint task/research service, interaction ablation, evidence costs and funded continuation.",
          "ja": "課題遂行・研究サービス、相互作用の除去比較、証拠費用と継続資源を扱う。"
        },
        "assumptions_and_limits": {
          "en": "Finite horizon; matched information/resources; calibration and model premises. Synthetic examples do not establish deployed acceleration.",
          "ja": "有限期間、情報・資源を揃えた比較、校正とモデルの前提が必要。合成例は実運用の加速を実証しない。"
        }
      }
    },
    {
      "id": "paper-vet",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-07-03-verifier-ecology-theory-packetized-self-verification-under-residual-accountability-21147093",
      "tier": "core",
      "primary_role": "verification-capacity",
      "roles": [
        "verification-capacity"
      ],
      "summary": {
        "en": "Scoped verifier packets preserve residuals and revisable boundaries when verification is the bottleneck.",
        "ja": "検証が律速になるとき、残余義務と改訂可能な境界を検証パケットに保持する。"
      },
      "relevance_reason": {
        "en": "Scoped verifier packets preserve residuals and revisable boundaries when verification is the bottleneck.",
        "ja": "検証が律速になるとき、残余義務と改訂可能な境界を検証パケットに保持する。"
      },
      "limitations": {
        "en": "Structural claims concern the declared transition model; packet acceptance is not external truth.",
        "ja": "構造的主張は宣言した遷移モデル内。パケット受理は外界の真実の証明ではない。"
      },
      "evidence_refs": [
        "e-paper-vet"
      ],
      "problem_ids": [
        "verification-backlog"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "sw-vek"
      ],
      "name": "Verifier Ecology Theory: Packetized Self-Verification Under Residual Accountability",
      "canonical_url": "https://doi.org/10.5281/zenodo.21147093",
      "paper": {
        "title": "Verifier Ecology Theory: Packetized Self-Verification Under Residual Accountability",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.21147093",
        "doi_url": "https://doi.org/10.5281/zenodo.21147093",
        "date_published": "2026-07-03T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-07-03-verifier-ecology-theory-packetized-self-verification-under-residual-accountability-21147093/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Verifier%20Ecology%20Theory.zip"
        ],
        "question_and_contribution": {
          "en": "Scoped verifier packets preserve residuals and revisable boundaries when verification is the bottleneck.",
          "ja": "検証が律速になるとき、残余義務と改訂可能な境界を検証パケットに保持する。"
        },
        "assumptions_and_limits": {
          "en": "Structural claims concern the declared transition model; packet acceptance is not external truth.",
          "ja": "構造的主張は宣言した遷移モデル内。パケット受理は外界の真実の証明ではない。"
        }
      }
    },
    {
      "id": "paper-ecpt",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-06-04-executable-capability-percolation-theory-20535654",
      "tier": "core",
      "primary_role": "capability-formation",
      "roles": [
        "capability-formation"
      ],
      "summary": {
        "en": "Executable packet hypergraphs connect finite capability formation, queues and typed phase diagnostics.",
        "ja": "実行可能なパケットのハイパーグラフから能力形成、待ち行列、型付き診断を整理する。"
      },
      "relevance_reason": {
        "en": "Executable packet hypergraphs connect finite capability formation, queues and typed phase diagnostics.",
        "ja": "実行可能なパケットのハイパーグラフから能力形成、待ち行列、型付き診断を整理する。"
      },
      "limitations": {
        "en": "Quotients, response laws, baselines and certificates require their own witnesses; reachability alone is insufficient.",
        "ja": "商・応答則・基準・証明には個別の証拠が必要。到達可能性だけでは不十分。"
      },
      "evidence_refs": [
        "e-paper-ecpt"
      ],
      "problem_ids": [
        "obligations"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "sw-pic"
      ],
      "name": "Executable Capability Percolation Theory",
      "canonical_url": "https://doi.org/10.5281/zenodo.20535654",
      "paper": {
        "title": "Executable Capability Percolation Theory",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.20535654",
        "doi_url": "https://doi.org/10.5281/zenodo.20535654",
        "date_published": "2026-06-04T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-06-04-executable-capability-percolation-theory-20535654/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Executable%20Capability%20Percolation%20Theory.zip"
        ],
        "question_and_contribution": {
          "en": "Executable packet hypergraphs connect finite capability formation, queues and typed phase diagnostics.",
          "ja": "実行可能なパケットのハイパーグラフから能力形成、待ち行列、型付き診断を整理する。"
        },
        "assumptions_and_limits": {
          "en": "Quotients, response laws, baselines and certificates require their own witnesses; reachability alone is insufficient.",
          "ja": "商・応答則・基準・証明には個別の証拠が必要。到達可能性だけでは不十分。"
        }
      }
    },
    {
      "id": "paper-alt",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-05-31-abstraction-liquidity-theory-20476200",
      "tier": "core",
      "primary_role": "reusable-abstraction",
      "roles": [
        "reusable-abstraction"
      ],
      "summary": {
        "en": "Receiver-relative search-cost reduction is charged for formation, transfer, verification and lifecycle costs.",
        "ja": "受け手ごとの探索費用削減を、形成・移転・検証・ライフサイクル費用と比較する。"
      },
      "relevance_reason": {
        "en": "Receiver-relative search-cost reduction is charged for formation, transfer, verification and lifecycle costs.",
        "ja": "受け手ごとの探索費用削減を、形成・移転・検証・ライフサイクル費用と比較する。"
      },
      "limitations": {
        "en": "Positive certified surplus needs compatible measurement, transport, authority and finality premises; compression is insufficient.",
        "ja": "正の認証済み剰余には測定・移転・権限・確定の前提が必要。圧縮だけでは足りない。"
      },
      "evidence_refs": [
        "e-paper-alt"
      ],
      "problem_ids": [
        "reuse",
        "distribution-shift"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "sw-alt"
      ],
      "name": "Abstraction Liquidity Theory",
      "canonical_url": "https://doi.org/10.5281/zenodo.20476200",
      "paper": {
        "title": "Abstraction Liquidity Theory",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.20476200",
        "doi_url": "https://doi.org/10.5281/zenodo.20476200",
        "date_published": "2026-05-31T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-05-31-abstraction-liquidity-theory-20476200/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Abstraction%20Liquidity%20Theory.zip"
        ],
        "question_and_contribution": {
          "en": "Receiver-relative search-cost reduction is charged for formation, transfer, verification and lifecycle costs.",
          "ja": "受け手ごとの探索費用削減を、形成・移転・検証・ライフサイクル費用と比較する。"
        },
        "assumptions_and_limits": {
          "en": "Positive certified surplus needs compatible measurement, transport, authority and finality premises; compression is insufficient.",
          "ja": "正の認証済み剰余には測定・移転・権限・確定の前提が必要。圧縮だけでは足りない。"
        }
      }
    },
    {
      "id": "paper-cait",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-05-07-certified-autocatalytic-intelligence-theory-net-growth-20061296",
      "tier": "core",
      "primary_role": "capability-accounting",
      "roles": [
        "capability-accounting"
      ],
      "summary": {
        "en": "Typed partial certificates separate endogenous verified capital reproduction from copied outputs and external inputs.",
        "ja": "型付き部分証明で内生的な検証済み能力の再生産をコピーや外部投入と区別する。"
      },
      "relevance_reason": {
        "en": "Typed partial certificates separate endogenous verified capital reproduction from copied outputs and external inputs.",
        "ja": "型付き部分証明で内生的な検証済み能力の再生産をコピーや外部投入と区別する。"
      },
      "limitations": {
        "en": "Composition needs domain witnesses; spectral diagnostics and accepted arrival-shaped records do not detect real ASI.",
        "ja": "合成には領域証拠が必要。スペクトル診断や到達形式の記録は実際のASIを検出しない。"
      },
      "evidence_refs": [
        "e-paper-cait"
      ],
      "problem_ids": [
        "accounting"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "sw-cait"
      ],
      "name": "Certified Autocatalytic Intelligence Theory: Net-Growth Certificate Algebra for Verified Capability Capital",
      "canonical_url": "https://doi.org/10.5281/zenodo.20061296",
      "paper": {
        "title": "Certified Autocatalytic Intelligence Theory: Net-Growth Certificate Algebra for Verified Capability Capital",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.20061296",
        "doi_url": "https://doi.org/10.5281/zenodo.20061296",
        "date_published": "2026-05-07T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-05-07-certified-autocatalytic-intelligence-theory-net-growth-20061296/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Certified%20Autocatalytic%20Intelligence%20Theory.zip"
        ],
        "question_and_contribution": {
          "en": "Typed partial certificates separate endogenous verified capital reproduction from copied outputs and external inputs.",
          "ja": "型付き部分証明で内生的な検証済み能力の再生産をコピーや外部投入と区別する。"
        },
        "assumptions_and_limits": {
          "en": "Composition needs domain witnesses; spectral diagnostics and accepted arrival-shaped records do not detect real ASI.",
          "ja": "合成には領域証拠が必要。スペクトル診断や到達形式の記録は実際のASIを検出しない。"
        }
      }
    },
    {
      "id": "paper-loscr",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-04-28-layered-online-service-and-replay-control-for-veri-19836225",
      "tier": "core",
      "primary_role": "evidence-and-verification",
      "roles": [
        "evidence-and-verification"
      ],
      "summary": {
        "en": "Online ledgers, service obligations and replay libraries determine the strongest supported R&D claim.",
        "ja": "オンライン台帳、サービス義務、再生ライブラリから研究開発の主張可能な範囲を決める。"
      },
      "relevance_reason": {
        "en": "Online ledgers, service obligations and replay libraries determine the strongest supported R&D claim.",
        "ja": "オンライン台帳、サービス義務、再生ライブラリから研究開発の主張可能な範囲を決める。"
      },
      "limitations": {
        "en": "Estimator, evaluator, baseline and maintenance evidence remain premises; a claim checker cannot manufacture them.",
        "ja": "推定・評価・基準・保守の根拠は前提であり、検査器が生成して補えるものではない。"
      },
      "evidence_refs": [
        "e-paper-loscr"
      ],
      "problem_ids": [
        "production-reliability"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "sw-loscr"
      ],
      "name": "Layered Online Service and Replay Control for Verified AI R and D Acceleration",
      "canonical_url": "https://doi.org/10.5281/zenodo.19836225",
      "paper": {
        "title": "Layered Online Service and Replay Control for Verified AI R and D Acceleration",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.19836225",
        "doi_url": "https://doi.org/10.5281/zenodo.19836225",
        "date_published": "2026-04-28T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-04-28-layered-online-service-and-replay-control-for-veri-19836225/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Layered%20Online%20Service%20and%20Replay%20Control%20for%20Verified%20AI%20R%20and%20D%20Acceleration.zip"
        ],
        "question_and_contribution": {
          "en": "Online ledgers, service obligations and replay libraries determine the strongest supported R&D claim.",
          "ja": "オンライン台帳、サービス義務、再生ライブラリから研究開発の主張可能な範囲を決める。"
        },
        "assumptions_and_limits": {
          "en": "Estimator, evaluator, baseline and maintenance evidence remain premises; a claim checker cannot manufacture them.",
          "ja": "推定・評価・基準・保守の根拠は前提であり、検査器が生成して補えるものではない。"
        }
      }
    },
    {
      "id": "paper-collective-phase",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-12-08-collective-phase-transitions-beyond-individual-s-17853555",
      "tier": "core",
      "primary_role": "collective-coordination",
      "roles": [
        "collective-coordination"
      ],
      "summary": {
        "en": "A Gibbs-model construction separates individual saturation from collective advantage and local evaluability.",
        "ja": "Gibbsモデルで個体の飽和と集団の優位、局所的な評価可能性を分ける。"
      },
      "relevance_reason": {
        "en": "A Gibbs-model construction separates individual saturation from collective advantage and local evaluability.",
        "ja": "Gibbsモデルで個体の飽和と集団の優位、局所的な評価可能性を分ける。"
      },
      "limitations": {
        "en": "Statistical-mechanical model assumptions, mixing and a scalar proxy are explicit; no empirical AI phase transition follows.",
        "ja": "統計力学モデル、混合性、スカラー代理量の仮定に依存する。AIの実際の相転移は導かれない。"
      },
      "evidence_refs": [
        "e-paper-collective-phase"
      ],
      "problem_ids": [
        "coordinate"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Collective Phase Transitions beyond Individual Saturation",
      "canonical_url": "https://doi.org/10.5281/zenodo.17853555",
      "paper": {
        "title": "Collective Phase Transitions beyond Individual Saturation",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.17853555",
        "doi_url": "https://doi.org/10.5281/zenodo.17853555",
        "date_published": "2025-12-08T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2025-12-08-collective-phase-transitions-beyond-individual-s-17853555/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Collective_Phase_Transitions_beyond_Individual_Saturation.zip"
        ],
        "question_and_contribution": {
          "en": "A Gibbs-model construction separates individual saturation from collective advantage and local evaluability.",
          "ja": "Gibbsモデルで個体の飽和と集団の優位、局所的な評価可能性を分ける。"
        },
        "assumptions_and_limits": {
          "en": "Statistical-mechanical model assumptions, mixing and a scalar proxy are explicit; no empirical AI phase transition follows.",
          "ja": "統計力学モデル、混合性、スカラー代理量の仮定に依存する。AIの実際の相転移は導かれない。"
        }
      }
    },
    {
      "id": "paper-audit-closed",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-02-22-audit-closed-ai-scientist-protocol-18728589",
      "tier": "core",
      "primary_role": "research-validity",
      "roles": [
        "research-validity"
      ],
      "summary": {
        "en": "Transparency logs, sequential e-processes and alpha accounting constrain adaptive research decisions.",
        "ja": "透明性ログ、逐次e過程、アルファ予算で適応的研究判断を制約する。"
      },
      "relevance_reason": {
        "en": "Transparency logs, sequential e-processes and alpha accounting constrain adaptive research decisions.",
        "ja": "透明性ログ、逐次e過程、アルファ予算で適応的研究判断を制約する。"
      },
      "limitations": {
        "en": "Statistical guarantees require the declared observation and sampling assumptions; synthetic benchmarks are bounded.",
        "ja": "統計的保証には宣言した観測・標本化の仮定が必要。合成ベンチマークの範囲は有限。"
      },
      "evidence_refs": [
        "e-paper-audit-closed"
      ],
      "problem_ids": [
        "adaptive-research"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "sw-audit"
      ],
      "name": "Audit-Closed AI Scientist Protocol",
      "canonical_url": "https://doi.org/10.5281/zenodo.18728589",
      "paper": {
        "title": "Audit-Closed AI Scientist Protocol",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.18728589",
        "doi_url": "https://doi.org/10.5281/zenodo.18728589",
        "date_published": "2026-02-22T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-02-22-audit-closed-ai-scientist-protocol-18728589/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Audit-Closed%20AI%20Scientist%20Protocol.zip"
        ],
        "question_and_contribution": {
          "en": "Transparency logs, sequential e-processes and alpha accounting constrain adaptive research decisions.",
          "ja": "透明性ログ、逐次e過程、アルファ予算で適応的研究判断を制約する。"
        },
        "assumptions_and_limits": {
          "en": "Statistical guarantees require the declared observation and sampling assumptions; synthetic benchmarks are bounded.",
          "ja": "統計的保証には宣言した観測・標本化の仮定が必要。合成ベンチマークの範囲は有限。"
        }
      }
    },
    {
      "id": "paper-consequence",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-08-30-reusable-consequence-states-under-partial-support-and-model-uncertainty-22170023",
      "tier": "supporting",
      "primary_role": "finite-control-and-information",
      "roles": [
        "finite-control-and-information"
      ],
      "summary": {
        "en": "Reusable update states retain globally coupled model uncertainty across later actions and observations.",
        "ja": "後続の行動・観測を通じて、モデル間の結合した不確実性を保持する更新状態を扱う。"
      },
      "relevance_reason": {
        "en": "Reusable update states retain globally coupled model uncertainty across later actions and observations.",
        "ja": "後続の行動・観測を通じて、モデル間の結合した不確実性を保持する更新状態を扱う。"
      },
      "limitations": {
        "en": "Finite dynamics/programs; local rectangular envelopes can be conservative. This is conceptual support, not a CPCF implementation identity.",
        "ja": "有限の動力学・プログラムが基礎。局所的包絡は保守的になり得る。CPCFとの関係は概念的支援。"
      },
      "evidence_refs": [
        "e-paper-consequence"
      ],
      "problem_ids": [
        "information"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "sw-cpcf"
      ],
      "name": "Reusable Consequence States Under Partial Support and Model Uncertainty",
      "canonical_url": "https://doi.org/10.5281/zenodo.22170023",
      "paper": {
        "title": "Reusable Consequence States Under Partial Support and Model Uncertainty",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.22170023",
        "doi_url": "https://doi.org/10.5281/zenodo.22170023",
        "date_published": "2026-08-30T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-08-30-reusable-consequence-states-under-partial-support-and-model-uncertainty-22170023/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Reusable%20Consequence%20States%20Under%20Partial%20Support%20and%20Model%20Uncertainty.zip"
        ],
        "question_and_contribution": {
          "en": "Reusable update states retain globally coupled model uncertainty across later actions and observations.",
          "ja": "後続の行動・観測を通じて、モデル間の結合した不確実性を保持する更新状態を扱う。"
        },
        "assumptions_and_limits": {
          "en": "Finite dynamics/programs; local rectangular envelopes can be conservative. This is conceptual support, not a CPCF implementation identity.",
          "ja": "有限の動力学・プログラムが基礎。局所的包絡は保守的になり得る。CPCFとの関係は概念的支援。"
        }
      }
    },
    {
      "id": "paper-operational-claims",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-07-24-evidence-carrying-operational-claims-in-open-systems-physical-ledgers-typed-interfaces-and-one-sided-deployment-guarantees-21531413",
      "tier": "supporting",
      "primary_role": "evidence-and-verification",
      "roles": [
        "evidence-and-verification"
      ],
      "summary": {
        "en": "Typed evidence connects physical/resource ledgers, uncertainty and one-sided finite-horizon deployment claims.",
        "ja": "型付き根拠が物理・資源台帳、不確実性、有限期間の片側保証を結ぶ。"
      },
      "relevance_reason": {
        "en": "Typed evidence connects physical/resource ledgers, uncertainty and one-sided finite-horizon deployment claims.",
        "ja": "型付き根拠が物理・資源台帳、不確実性、有限期間の片側保証を結ぶ。"
      },
      "limitations": {
        "en": "Provenance and finite record checking do not establish evidence truth, causal identification or physical safety.",
        "ja": "来歴と有限記録の検査は根拠の真実性、因果識別、物理的安全性を確立しない。"
      },
      "evidence_refs": [
        "e-paper-operational-claims"
      ],
      "problem_ids": [
        "obligations",
        "completion-and-outcome",
        "evidence-support"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Evidence-Carrying Operational Claims in Open Systems: Physical Ledgers, Typed Interfaces, and One-Sided Deployment Guarantees",
      "canonical_url": "https://doi.org/10.5281/zenodo.21531413",
      "paper": {
        "title": "Evidence-Carrying Operational Claims in Open Systems: Physical Ledgers, Typed Interfaces, and One-Sided Deployment Guarantees",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.21531413",
        "doi_url": "https://doi.org/10.5281/zenodo.21531413",
        "date_published": "2026-07-24T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-07-24-evidence-carrying-operational-claims-in-open-systems-physical-ledgers-typed-interfaces-and-one-sided-deployment-guarantees-21531413/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Evidence-Carrying%20Operational%20Claims%20in%20Open%20Systems.zip"
        ],
        "question_and_contribution": {
          "en": "Typed evidence connects physical/resource ledgers, uncertainty and one-sided finite-horizon deployment claims.",
          "ja": "型付き根拠が物理・資源台帳、不確実性、有限期間の片側保証を結ぶ。"
        },
        "assumptions_and_limits": {
          "en": "Provenance and finite record checking do not establish evidence truth, causal identification or physical safety.",
          "ja": "来歴と有限記録の検査は根拠の真実性、因果識別、物理的安全性を確立しない。"
        }
      }
    },
    {
      "id": "paper-bit",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-06-04-bottleneck-inversion-theory-machine-readable-witness-calculus-20545356",
      "tier": "supporting",
      "primary_role": "resource-viability",
      "roles": [
        "resource-viability"
      ],
      "summary": {
        "en": "Unit-typed intervention witnesses bound unlockable target value and resource displacement.",
        "ja": "単位を付けた介入証拠から、解放できる対象価値と資源代替の下界を求める。"
      },
      "relevance_reason": {
        "en": "Unit-typed intervention witnesses bound unlockable target value and resource displacement.",
        "ja": "単位を付けた介入証拠から、解放できる対象価値と資源代替の下界を求める。"
      },
      "limitations": {
        "en": "Unsupported coordinates remain unreported; compatible ledgers and resource-matched comparisons are required.",
        "ja": "裏付けのない座標は報告しない。整合した台帳と資源を揃えた比較が必要。"
      },
      "evidence_refs": [
        "e-paper-bit"
      ],
      "problem_ids": [
        "verification-funding",
        "cost-and-capacity"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Bottleneck Inversion Theory: Machine-Readable Witness Calculus for Unlockable Potential",
      "canonical_url": "https://doi.org/10.5281/zenodo.20545356",
      "paper": {
        "title": "Bottleneck Inversion Theory: Machine-Readable Witness Calculus for Unlockable Potential",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.20545356",
        "doi_url": "https://doi.org/10.5281/zenodo.20545356",
        "date_published": "2026-06-04T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-06-04-bottleneck-inversion-theory-machine-readable-witness-calculus-20545356/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Bottleneck%20Inversion%20Theory.zip"
        ],
        "question_and_contribution": {
          "en": "Unit-typed intervention witnesses bound unlockable target value and resource displacement.",
          "ja": "単位を付けた介入証拠から、解放できる対象価値と資源代替の下界を求める。"
        },
        "assumptions_and_limits": {
          "en": "Unsupported coordinates remain unreported; compatible ledgers and resource-matched comparisons are required.",
          "ja": "裏付けのない座標は報告しない。整合した台帳と資源を揃えた比較が必要。"
        }
      }
    },
    {
      "id": "paper-sqot",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-06-03-salience-queue-occupation-theory-20526451",
      "tier": "supporting",
      "primary_role": "verification-capacity",
      "roles": [
        "verification-capacity"
      ],
      "summary": {
        "en": "Finite attention, diagnostic reserves and verification queues expose opportunity and audit costs.",
        "ja": "有限の注意、診断用の予備資源、検証待ち行列から機会費用と監査費用を明示する。"
      },
      "relevance_reason": {
        "en": "Finite attention, diagnostic reserves and verification queues expose opportunity and audit costs.",
        "ja": "有限の注意、診断用の予備資源、検証待ち行列から機会費用と監査費用を明示する。"
      },
      "limitations": {
        "en": "Protocol-relative diagnostics allow abstention and quarantine; attention priorities are not a universal objective.",
        "ja": "プロトコル相対の診断は棄権・隔離を許す。注意の優先順位は普遍的目的ではない。"
      },
      "evidence_refs": [
        "e-paper-sqot"
      ],
      "problem_ids": [
        "verification-backlog",
        "context-management",
        "human-oversight"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Salience-Queue Occupation Theory",
      "canonical_url": "https://doi.org/10.5281/zenodo.20526451",
      "paper": {
        "title": "Salience-Queue Occupation Theory",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.20526451",
        "doi_url": "https://doi.org/10.5281/zenodo.20526451",
        "date_published": "2026-06-03T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-06-03-salience-queue-occupation-theory-20526451/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Salience-Queue%20Occupation%20Theory.zip"
        ],
        "question_and_contribution": {
          "en": "Finite attention, diagnostic reserves and verification queues expose opportunity and audit costs.",
          "ja": "有限の注意、診断用の予備資源、検証待ち行列から機会費用と監査費用を明示する。"
        },
        "assumptions_and_limits": {
          "en": "Protocol-relative diagnostics allow abstention and quarantine; attention priorities are not a universal objective.",
          "ja": "プロトコル相対の診断は棄権・隔離を許す。注意の優先順位は普遍的目的ではない。"
        }
      }
    },
    {
      "id": "paper-cgt",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-05-15-constraint-generative-theory-typed-constraint-effects-and-scien-20199440",
      "tier": "supporting",
      "primary_role": "interoperability-and-discovery",
      "roles": [
        "interoperability-and-discovery"
      ],
      "summary": {
        "en": "Typed constraint effects distinguish identical final reports from different generation and verification conditions.",
        "ja": "型付き制約効果により、同じ最終報告でも生成・検証条件が異なることを扱う。"
      },
      "relevance_reason": {
        "en": "Typed constraint effects distinguish identical final reports from different generation and verification conditions.",
        "ja": "型付き制約効果により、同じ最終報告でも生成・検証条件が異なることを扱う。"
      },
      "limitations": {
        "en": "The catalogue record identifies this work only; related CGT source manuscripts sharing series metadata are not collapsed into it. Concept/series DOI: catalogue date 2026-05-15 differs from DataCite issued 2026-05-28; exact TeX/version binding unresolved.",
        "ja": "このカタログ記録はこの論文のみを指す。シリーズ情報を共有する関連原稿を同一視しない。 概念・シリーズDOIのカタログ日付2026-05-15とDataCite発行日2026-05-28は異なり、TeXと版の厳密な対応は未解決。"
      },
      "evidence_refs": [
        "e-paper-cgt"
      ],
      "problem_ids": [
        "version-and-dependency-drift"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Constraint Generative Theory: Typed Constraint Effects and Scientific Availability",
      "canonical_url": "https://doi.org/10.5281/zenodo.20199440",
      "paper": {
        "title": "Constraint Generative Theory: Typed Constraint Effects and Scientific Availability",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.20199440",
        "doi_url": "https://doi.org/10.5281/zenodo.20199440",
        "date_published": "2026-05-15T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-05-15-constraint-generative-theory-typed-constraint-effects-and-scien-20199440/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Constraint%20Generative%20Theory.zip"
        ],
        "question_and_contribution": {
          "en": "Typed constraint effects distinguish identical final reports from different generation and verification conditions.",
          "ja": "型付き制約効果により、同じ最終報告でも生成・検証条件が異なることを扱う。"
        },
        "assumptions_and_limits": {
          "en": "The catalogue record identifies this work only; related CGT source manuscripts sharing series metadata are not collapsed into it. Concept/series DOI: catalogue date 2026-05-15 differs from DataCite issued 2026-05-28; exact TeX/version binding unresolved.",
          "ja": "このカタログ記録はこの論文のみを指す。シリーズ情報を共有する関連原稿を同一視しない。 概念・シリーズDOIのカタログ日付2026-05-15とDataCite発行日2026-05-28は異なり、TeXと版の厳密な対応は未解決。"
        }
      }
    },
    {
      "id": "paper-conversion",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-05-03-certified-conversion-networks-for-ai-workflows-19994795",
      "tier": "supporting",
      "primary_role": "resource-viability",
      "roles": [
        "resource-viability"
      ],
      "summary": {
        "en": "Certified value throughput includes validation, authorization, queue capacity and maintenance bottlenecks.",
        "ja": "認証された価値の処理量に、検証・権限・待ち行列容量・保守の律速を含める。"
      },
      "relevance_reason": {
        "en": "Certified value throughput includes validation, authorization, queue capacity and maintenance bottlenecks.",
        "ja": "認証された価値の処理量に、検証・権限・待ち行列容量・保守の律速を含める。"
      },
      "limitations": {
        "en": "Uniform or held-out certification, uncertainty contracts and hard gates are required.",
        "ja": "一様保証または検証用分割、不確実性契約、厳格なゲートが必要。"
      },
      "evidence_refs": [
        "e-paper-conversion"
      ],
      "problem_ids": [
        "adaptation",
        "verification-funding"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Certified Conversion Networks for AI Workflows",
      "canonical_url": "https://doi.org/10.5281/zenodo.19994795",
      "paper": {
        "title": "Certified Conversion Networks for AI Workflows",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.19994795",
        "doi_url": "https://doi.org/10.5281/zenodo.19994795",
        "date_published": "2026-05-03T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-05-03-certified-conversion-networks-for-ai-workflows-19994795/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Certified%20Conversion%20Networks%20for%20AI%20Workflows.zip"
        ],
        "question_and_contribution": {
          "en": "Certified value throughput includes validation, authorization, queue capacity and maintenance bottlenecks.",
          "ja": "認証された価値の処理量に、検証・権限・待ち行列容量・保守の律速を含める。"
        },
        "assumptions_and_limits": {
          "en": "Uniform or held-out certification, uncertainty contracts and hard gates are required.",
          "ja": "一様保証または検証用分割、不確実性契約、厳格なゲートが必要。"
        }
      }
    },
    {
      "id": "paper-continuity",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-04-24-certified-service-is-not-enough-for-long-running-agi-19719004",
      "tier": "supporting",
      "primary_role": "workflow-memory",
      "roles": [
        "workflow-memory"
      ],
      "summary": {
        "en": "Recovery, authority, identity and memory integrity remain obligations beyond certified task service.",
        "ja": "復旧・権限・同一性・記憶の健全性は、課題サービスの認証後も独立した義務として残る。"
      },
      "relevance_reason": {
        "en": "Recovery, authority, identity and memory integrity remain obligations beyond certified task service.",
        "ja": "復旧・権限・同一性・記憶の健全性は、課題サービスの認証後も独立した義務として残る。"
      },
      "limitations": {
        "en": "Conditional assurance depends on trusted bases and non-erasing violation histories, not an AGI finding.",
        "ja": "信頼基盤と違反履歴を消さない条件付き保証であり、AGIの確認ではない。"
      },
      "evidence_refs": [
        "e-paper-continuity"
      ],
      "problem_ids": [
        "memory"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Certified Service Is Not Enough for Long-Running AGI",
      "canonical_url": "https://doi.org/10.5281/zenodo.19719004",
      "paper": {
        "title": "Certified Service Is Not Enough for Long-Running AGI",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.19719004",
        "doi_url": "https://doi.org/10.5281/zenodo.19719004",
        "date_published": "2026-04-24T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-04-24-certified-service-is-not-enough-for-long-running-agi-19719004/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Certified%20Service%20Is%20Not%20Enough%20for%20Long-Running%20AGI.zip"
        ],
        "question_and_contribution": {
          "en": "Recovery, authority, identity and memory integrity remain obligations beyond certified task service.",
          "ja": "復旧・権限・同一性・記憶の健全性は、課題サービスの認証後も独立した義務として残る。"
        },
        "assumptions_and_limits": {
          "en": "Conditional assurance depends on trusted bases and non-erasing violation histories, not an AGI finding.",
          "ja": "信頼基盤と違反履歴を消さない条件付き保証であり、AGIの確認ではない。"
        }
      }
    },
    {
      "id": "paper-workflow-library",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-04-22-controller-scale-is-not-enough-for-long-running-agi-19690749",
      "tier": "supporting",
      "primary_role": "workflow-memory",
      "roles": [
        "workflow-memory"
      ],
      "summary": {
        "en": "Reusable audited workflow libraries are compared with resource-matched flat control under replay ceilings.",
        "ja": "再生資源の上限下で、監査済みの再利用ライブラリを資源条件を揃えた直接制御と比較する。"
      },
      "relevance_reason": {
        "en": "Reusable audited workflow libraries are compared with resource-matched flat control under replay ceilings.",
        "ja": "再生資源の上限下で、監査済みの再利用ライブラリを資源条件を揃えた直接制御と比較する。"
      },
      "limitations": {
        "en": "Bounded typed families, trusted checkers and maintenance envelopes limit the constructive result.",
        "ja": "構成的結果は型付き有限課題群、信頼する検査器、保守包絡に制限される。"
      },
      "evidence_refs": [
        "e-paper-workflow-library"
      ],
      "problem_ids": [
        "memory"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "sw-oawm"
      ],
      "name": "Controller Scale Is Not Enough for Long-Running AGI: A Workflow Theory with Reusable Certified Libraries",
      "canonical_url": "https://doi.org/10.5281/zenodo.19690749",
      "paper": {
        "title": "Controller Scale Is Not Enough for Long-Running AGI: A Workflow Theory with Reusable Certified Libraries",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.19690749",
        "doi_url": "https://doi.org/10.5281/zenodo.19690749",
        "date_published": "2026-04-22T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-04-22-controller-scale-is-not-enough-for-long-running-agi-19690749/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Controller%20Scale%20Is%20Not%20Enough%20for%20Long-Running%20AGI.zip"
        ],
        "question_and_contribution": {
          "en": "Reusable audited workflow libraries are compared with resource-matched flat control under replay ceilings.",
          "ja": "再生資源の上限下で、監査済みの再利用ライブラリを資源条件を揃えた直接制御と比較する。"
        },
        "assumptions_and_limits": {
          "en": "Bounded typed families, trusted checkers and maintenance envelopes limit the constructive result.",
          "ja": "構成的結果は型付き有限課題群、信頼する検査器、保守包絡に制限される。"
        }
      }
    },
    {
      "id": "paper-split-inference",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-03-10-when-should-inference-be-split-a-fixed-budget-th-18932509",
      "tier": "supporting",
      "primary_role": "collective-coordination",
      "roles": [
        "collective-coordination"
      ],
      "summary": {
        "en": "Fixed-budget inference splitting asks when local context limits permit a multi-agent advantage.",
        "ja": "固定予算下で、局所文脈の限界が複数エージェントの優位を許す条件を問う。"
      },
      "relevance_reason": {
        "en": "Fixed-budget inference splitting asks when local context limits permit a multi-agent advantage.",
        "ja": "固定予算下で、局所文脈の限界が複数エージェントの優位を許す条件を問う。"
      },
      "limitations": {
        "en": "Communication and verification costs and a strong single-agent comparator must be retained.",
        "ja": "通信・検証費用と強い単体エージェントの比較対象を保持する必要がある。"
      },
      "evidence_refs": [
        "e-paper-split-inference"
      ],
      "problem_ids": [
        "coordinate",
        "context-management"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "When Should Inference Be Split? A Fixed-Budget Theory of Predictable Multi-Agent Advantage under Local Context Ceilings",
      "canonical_url": "https://doi.org/10.5281/zenodo.18932509",
      "paper": {
        "title": "When Should Inference Be Split? A Fixed-Budget Theory of Predictable Multi-Agent Advantage under Local Context Ceilings",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.18932509",
        "doi_url": "https://doi.org/10.5281/zenodo.18932509",
        "date_published": "2026-03-10T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-03-10-when-should-inference-be-split-a-fixed-budget-th-18932509/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/When%20Should%20Inference%20Be%20Split.zip"
        ],
        "question_and_contribution": {
          "en": "Fixed-budget inference splitting asks when local context limits permit a multi-agent advantage.",
          "ja": "固定予算下で、局所文脈の限界が複数エージェントの優位を許す条件を問う。"
        },
        "assumptions_and_limits": {
          "en": "Communication and verification costs and a strong single-agent comparator must be retained.",
          "ja": "通信・検証費用と強い単体エージェントの比較対象を保持する必要がある。"
        }
      }
    },
    {
      "id": "paper-pcs",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-02-05-stop-recomputing-for-ai-llms-proof-carrying-skil-18490939",
      "tier": "supporting",
      "primary_role": "reusable-abstraction",
      "roles": [
        "reusable-abstraction"
      ],
      "summary": {
        "en": "Bounded observable predicates and invocation-bound receipts support reuse without full recomputation.",
        "ja": "有限の観測述語と呼出しに結び付けた受領証で全再計算なしの再利用を支える。"
      },
      "relevance_reason": {
        "en": "Bounded observable predicates and invocation-bound receipts support reuse without full recomputation.",
        "ja": "有限の観測述語と呼出しに結び付けた受領証で全再計算なしの再利用を支える。"
      },
      "limitations": {
        "en": "Trust is limited to the minimal checker and declared anchors; receipts are not unrestricted semantic truth.",
        "ja": "信頼は最小検査器と宣言した観測基点に限定。受領証は無制限の意味的真実ではない。"
      },
      "evidence_refs": [
        "e-paper-pcs"
      ],
      "problem_ids": [
        "reuse"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Stop Recomputing for AI/LLMs: Proof-Carrying Skills for Compute-Saving Inference Reuse",
      "canonical_url": "https://doi.org/10.5281/zenodo.18490939",
      "paper": {
        "title": "Stop Recomputing for AI/LLMs: Proof-Carrying Skills for Compute-Saving Inference Reuse",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.18490939",
        "doi_url": "https://doi.org/10.5281/zenodo.18490939",
        "date_published": "2026-02-05T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-02-05-stop-recomputing-for-ai-llms-proof-carrying-skil-18490939/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Stop%20Recomputing%20for%20AILLMs%20Proof-Carrying%20Skills%20for%20Compute-Saving%20Inference%20Reuse.zip"
        ],
        "question_and_contribution": {
          "en": "Bounded observable predicates and invocation-bound receipts support reuse without full recomputation.",
          "ja": "有限の観測述語と呼出しに結び付けた受領証で全再計算なしの再利用を支える。"
        },
        "assumptions_and_limits": {
          "en": "Trust is limited to the minimal checker and declared anchors; receipts are not unrestricted semantic truth.",
          "ja": "信頼は最小検査器と宣言した観測基点に限定。受領証は無制限の意味的真実ではない。"
        }
      }
    },
    {
      "id": "paper-verification-limited",
      "kind": "paper",
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-01-31-verification-limited-intelligence-acceleration-o-18436828",
      "tier": "supporting",
      "primary_role": "verification-capacity",
      "roles": [
        "verification-capacity"
      ],
      "summary": {
        "en": "Strict observable progress credit prevents missing evidence from inflating reported progress.",
        "ja": "厳格な観測可能進捗の計上で、根拠の欠落による進捗水増しを防ぐ。"
      },
      "relevance_reason": {
        "en": "Strict observable progress credit prevents missing evidence from inflating reported progress.",
        "ja": "厳格な観測可能進捗の計上で、根拠の欠落による進捗水増しを防ぐ。"
      },
      "limitations": {
        "en": "Conditional acceleration envelopes require observable premises and a semantic adequacy link to capability.",
        "ja": "条件付き加速包絡には観測可能な前提と能力への意味的対応が必要。"
      },
      "evidence_refs": [
        "e-paper-verification-limited"
      ],
      "problem_ids": [
        "verification-backlog"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Verification-Limited Intelligence Acceleration: Observable-Only Laws, Bounded Derivation, and Diagnostics under No-Meta Constraints",
      "canonical_url": "https://doi.org/10.5281/zenodo.18436828",
      "paper": {
        "title": "Verification-Limited Intelligence Acceleration: Observable-Only Laws, Bounded Derivation, and Diagnostics under No-Meta Constraints",
        "authors": [
          "K. Takahashi"
        ],
        "doi": "10.5281/zenodo.18436828",
        "doi_url": "https://doi.org/10.5281/zenodo.18436828",
        "date_published": "2026-01-31T00:00:00+09:00",
        "landing_page_url": "https://kadubon.github.io/github.io/papers/2026-01-31-verification-limited-intelligence-acceleration-o-18436828/",
        "genre": "Preprint",
        "full_text_sources": [
          "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/verification_limited_intelligence_acceleration.zip"
        ],
        "question_and_contribution": {
          "en": "Strict observable progress credit prevents missing evidence from inflating reported progress.",
          "ja": "厳格な観測可能進捗の計上で、根拠の欠落による進捗水増しを防ぐ。"
        },
        "assumptions_and_limits": {
          "en": "Conditional acceleration envelopes require observable premises and a semantic adequacy link to capability.",
          "ja": "条件付き加速包絡には観測可能な前提と能力への意味的対応が必要。"
        }
      }
    },
    {
      "id": "sw-ccr",
      "kind": "software",
      "source_catalog_id": "kadubon/collective-capability-runtime",
      "tier": "core",
      "primary_role": "collective-coordination",
      "roles": [
        "collective-coordination"
      ],
      "summary": {
        "en": "Coordinate leased tasks, independent workcells, disagreements and verification-aware growth accounting.",
        "ja": "リース付き課題、独立作業群、意見の相違、検証容量を考慮した成長計上を調整する。"
      },
      "relevance_reason": {
        "en": "Coordinate leased tasks, independent workcells, disagreements and verification-aware growth accounting.",
        "ja": "リース付き課題、独立作業群、意見の相違、検証容量を考慮した成長計上を調整する。"
      },
      "limitations": {
        "en": "Synthetic growth examples; accepted evidence is not settlement. Dispatch requires separate approval.",
        "ja": "成長例は合成。根拠の受理は確定ではない。外部実行には別の承認が必要。"
      },
      "evidence_refs": [
        "e-collective-capability-runtime-readme-md",
        "e-collective-capability-runtime-docs-verified-growth-md",
        "e-collective-capability-runtime-license",
        "e-collective-capability-runtime-pyproject-toml"
      ],
      "problem_ids": [
        "coordinate",
        "interchange",
        "retry-recovery",
        "authority",
        "incident-response"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "newer_source_not_editorially_reviewed",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "paper-growth",
        "sw-alt",
        "sw-cpcf",
        "sw-pic",
        "sw-vek"
      ],
      "name": "collective-capability-runtime",
      "canonical_url": "https://github.com/kadubon/collective-capability-runtime",
      "software": {
        "source_revision": "3b4702454f732c7a0a9f30d87483384dc8a281eb",
        "source_version": "1.8.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/collective-capability-runtime/blob/3b4702454f732c7a0a9f30d87483384dc8a281eb/LICENSE",
        "docs_url": "https://github.com/kadubon/collective-capability-runtime/blob/3b4702454f732c7a0a9f30d87483384dc8a281eb/docs/verified-growth.md",
        "interfaces": {
          "ccr": "ccr.cli:main"
        },
        "inputs": {
          "en": "Tasks, evidence, mission scope, resource envelope and approval bindings.",
          "ja": "課題・根拠・任務範囲・資源包絡・承認の対応。"
        },
        "outputs": {
          "en": "Task/lease state, packets, residuals and candidate growth reports.",
          "ja": "課題・リース状態、パケット、残余、成長候補報告。"
        },
        "prerequisites": {
          "en": ">=3.10; explicit scope and host authority.",
          "ja": "実行環境: >=3.10。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Synthetic growth examples; accepted evidence is not settlement. Dispatch requires separate approval.",
          "ja": "成長例は合成。根拠の受理は確定ではない。外部実行には別の承認が必要。"
        },
        "agent_entrypoints": [
          "https://github.com/kadubon/collective-capability-runtime/blob/3b4702454f732c7a0a9f30d87483384dc8a281eb/agent-manifest.json",
          "https://github.com/kadubon/collective-capability-runtime/blob/3b4702454f732c7a0a9f30d87483384dc8a281eb/.agents/skills/collective-capability-runtime/SKILL.md"
        ],
        "commands": [
          {
            "executable": "ccr",
            "arguments": [
              "agent",
              "explain",
              "--json"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "3b4702454f732c7a0a9f30d87483384dc8a281eb",
            "package_version": "1.8.0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.10"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": "paper-growth",
        "interface_contracts": [
          {
            "source_url": "https://github.com/kadubon/collective-capability-runtime/blob/3b4702454f732c7a0a9f30d87483384dc8a281eb/schemas/task.schema.json",
            "schema_identity": "https://kadubon.github.io/collective-capability-runtime/schemas/task.schema.json",
            "scope": "Inspected schema identity only; runtime and semantic admission remain separate."
          }
        ],
        "release_observation": {
          "default_branch_revision": "dd6bf2defbbec9ce192b05da7ae2ccbd3b261b4d",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/collective-capability-runtime/releases/download/v1.9.0/ccr-1.9.0-artifact-verification.json",
              "https://github.com/kadubon/collective-capability-runtime/releases/download/v1.9.0/ccr-1.9.0-attestation-verification.json",
              "https://github.com/kadubon/collective-capability-runtime/releases/download/v1.9.0/ccr-1.9.0-completion-report.md",
              "https://github.com/kadubon/collective-capability-runtime/releases/download/v1.9.0/ccr-1.9.0-public-offline-verification.json",
              "https://github.com/kadubon/collective-capability-runtime/releases/download/v1.9.0/ccr-1.9.0-public-sdist-offline-verification.json",
              "https://github.com/kadubon/collective-capability-runtime/releases/download/v1.9.0/ccr-public-offline.py",
              "https://github.com/kadubon/collective-capability-runtime/releases/download/v1.9.0/collective_capability_runtime-1.9.0-py3-none-any.whl",
              "https://github.com/kadubon/collective-capability-runtime/releases/download/v1.9.0/collective_capability_runtime-1.9.0.tar.gz",
              "https://github.com/kadubon/collective-capability-runtime/releases/download/v1.9.0/SHA256SUMS"
            ],
            "published_at": "2026-09-21T15:26:31Z",
            "tag": "v1.9.0",
            "url": "https://github.com/kadubon/collective-capability-runtime/releases/tag/v1.9.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/collective-capability-runtime"
        },
        "when_to_use": {
          "en": "Coordinate leased tasks, independent workcells, disagreements and verification-aware growth accounting.",
          "ja": "リース付き課題、独立作業群、意見の相違、検証容量を考慮した成長計上を調整する。"
        },
        "when_not_to_use": {
          "en": "Synthetic growth examples; accepted evidence is not settlement. Dispatch requires separate approval.",
          "ja": "成長例は合成。根拠の受理は確定ではない。外部実行には別の承認が必要。"
        }
      }
    },
    {
      "id": "sw-pic",
      "kind": "software",
      "source_catalog_id": "kadubon/percolation-inversion-compiler",
      "tier": "core",
      "primary_role": "evidence-and-verification",
      "roles": [
        "evidence-and-verification"
      ],
      "summary": {
        "en": "Compile finite agent outputs into checked packets and preserve unknown output obligations.",
        "ja": "有限のエージェント出力を検査付きパケットに変換し、不明な出力義務を保持する。"
      },
      "relevance_reason": {
        "en": "Compile finite agent outputs into checked packets and preserve unknown output obligations.",
        "ja": "有限のエージェント出力を検査付きパケットに変換し、不明な出力義務を保持する。"
      },
      "limitations": {
        "en": "Hints are inert; finite certificate acceptance is not execution, truth or physical success.",
        "ja": "ヒントは非実行。有限証明の受理は実行・真実・物理的成功を意味しない。"
      },
      "evidence_refs": [
        "e-percolation-inversion-compiler-readme-md",
        "e-percolation-inversion-compiler-docs-resource-matched-measurement-md",
        "e-percolation-inversion-compiler-license",
        "e-percolation-inversion-compiler-pyproject-toml"
      ],
      "problem_ids": [
        "obligations",
        "completion-and-outcome",
        "retry-recovery",
        "tool-routing",
        "authority",
        "security-boundary",
        "evidence-support"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "paper-ecpt",
        "sw-ccr"
      ],
      "name": "percolation-inversion-compiler",
      "canonical_url": "https://github.com/kadubon/percolation-inversion-compiler",
      "software": {
        "source_revision": "55cd5f219d02f02927e247317156e757b1d5d6da",
        "source_version": "1.1.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/percolation-inversion-compiler/blob/55cd5f219d02f02927e247317156e757b1d5d6da/LICENSE",
        "docs_url": "https://github.com/kadubon/percolation-inversion-compiler/blob/55cd5f219d02f02927e247317156e757b1d5d6da/docs/resource-matched-measurement.md",
        "interfaces": {
          "pic": "percolation_inversion_compiler.cli:app"
        },
        "inputs": {
          "en": "Finite JSON inputs, declared frame, evidence and verifier witnesses.",
          "ja": "有限JSON入力、宣言した枠組み、根拠、検証証拠。"
        },
        "outputs": {
          "en": "Typed reports, residual ledger, verifier tasks and candidate routes.",
          "ja": "型付き報告、残余台帳、検証課題、経路候補。"
        },
        "prerequisites": {
          "en": ">=3.11; explicit scope and host authority.",
          "ja": "実行環境: >=3.11。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Hints are inert; finite certificate acceptance is not execution, truth or physical success.",
          "ja": "ヒントは非実行。有限証明の受理は実行・真実・物理的成功を意味しない。"
        },
        "agent_entrypoints": [
          "https://github.com/kadubon/percolation-inversion-compiler/blob/55cd5f219d02f02927e247317156e757b1d5d6da/agent-manifest.json",
          "https://github.com/kadubon/percolation-inversion-compiler/blob/55cd5f219d02f02927e247317156e757b1d5d6da/.agents/skills/percolation-inversion-compiler/SKILL.md"
        ],
        "commands": [
          {
            "executable": "pic",
            "arguments": [
              "agent",
              "check",
              "--compact"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "55cd5f219d02f02927e247317156e757b1d5d6da",
            "package_version": "1.1.0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.11"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": "paper-ecpt",
        "interface_contracts": [
          {
            "source_url": "https://github.com/kadubon/percolation-inversion-compiler/blob/55cd5f219d02f02927e247317156e757b1d5d6da/schemas/AbstractionToken.schema.json",
            "schema_identity": null,
            "scope": "Inspected schema identity only; runtime and semantic admission remain separate."
          }
        ],
        "release_observation": {
          "default_branch_revision": "55cd5f219d02f02927e247317156e757b1d5d6da",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/percolation-inversion-compiler/releases/download/v1.1.0/percolation-inversion-compiler-1.1.0.cyclonedx.json",
              "https://github.com/kadubon/percolation-inversion-compiler/releases/download/v1.1.0/percolation-inversion-compiler-1.1.0.provenance.json",
              "https://github.com/kadubon/percolation-inversion-compiler/releases/download/v1.1.0/percolation-inversion-compiler-1.1.0.sbom.json",
              "https://github.com/kadubon/percolation-inversion-compiler/releases/download/v1.1.0/percolation-inversion-compiler-1.1.0.schemas.zip",
              "https://github.com/kadubon/percolation-inversion-compiler/releases/download/v1.1.0/percolation_inversion_compiler-1.1.0-py3-none-any.whl",
              "https://github.com/kadubon/percolation-inversion-compiler/releases/download/v1.1.0/percolation_inversion_compiler-1.1.0.tar.gz"
            ],
            "published_at": "2026-07-11T07:05:56Z",
            "tag": "v1.1.0",
            "url": "https://github.com/kadubon/percolation-inversion-compiler/releases/tag/v1.1.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/percolation-inversion-compiler"
        },
        "when_to_use": {
          "en": "Compile finite agent outputs into checked packets and preserve unknown output obligations.",
          "ja": "有限のエージェント出力を検査付きパケットに変換し、不明な出力義務を保持する。"
        },
        "when_not_to_use": {
          "en": "Hints are inert; finite certificate acceptance is not execution, truth or physical success.",
          "ja": "ヒントは非実行。有限証明の受理は実行・真実・物理的成功を意味しない。"
        }
      }
    },
    {
      "id": "sw-vek",
      "kind": "software",
      "source_catalog_id": "kadubon/verification-ecology-kit",
      "tier": "core",
      "primary_role": "verification-capacity",
      "roles": [
        "verification-capacity"
      ],
      "summary": {
        "en": "Record verifier packets and allocate finite verification work with explicit shared resources.",
        "ja": "検証パケットを記録し、共有資源を明示して有限の検証作業を割り当てる。"
      },
      "relevance_reason": {
        "en": "Record verifier packets and allocate finite verification work with explicit shared resources.",
        "ja": "検証パケットを記録し、共有資源を明示して有限の検証作業を割り当てる。"
      },
      "limitations": {
        "en": "Experimental local capacity profile: at most 12 work/actions and 16 slots; synthetic/model accounting only. Observed and guaranteed service remain null.",
        "ja": "実験的な局所容量プロファイルは最大12作業・行動、16スロット。合成・モデル計上のみ。観測・保証サービスはnull。"
      },
      "evidence_refs": [
        "e-verification-ecology-kit-readme-md",
        "e-verification-ecology-kit-docs-capacity-md",
        "e-verification-ecology-kit-license",
        "e-verification-ecology-kit-pyproject-toml"
      ],
      "problem_ids": [
        "verification-backlog",
        "interchange",
        "verification-funding",
        "production-reliability",
        "cost-and-capacity",
        "human-oversight"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "paper-vet",
        "sw-alt",
        "sw-cait",
        "sw-ccr"
      ],
      "name": "verification-ecology-kit",
      "canonical_url": "https://github.com/kadubon/verification-ecology-kit",
      "software": {
        "source_revision": "4008e311ceb16edd6e74d9f71341a90120c0d046",
        "source_version": "1.3.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/verification-ecology-kit/blob/4008e311ceb16edd6e74d9f71341a90120c0d046/LICENSE",
        "docs_url": "https://github.com/kadubon/verification-ecology-kit/blob/4008e311ceb16edd6e74d9f71341a90120c0d046/docs/capacity.md",
        "interfaces": {
          "vek": "verification_ecology_kit.cli:main"
        },
        "inputs": {
          "en": "Registered checks, service eligibility, integer slots, typed budgets and residuals.",
          "ja": "登録した検査、サービス適格性、整数スロット、型付き予算、残余。"
        },
        "outputs": {
          "en": "Schedules, independent checks, capacity reports and unfinished-work accounting.",
          "ja": "日程、独立検査、容量報告、未完了作業の計上。"
        },
        "prerequisites": {
          "en": ">=3.11; explicit scope and host authority.",
          "ja": "実行環境: >=3.11。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Experimental local capacity profile: at most 12 work/actions and 16 slots; synthetic/model accounting only. Observed and guaranteed service remain null.",
          "ja": "実験的な局所容量プロファイルは最大12作業・行動、16スロット。合成・モデル計上のみ。観測・保証サービスはnull。"
        },
        "agent_entrypoints": [
          "https://github.com/kadubon/verification-ecology-kit/blob/4008e311ceb16edd6e74d9f71341a90120c0d046/.agents/skills/verification-ecology-kit/SKILL.md"
        ],
        "commands": [
          {
            "executable": "vek",
            "arguments": [
              "schema",
              "list"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "4008e311ceb16edd6e74d9f71341a90120c0d046",
            "package_version": "1.3.0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.11"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": "paper-vet",
        "interface_contracts": [
          {
            "source_url": "https://github.com/kadubon/verification-ecology-kit/blob/4008e311ceb16edd6e74d9f71341a90120c0d046/src/verification_ecology_kit/schemas/capacity-report.schema.json",
            "schema_identity": "https://verification-ecology-kit.org/schemas/capacity-report.schema.json",
            "scope": "Inspected schema identity only; runtime and semantic admission remain separate."
          }
        ],
        "release_observation": {
          "default_branch_revision": "4008e311ceb16edd6e74d9f71341a90120c0d046",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/verification-ecology-kit/releases/download/v1.3.0/SHA256SUMS",
              "https://github.com/kadubon/verification-ecology-kit/releases/download/v1.3.0/verification_ecology_kit-1.3.0-py3-none-any.whl",
              "https://github.com/kadubon/verification-ecology-kit/releases/download/v1.3.0/verification_ecology_kit-1.3.0.tar.gz"
            ],
            "published_at": "2026-09-12T23:26:21Z",
            "tag": "v1.3.0",
            "url": "https://github.com/kadubon/verification-ecology-kit/releases/tag/v1.3.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/verification-ecology-kit"
        },
        "when_to_use": {
          "en": "Record verifier packets and allocate finite verification work with explicit shared resources.",
          "ja": "検証パケットを記録し、共有資源を明示して有限の検証作業を割り当てる。"
        },
        "when_not_to_use": {
          "en": "Experimental local capacity profile: at most 12 work/actions and 16 slots; synthetic/model accounting only. Observed and guaranteed service remain null.",
          "ja": "実験的な局所容量プロファイルは最大12作業・行動、16スロット。合成・モデル計上のみ。観測・保証サービスはnull。"
        }
      }
    },
    {
      "id": "sw-alt",
      "kind": "software",
      "source_catalog_id": "kadubon/alt-foundry-kernel",
      "tier": "core",
      "primary_role": "reusable-abstraction",
      "roles": [
        "reusable-abstraction"
      ],
      "summary": {
        "en": "Qualify bounded reusable candidates for named receivers and compare full costs with solving from scratch.",
        "ja": "受け手を指定して有限の再利用候補を適格化し、全費用を都度解法と比較する。"
      },
      "relevance_reason": {
        "en": "Qualify bounded reusable candidates for named receivers and compare full costs with solving from scratch.",
        "ja": "受け手を指定して有限の再利用候補を適格化し、全費用を都度解法と比較する。"
      },
      "limitations": {
        "en": "Alpha collective-reuse profile; receiver qualification grants no settlement or execution. GitHub Release assets, not an assumed PyPI distribution.",
        "ja": "集団再利用プロファイルはAlpha。適格化は確定・実行権限を与えない。配布はGitHub Release資産でPyPIを仮定しない。"
      },
      "evidence_refs": [
        "e-alt-foundry-kernel-readme-md",
        "e-alt-foundry-kernel-docs-collective-reuse-md",
        "e-alt-foundry-kernel-license",
        "e-alt-foundry-kernel-pyproject-toml"
      ],
      "problem_ids": [
        "reuse",
        "interchange",
        "distribution-shift"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "paper-alt",
        "sw-cait",
        "sw-ccr",
        "sw-oawm",
        "sw-vek"
      ],
      "name": "alt-foundry-kernel",
      "canonical_url": "https://github.com/kadubon/alt-foundry-kernel",
      "software": {
        "source_revision": "e0296486bb568fdeeda449dada3bc67753ddfe7f",
        "source_version": "0.5.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/alt-foundry-kernel/blob/e0296486bb568fdeeda449dada3bc67753ddfe7f/LICENSE",
        "docs_url": "https://github.com/kadubon/alt-foundry-kernel/blob/e0296486bb568fdeeda449dada3bc67753ddfe7f/docs/collective-reuse.md",
        "interfaces": {
          "altk": "alt_foundry_kernel.cli:app"
        },
        "inputs": {
          "en": "Immutable traces, receiver contracts, formation/transfer/check costs and lifecycle events.",
          "ja": "不変の履歴、受け手契約、形成・移転・検査費用、ライフサイクル事象。"
        },
        "outputs": {
          "en": "Reuse portfolios, qualification records, cost accounts and partial interchange sidecars.",
          "ja": "再利用計画、適格化記録、費用計上、部分的な連携補助記録。"
        },
        "prerequisites": {
          "en": ">=3.11; explicit scope and host authority.",
          "ja": "実行環境: >=3.11。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Alpha collective-reuse profile; receiver qualification grants no settlement or execution. GitHub Release assets, not an assumed PyPI distribution.",
          "ja": "集団再利用プロファイルはAlpha。適格化は確定・実行権限を与えない。配布はGitHub Release資産でPyPIを仮定しない。"
        },
        "agent_entrypoints": [
          "https://github.com/kadubon/alt-foundry-kernel/blob/e0296486bb568fdeeda449dada3bc67753ddfe7f/.agents/skills/collective-reuse/SKILL.md"
        ],
        "commands": [
          {
            "executable": "altk",
            "arguments": [
              "--help"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "e0296486bb568fdeeda449dada3bc67753ddfe7f",
            "package_version": "0.5.0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.11"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": "paper-alt",
        "interface_contracts": [
          {
            "source_url": "https://github.com/kadubon/alt-foundry-kernel/blob/e0296486bb568fdeeda449dada3bc67753ddfe7f/schemas/token.schema.json",
            "schema_identity": "urn:alt-foundry-kernel:schema:token:0.4.0",
            "scope": "Inspected schema identity only; runtime and semantic admission remain separate."
          }
        ],
        "release_observation": {
          "default_branch_revision": "e0296486bb568fdeeda449dada3bc67753ddfe7f",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/alt-foundry-kernel/releases/download/v0.5.0/alt_foundry_kernel-0.5.0-py3-none-any.whl",
              "https://github.com/kadubon/alt-foundry-kernel/releases/download/v0.5.0/alt_foundry_kernel-0.5.0.tar.gz",
              "https://github.com/kadubon/alt-foundry-kernel/releases/download/v0.5.0/qualification-manifest.json",
              "https://github.com/kadubon/alt-foundry-kernel/releases/download/v0.5.0/SHA256SUMS",
              "https://github.com/kadubon/alt-foundry-kernel/releases/download/v0.5.0/validation-manifest.json"
            ],
            "published_at": "2026-09-20T04:42:20Z",
            "tag": "v0.5.0",
            "url": "https://github.com/kadubon/alt-foundry-kernel/releases/tag/v0.5.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/alt-foundry-kernel"
        },
        "when_to_use": {
          "en": "Qualify bounded reusable candidates for named receivers and compare full costs with solving from scratch.",
          "ja": "受け手を指定して有限の再利用候補を適格化し、全費用を都度解法と比較する。"
        },
        "when_not_to_use": {
          "en": "Alpha collective-reuse profile; receiver qualification grants no settlement or execution. GitHub Release assets, not an assumed PyPI distribution.",
          "ja": "集団再利用プロファイルはAlpha。適格化は確定・実行権限を与えない。配布はGitHub Release資産でPyPIを仮定しない。"
        }
      }
    },
    {
      "id": "sw-cait",
      "kind": "software",
      "source_catalog_id": "kadubon/cait-certificate-schema",
      "tier": "core",
      "primary_role": "capability-accounting",
      "roles": [
        "capability-accounting"
      ],
      "summary": {
        "en": "Replay finite accounting histories to separate unique stock, service reuse, copies and unresolved origin.",
        "ja": "有限の計上履歴を再生し、一意な蓄積、サービス再利用、コピー、未解明の起源を分ける。"
      },
      "relevance_reason": {
        "en": "Replay finite accounting histories to separate unique stock, service reuse, copies and unresolved origin.",
        "ja": "有限の計上履歴を再生し、一意な蓄積、サービス再利用、コピー、未解明の起源を分ける。"
      },
      "limitations": {
        "en": "Experimental accounting; copies are not new assets. VEK counters are supplied, not reconstructed from the absent original journal.",
        "ja": "実験的計上。コピーは新しい資産ではない。VEKの数値は提供値であり、欠けた元履歴から再構成していない。"
      },
      "evidence_refs": [
        "e-cait-certificate-schema-readme-md",
        "e-cait-certificate-schema-docs-accounting-md",
        "e-cait-certificate-schema-license",
        "e-cait-certificate-schema-pyproject-toml"
      ],
      "problem_ids": [
        "accounting",
        "interchange",
        "cost-and-capacity"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "paper-cait",
        "sw-alt",
        "sw-vek"
      ],
      "name": "cait-certificate-schema",
      "canonical_url": "https://github.com/kadubon/cait-certificate-schema",
      "software": {
        "source_revision": "0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7",
        "source_version": "0.2.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/cait-certificate-schema/blob/0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7/LICENSE",
        "docs_url": "https://github.com/kadubon/cait-certificate-schema/blob/0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7/docs/accounting.md",
        "interfaces": {
          "cait-validate": "cait_schema.cli:main",
          "cait-analyze": "cait_schema.accounting.cli:main"
        },
        "inputs": {
          "en": "Source events, typed resource costs, scope, provenance and conditional model witnesses.",
          "ja": "元事象、型付き資源費用、範囲、来歴、条件付きモデル証拠。"
        },
        "outputs": {
          "en": "Exact window balances, residuals, independently checked accounting reports.",
          "ja": "厳密な期間収支、残余、独立検査済みの計上報告。"
        },
        "prerequisites": {
          "en": ">=3.11; explicit scope and host authority.",
          "ja": "実行環境: >=3.11。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Experimental accounting; copies are not new assets. VEK counters are supplied, not reconstructed from the absent original journal.",
          "ja": "実験的計上。コピーは新しい資産ではない。VEKの数値は提供値であり、欠けた元履歴から再構成していない。"
        },
        "agent_entrypoints": [],
        "commands": [
          {
            "executable": "cait-analyze",
            "arguments": [
              "--help"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7",
            "package_version": "0.2.0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.11"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": "paper-cait",
        "interface_contracts": [
          {
            "source_url": "https://github.com/kadubon/cait-certificate-schema/blob/0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7/schemas/accounting/report.schema.json",
            "schema_identity": "https://cait-schema.local/schemas/accounting/v1/report.schema.json",
            "scope": "Inspected schema identity only; runtime and semantic admission remain separate."
          }
        ],
        "release_observation": {
          "default_branch_revision": "0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/cait-certificate-schema/releases/download/v0.2.0/cait_certificate_schema-0.2.0-py3-none-any.whl",
              "https://github.com/kadubon/cait-certificate-schema/releases/download/v0.2.0/cait_certificate_schema-0.2.0.tar.gz",
              "https://github.com/kadubon/cait-certificate-schema/releases/download/v0.2.0/SHA256SUMS"
            ],
            "published_at": "2026-09-13T00:23:18Z",
            "tag": "v0.2.0",
            "url": "https://github.com/kadubon/cait-certificate-schema/releases/tag/v0.2.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/cait-certificate-schema"
        },
        "when_to_use": {
          "en": "Replay finite accounting histories to separate unique stock, service reuse, copies and unresolved origin.",
          "ja": "有限の計上履歴を再生し、一意な蓄積、サービス再利用、コピー、未解明の起源を分ける。"
        },
        "when_not_to_use": {
          "en": "Experimental accounting; copies are not new assets. VEK counters are supplied, not reconstructed from the absent original journal.",
          "ja": "実験的計上。コピーは新しい資産ではない。VEKの数値は提供値であり、欠けた元履歴から再構成していない。"
        }
      }
    },
    {
      "id": "sw-cpcf",
      "kind": "software",
      "source_catalog_id": "kadubon/collective-phase-control-fabric",
      "tier": "core",
      "primary_role": "finite-control-and-information",
      "roles": [
        "finite-control-and-information"
      ],
      "summary": {
        "en": "Choose finite information gathering and paid capability investment while preserving coupled model uncertainty.",
        "ja": "モデル間の結合した不確実性を保持しつつ、有限の情報収集と費用付き能力投資を選ぶ。"
      },
      "relevance_reason": {
        "en": "Choose finite information gathering and paid capability investment while preserving coupled model uncertainty.",
        "ja": "モデル間の結合した不確実性を保持しつつ、有限の情報収集と費用付き能力投資を選ぶ。"
      },
      "limitations": {
        "en": "Beta research; finite model demonstrations only. Signed observations do not certify causal models. No empirical acceleration experiment.",
        "ja": "Beta研究実装。有限モデルの例のみ。署名付き観測は因果モデルを認証しない。経験的加速実験はない。"
      },
      "evidence_refs": [
        "e-collective-phase-control-fabric-readme-md",
        "e-collective-phase-control-fabric-docs-epistemic-growth-control-md",
        "e-collective-phase-control-fabric-license",
        "e-collective-phase-control-fabric-pyproject-toml"
      ],
      "problem_ids": [
        "information"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "paper-consequence",
        "paper-growth",
        "sw-ccr"
      ],
      "name": "collective-phase-control-fabric",
      "canonical_url": "https://github.com/kadubon/collective-phase-control-fabric",
      "software": {
        "source_revision": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
        "source_version": "1.0.1",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/LICENSE",
        "docs_url": "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/docs/epistemic-growth-control.md",
        "interfaces": {
          "cpcf": "cpcf_cli.main:main",
          "cpcf-api": "cpcf_api.main:main",
          "cpcf-worker": "cpcf_worker.main:main"
        },
        "inputs": {
          "en": "Finite model catalogue, observation kernel, typed resources, obligations and continuation horizon.",
          "ja": "有限モデル集合、観測核、型付き資源、義務、継続期間。"
        },
        "outputs": {
          "en": "Checked finite plans, model supports, incomplete-search statuses and proposed interventions.",
          "ja": "検査した有限計画、モデル支持集合、探索未完了状態、介入案。"
        },
        "prerequisites": {
          "en": ">=3.12,<3.15,!=3.14.0,!=3.14.1; explicit scope and host authority.",
          "ja": "実行環境: >=3.12,<3.15,!=3.14.0,!=3.14.1。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Beta research; finite model demonstrations only. Signed observations do not certify causal models. No empirical acceleration experiment.",
          "ja": "Beta研究実装。有限モデルの例のみ。署名付き観測は因果モデルを認証しない。経験的加速実験はない。"
        },
        "agent_entrypoints": [
          "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/agent-manifest.json",
          "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/llms.txt",
          "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/.agents/skills/collective-phase-control-fabric/SKILL.md"
        ],
        "commands": [
          {
            "executable": "cpcf",
            "arguments": [
              "agent",
              "explain",
              "--json"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
            "package_version": "1.0.1",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.12,<3.15,!=3.14.0,!=3.14.1"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": "paper-growth",
        "interface_contracts": [
          {
            "source_url": "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/schemas/v0.6.0/phase-contract.schema.json",
            "schema_identity": "https://schemas.cpcf.dev/v0.6.0/phase-contract.schema.json",
            "scope": "Inspected schema identity only; runtime and semantic admission remain separate."
          }
        ],
        "release_observation": {
          "default_branch_revision": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/collective-phase-control-fabric/releases/download/v1.0.1/collective_phase_control_fabric-1.0.1-py3-none-any.whl",
              "https://github.com/kadubon/collective-phase-control-fabric/releases/download/v1.0.1/collective_phase_control_fabric-1.0.1.tar.gz",
              "https://github.com/kadubon/collective-phase-control-fabric/releases/download/v1.0.1/cpcf-sbom.cdx.json",
              "https://github.com/kadubon/collective-phase-control-fabric/releases/download/v1.0.1/SHA256SUMS",
              "https://github.com/kadubon/collective-phase-control-fabric/releases/download/v1.0.1/slsa-provenance.jsonl"
            ],
            "published_at": "2026-09-13T15:02:46Z",
            "tag": "v1.0.1",
            "url": "https://github.com/kadubon/collective-phase-control-fabric/releases/tag/v1.0.1"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/collective-phase-control-fabric"
        },
        "when_to_use": {
          "en": "Choose finite information gathering and paid capability investment while preserving coupled model uncertainty.",
          "ja": "モデル間の結合した不確実性を保持しつつ、有限の情報収集と費用付き能力投資を選ぶ。"
        },
        "when_not_to_use": {
          "en": "Beta research; finite model demonstrations only. Signed observations do not certify causal models. No empirical acceleration experiment.",
          "ja": "Beta研究実装。有限モデルの例のみ。署名付き観測は因果モデルを認証しない。経験的加速実験はない。"
        }
      }
    },
    {
      "id": "sw-oawm",
      "kind": "software",
      "source_catalog_id": "kadubon/observable-agent-workflow-memory",
      "tier": "supporting",
      "primary_role": "workflow-memory",
      "roles": [
        "workflow-memory"
      ],
      "summary": {
        "en": "Promote verified procedures through evidence manifests and explicit promotion receipts.",
        "ja": "根拠目録と明示的な昇格受領証を通じ、検証済み手続きを記憶に昇格する。"
      },
      "relevance_reason": {
        "en": "Promote verified procedures through evidence manifests and explicit promotion receipts.",
        "ja": "根拠目録と明示的な昇格受領証を通じ、検証済み手続きを記憶に昇格する。"
      },
      "limitations": {
        "en": "Procedural admissibility is not factual truth; no GitHub release was found. Source declares 0.1.0 beta.",
        "ja": "手続きの許容性は事実の真実性ではない。GitHubリリースは未確認。ソースの宣言は0.1.0 beta。"
      },
      "evidence_refs": [
        "e-observable-agent-workflow-memory-readme-md",
        "e-observable-agent-workflow-memory-docs-theory-mapping-md",
        "e-observable-agent-workflow-memory-license",
        "e-observable-agent-workflow-memory-pyproject-toml"
      ],
      "problem_ids": [
        "memory",
        "version-and-dependency-drift",
        "memory-governance",
        "distribution-shift"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "newer_source_not_editorially_reviewed",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "paper-workflow-library",
        "sw-alt"
      ],
      "name": "observable-agent-workflow-memory",
      "canonical_url": "https://github.com/kadubon/observable-agent-workflow-memory",
      "software": {
        "source_revision": "414299d4d15b5de434f5fb1ccbb4ba17df9155ff",
        "source_version": "0.1.0b0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/observable-agent-workflow-memory/blob/414299d4d15b5de434f5fb1ccbb4ba17df9155ff/LICENSE",
        "docs_url": "https://github.com/kadubon/observable-agent-workflow-memory/blob/414299d4d15b5de434f5fb1ccbb4ba17df9155ff/docs/theory_mapping.md",
        "interfaces": {
          "oawm": "observable_agent_workflow_memory.cli.app:main"
        },
        "inputs": {
          "en": "Observable events, candidate workflow, evidence manifest and checker results.",
          "ja": "観測可能事象、手続き候補、根拠目録、検査結果。"
        },
        "outputs": {
          "en": "Receipt-bound workflow contracts and audit-visible retired/contradicted memory.",
          "ja": "受領証に結び付けた手続き契約、廃止・矛盾を残す記憶。"
        },
        "prerequisites": {
          "en": ">=3.11; explicit scope and host authority.",
          "ja": "実行環境: >=3.11。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Procedural admissibility is not factual truth; no GitHub release was found. Source declares 0.1.0 beta.",
          "ja": "手続きの許容性は事実の真実性ではない。GitHubリリースは未確認。ソースの宣言は0.1.0 beta。"
        },
        "agent_entrypoints": [],
        "commands": [
          {
            "executable": "oawm",
            "arguments": [
              "--help"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "414299d4d15b5de434f5fb1ccbb4ba17df9155ff",
            "package_version": "0.1.0b0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.11"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": "paper-workflow-library",
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "af9da7e396d8694ce3c8d1affce27cfd7a5fcfdb",
          "latest_release": null,
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "no_published_github_release",
          "source_url": "https://github.com/kadubon/observable-agent-workflow-memory"
        },
        "when_to_use": {
          "en": "Promote verified procedures through evidence manifests and explicit promotion receipts.",
          "ja": "根拠目録と明示的な昇格受領証を通じ、検証済み手続きを記憶に昇格する。"
        },
        "when_not_to_use": {
          "en": "Procedural admissibility is not factual truth; no GitHub release was found. Source declares 0.1.0 beta.",
          "ja": "手続きの許容性は事実の真実性ではない。GitHubリリースは未確認。ソースの宣言は0.1.0 beta。"
        }
      }
    },
    {
      "id": "sw-oasg",
      "kind": "software",
      "source_catalog_id": "kadubon/oasg",
      "tier": "supporting",
      "primary_role": "workflow-adaptation",
      "roles": [
        "workflow-adaptation"
      ],
      "summary": {
        "en": "Trial bounded local workflow-policy changes and promote only receipt-backed non-regression.",
        "ja": "有限の局所ワークフロー方策を試行し、受領証で裏付けた非劣化のみ昇格する。"
      },
      "relevance_reason": {
        "en": "Trial bounded local workflow-policy changes and promote only receipt-backed non-regression.",
        "ja": "有限の局所ワークフロー方策を試行し、受領証で裏付けた非劣化のみ昇格する。"
      },
      "limitations": {
        "en": "Reference/alpha production status; changes workflow policy, not model weights. Runtime trials can execute local commands under host policy.",
        "ja": "参照実装・本番利用はAlpha。変更対象はモデル重みではなく方策。試行はホスト方針の下で局所コマンドを実行し得る。"
      },
      "evidence_refs": [
        "e-oasg-readme-md",
        "e-oasg-docs-architecture-md",
        "e-oasg-license",
        "e-oasg-pyproject-toml"
      ],
      "problem_ids": [
        "adaptation"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "newer_source_not_editorially_reviewed",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "oasg",
      "canonical_url": "https://github.com/kadubon/oasg",
      "software": {
        "source_revision": "7593f74b5d6a4701865dc97b079c3e725c4fd7ee",
        "source_version": "1.1.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/oasg/blob/7593f74b5d6a4701865dc97b079c3e725c4fd7ee/LICENSE",
        "docs_url": "https://github.com/kadubon/oasg/blob/7593f74b5d6a4701865dc97b079c3e725c4fd7ee/docs/architecture.md",
        "interfaces": {
          "oasg": "oasg.cli:app"
        },
        "inputs": {
          "en": "Observable JSONL ledgers, policy mutations, shadow/lease trials and rollback receipts.",
          "ja": "観測JSONL台帳、方策変更、shadow・lease試行、ロールバック受領証。"
        },
        "outputs": {
          "en": "Viability/debt reports, trial decisions, promoted or quarantined policy state.",
          "ja": "生存可能性・負債報告、試行判断、昇格・隔離された方策状態。"
        },
        "prerequisites": {
          "en": ">=3.12; explicit scope and host authority.",
          "ja": "実行環境: >=3.12。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Reference/alpha production status; changes workflow policy, not model weights. Runtime trials can execute local commands under host policy.",
          "ja": "参照実装・本番利用はAlpha。変更対象はモデル重みではなく方策。試行はホスト方針の下で局所コマンドを実行し得る。"
        },
        "agent_entrypoints": [],
        "commands": [
          {
            "executable": "oasg",
            "arguments": [
              "--help"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "7593f74b5d6a4701865dc97b079c3e725c4fd7ee",
            "package_version": "1.1.0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.12"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": null,
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "f3bee90f2ed8b2dba9b9a96ce485375295760036",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/coverage-gates.json",
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/dependency-audit.json",
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/manifest.json",
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/native-requirements.txt",
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/oasg-1.2.0-py3-none-any.whl",
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/oasg-1.2.0.tar.gz",
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/public-verification.json",
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/qualification.json",
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/SHA256SUMS",
              "https://github.com/kadubon/oasg/releases/download/v1.2.0/source-scan.json"
            ],
            "published_at": "2026-09-21T22:02:04Z",
            "tag": "v1.2.0",
            "url": "https://github.com/kadubon/oasg/releases/tag/v1.2.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/oasg"
        },
        "when_to_use": {
          "en": "Trial bounded local workflow-policy changes and promote only receipt-backed non-regression.",
          "ja": "有限の局所ワークフロー方策を試行し、受領証で裏付けた非劣化のみ昇格する。"
        },
        "when_not_to_use": {
          "en": "Reference/alpha production status; changes workflow policy, not model weights. Runtime trials can execute local commands under host policy.",
          "ja": "参照実装・本番利用はAlpha。変更対象はモデル重みではなく方策。試行はホスト方針の下で局所コマンドを実行し得る。"
        }
      }
    },
    {
      "id": "sw-audit",
      "kind": "software",
      "source_catalog_id": "kadubon/audit-closed-ai-scientist",
      "tier": "supporting",
      "primary_role": "research-validity",
      "roles": [
        "research-validity"
      ],
      "summary": {
        "en": "Benchmark adaptive scientific discovery with committed logs and sequential testing.",
        "ja": "コミット済みログと逐次検定で適応的科学発見をベンチマークする。"
      },
      "relevance_reason": {
        "en": "Benchmark adaptive scientific discovery with committed logs and sequential testing.",
        "ja": "コミット済みログと逐次検定で適応的科学発見をベンチマークする。"
      },
      "limitations": {
        "en": "Benchmarks do not certify arbitrary laboratories or agents; every benchmark writes output artifacts. Software Apache-2.0; bundled paper CC BY 4.0.",
        "ja": "ベンチマークは任意の実験室・エージェントを認証しない。実行は成果物を書き込む。ソフトはApache-2.0、同梱論文はCC BY 4.0。"
      },
      "evidence_refs": [
        "e-audit-closed-ai-scientist-readme-md",
        "e-audit-closed-ai-scientist-license",
        "e-audit-closed-ai-scientist-pyproject-toml"
      ],
      "problem_ids": [
        "adaptive-research",
        "evaluation-integrity"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "paper-audit-closed"
      ],
      "name": "audit-closed-ai-scientist",
      "canonical_url": "https://github.com/kadubon/audit-closed-ai-scientist",
      "software": {
        "source_revision": "1e844d1bca18d7bb298aa198e1250bb07bd7ea44",
        "source_version": "0.2.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/audit-closed-ai-scientist/blob/1e844d1bca18d7bb298aa198e1250bb07bd7ea44/LICENSE",
        "docs_url": "https://github.com/kadubon/audit-closed-ai-scientist/blob/1e844d1bca18d7bb298aa198e1250bb07bd7ea44/README.md",
        "interfaces": {
          "audit-closed-ai-scientist": "audit_closed_ai_scientist.cli:main"
        },
        "inputs": {
          "en": "Declared synthetic benchmark configuration, seed, trial adapter and alpha budget.",
          "ja": "宣言した合成設定、乱数種、試行アダプタ、アルファ予算。"
        },
        "outputs": {
          "en": "False-discovery, replication, sequential-evidence and adversarial benchmark reports.",
          "ja": "偽発見・再現・逐次根拠・敵対的条件の報告。"
        },
        "prerequisites": {
          "en": ">=3.10; explicit scope and host authority.",
          "ja": "実行環境: >=3.10。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Benchmarks do not certify arbitrary laboratories or agents; every benchmark writes output artifacts. Software Apache-2.0; bundled paper CC BY 4.0.",
          "ja": "ベンチマークは任意の実験室・エージェントを認証しない。実行は成果物を書き込む。ソフトはApache-2.0、同梱論文はCC BY 4.0。"
        },
        "agent_entrypoints": [
          "https://github.com/kadubon/audit-closed-ai-scientist/blob/1e844d1bca18d7bb298aa198e1250bb07bd7ea44/.agents/skills/audit-closed-ai-scientist/SKILL.md"
        ],
        "commands": [
          {
            "executable": "audit-closed-ai-scientist",
            "arguments": [
              "--help"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "1e844d1bca18d7bb298aa198e1250bb07bd7ea44",
            "package_version": "0.2.0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.10"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": "paper-audit-closed",
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "1e844d1bca18d7bb298aa198e1250bb07bd7ea44",
          "latest_release": {
            "assets": [],
            "published_at": "2026-08-26T02:05:53Z",
            "tag": "v0.2.0",
            "url": "https://github.com/kadubon/audit-closed-ai-scientist/releases/tag/v0.2.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/audit-closed-ai-scientist"
        },
        "when_to_use": {
          "en": "Benchmark adaptive scientific discovery with committed logs and sequential testing.",
          "ja": "コミット済みログと逐次検定で適応的科学発見をベンチマークする。"
        },
        "when_not_to_use": {
          "en": "Benchmarks do not certify arbitrary laboratories or agents; every benchmark writes output artifacts. Software Apache-2.0; bundled paper CC BY 4.0.",
          "ja": "ベンチマークは任意の実験室・エージェントを認証しない。実行は成果物を書き込む。ソフトはApache-2.0、同梱論文はCC BY 4.0。"
        }
      }
    },
    {
      "id": "sw-loscr",
      "kind": "software",
      "source_catalog_id": "kadubon/loscr",
      "tier": "supporting",
      "primary_role": "evidence-and-verification",
      "roles": [
        "evidence-and-verification"
      ],
      "summary": {
        "en": "Downgrade or quarantine strong R&D claims when replay, service, evaluator or dependency evidence fails.",
        "ja": "再生・サービス・評価・依存の根拠不足時に研究開発の強い主張を格下げ・隔離する。"
      },
      "relevance_reason": {
        "en": "Downgrade or quarantine strong R&D claims when replay, service, evaluator or dependency evidence fails.",
        "ja": "再生・サービス・評価・依存の根拠不足時に研究開発の強い主張を格下げ・隔離する。"
      },
      "limitations": {
        "en": "Structural claim checking requires external statistical premises. Even doctor may initialize local state.",
        "ja": "構造検査には外部の統計的前提が必要。doctorも局所状態を初期化し得る。"
      },
      "evidence_refs": [
        "e-loscr-readme-md",
        "e-loscr-docs-theory-map-md",
        "e-loscr-license",
        "e-loscr-pyproject-toml"
      ],
      "problem_ids": [
        "adaptive-research",
        "production-reliability",
        "version-and-dependency-drift",
        "evaluation-integrity"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [
        "paper-loscr"
      ],
      "name": "loscr",
      "canonical_url": "https://github.com/kadubon/loscr",
      "software": {
        "source_revision": "334307b59a4870b90f6162705c793bb5615a555a",
        "source_version": "0.1.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/loscr/blob/334307b59a4870b90f6162705c793bb5615a555a/LICENSE",
        "docs_url": "https://github.com/kadubon/loscr/blob/334307b59a4870b90f6162705c793bb5615a555a/docs/theory-map.md",
        "interfaces": {
          "loscr": "loscr.cli:app"
        },
        "inputs": {
          "en": "Append-only JSONL evidence and explicit claim contracts.",
          "ja": "追記型JSONL根拠と明示的な主張契約。"
        },
        "outputs": {
          "en": "Supported claim level, failure codes, replay and library records.",
          "ja": "支持される主張レベル、失敗コード、再生・ライブラリ記録。"
        },
        "prerequisites": {
          "en": ">=3.12; explicit scope and host authority.",
          "ja": "実行環境: >=3.12。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "Structural claim checking requires external statistical premises. Even doctor may initialize local state.",
          "ja": "構造検査には外部の統計的前提が必要。doctorも局所状態を初期化し得る。"
        },
        "agent_entrypoints": [],
        "commands": [
          {
            "executable": "loscr",
            "arguments": [
              "--help"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "334307b59a4870b90f6162705c793bb5615a555a",
            "package_version": "0.1.0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.12"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": "paper-loscr",
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "334307b59a4870b90f6162705c793bb5615a555a",
          "latest_release": {
            "assets": [],
            "published_at": "2026-04-29T05:30:28Z",
            "tag": "v0.1.0",
            "url": "https://github.com/kadubon/loscr/releases/tag/v0.1.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/loscr"
        },
        "when_to_use": {
          "en": "Downgrade or quarantine strong R&D claims when replay, service, evaluator or dependency evidence fails.",
          "ja": "再生・サービス・評価・依存の根拠不足時に研究開発の強い主張を格下げ・隔離する。"
        },
        "when_not_to_use": {
          "en": "Structural claim checking requires external statistical premises. Even doctor may initialize local state.",
          "ja": "構造検査には外部の統計的前提が必要。doctorも局所状態を初期化し得る。"
        }
      }
    },
    {
      "id": "sw-simulator",
      "kind": "software",
      "source_catalog_id": "kadubon/asi-proxy-phase-growth-simulator",
      "tier": "supporting",
      "primary_role": "scenario-analysis",
      "roles": [
        "scenario-analysis"
      ],
      "summary": {
        "en": "Explore verification, resource, coordination and memory shocks in conditional scenarios.",
        "ja": "条件付きシナリオで検証・資源・調整・記憶の変動を探索する。"
      },
      "relevance_reason": {
        "en": "Explore verification, resource, coordination and memory shocks in conditional scenarios.",
        "ja": "条件付きシナリオで検証・資源・調整・記憶の変動を探索する。"
      },
      "limitations": {
        "en": "No world forecast, ASI date or probability; synthetic parameter choices are not measurements.",
        "ja": "世界予測・ASI到来日・確率は提供しない。合成パラメータは測定値ではない。"
      },
      "evidence_refs": [
        "e-asi-proxy-phase-growth-simulator-readme-md",
        "e-asi-proxy-phase-growth-simulator-docs-model-reference-md",
        "e-asi-proxy-phase-growth-simulator-license",
        "e-asi-proxy-phase-growth-simulator-pyproject-toml"
      ],
      "problem_ids": [
        "forecast"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "asi-proxy-phase-growth-simulator",
      "canonical_url": "https://github.com/kadubon/asi-proxy-phase-growth-simulator",
      "software": {
        "source_revision": "24690a225c86fde2a24de4d9f93e2a282789b67d",
        "source_version": "0.1.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/asi-proxy-phase-growth-simulator/blob/24690a225c86fde2a24de4d9f93e2a282789b67d/LICENSE",
        "docs_url": "https://github.com/kadubon/asi-proxy-phase-growth-simulator/blob/24690a225c86fde2a24de4d9f93e2a282789b67d/docs/model-reference.md",
        "interfaces": {
          "apxsim": "asi_proxy_sim.cli:app"
        },
        "inputs": {
          "en": "Declared scenario parameters, finite resource stocks, seed and solver choices.",
          "ja": "宣言したパラメータ、有限資源量、乱数種、解法。"
        },
        "outputs": {
          "en": "Conditional trajectories, sensitivity and Monte Carlo reports.",
          "ja": "条件付き軌道、感度、Monte Carlo報告。"
        },
        "prerequisites": {
          "en": ">=3.12,<3.14; explicit scope and host authority.",
          "ja": "実行環境: >=3.12,<3.14。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "No world forecast, ASI date or probability; synthetic parameter choices are not measurements.",
          "ja": "世界予測・ASI到来日・確率は提供しない。合成パラメータは測定値ではない。"
        },
        "agent_entrypoints": [],
        "commands": [
          {
            "executable": "apxsim",
            "arguments": [
              "--help"
            ],
            "purpose": {
              "en": "Inspect public interface; not executed by this index review.",
              "ja": "公開インターフェースの確認用。索引の調査では実行していない。"
            },
            "source_ref": "24690a225c86fde2a24de4d9f93e2a282789b67d",
            "package_version": "0.1.0",
            "working_directory": "Reviewed checkout or installed environment; see linked README.",
            "prerequisites": [
              ">=3.12,<3.14"
            ],
            "effects": [
              "no_external_network"
            ],
            "check_type": "source_inspected"
          }
        ],
        "related_paper": null,
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "24690a225c86fde2a24de4d9f93e2a282789b67d",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/asi-proxy-phase-growth-simulator/releases/download/v0.1.0/asi_proxy_phase_growth_simulator-0.1.0-py3-none-any.whl",
              "https://github.com/kadubon/asi-proxy-phase-growth-simulator/releases/download/v0.1.0/asi_proxy_phase_growth_simulator-0.1.0.tar.gz"
            ],
            "published_at": "2026-07-21T04:16:46Z",
            "tag": "v0.1.0",
            "url": "https://github.com/kadubon/asi-proxy-phase-growth-simulator/releases/tag/v0.1.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/asi-proxy-phase-growth-simulator"
        },
        "when_to_use": {
          "en": "Explore verification, resource, coordination and memory shocks in conditional scenarios.",
          "ja": "条件付きシナリオで検証・資源・調整・記憶の変動を探索する。"
        },
        "when_not_to_use": {
          "en": "No world forecast, ASI date or probability; synthetic parameter choices are not measurements.",
          "ja": "世界予測・ASI到来日・確率は提供しない。合成パラメータは測定値ではない。"
        }
      }
    },
    {
      "id": "sw-skill",
      "kind": "software",
      "source_catalog_id": "kadubon/asi-proxy-phase-skill",
      "tier": "supporting",
      "primary_role": "interoperability-and-discovery",
      "roles": [
        "interoperability-and-discovery"
      ],
      "summary": {
        "en": "An installable skill supplies evidence-gated discovery and bounded intervention guidance.",
        "ja": "インストール可能なスキルが、根拠を条件とした探索と有限介入の手引きを提供する。"
      },
      "relevance_reason": {
        "en": "An installable skill supplies evidence-gated discovery and bounded intervention guidance.",
        "ja": "インストール可能なスキルが、根拠を条件とした探索と有限介入の手引きを提供する。"
      },
      "limitations": {
        "en": "An advisory skill is not a running service; its bundled corpus is an older snapshot. Installation/execution needs host authorization.",
        "ja": "助言用スキルであり稼働サービスではない。同梱コーパスは古いスナップショット。導入・実行はホストの権限に従う。"
      },
      "evidence_refs": [
        "e-asi-proxy-phase-skill-readme-md",
        "e-asi-proxy-phase-skill-license",
        "e-asi-proxy-phase-skill-pyproject-toml"
      ],
      "problem_ids": [
        "forecast"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-21",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "asi-proxy-phase-skill",
      "canonical_url": "https://github.com/kadubon/asi-proxy-phase-skill",
      "software": {
        "source_revision": "5706214a9a3d5e194f371f8ccc2eb71132f82270",
        "source_version": "1.1.1",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/asi-proxy-phase-skill/blob/5706214a9a3d5e194f371f8ccc2eb71132f82270/LICENSE",
        "docs_url": "https://github.com/kadubon/asi-proxy-phase-skill/blob/5706214a9a3d5e194f371f8ccc2eb71132f82270/README.md",
        "interfaces": {},
        "inputs": {
          "en": "Host policy, user task, public source snapshot and explicit resource boundaries.",
          "ja": "ホスト方針、利用者課題、公開ソースのスナップショット、明示的資源境界。"
        },
        "outputs": {
          "en": "Reviewable intervention packets and source routing.",
          "ja": "レビュー可能な介入パケットとソース案内。"
        },
        "prerequisites": {
          "en": ">=3.11; explicit scope and host authority.",
          "ja": "実行環境: >=3.11。範囲とホスト権限を明示。"
        },
        "effects": {
          "en": "Inspection commands are documented separately. Installation changes the environment; runtime writes and remote dispatch require command-specific review.",
          "ja": "確認コマンドは別記。導入は環境変更を伴う。実行時の書込み・外部送信は個別コマンドの確認が必要。"
        },
        "first_inspection_steps": {
          "en": "Read pinned README, contract and license; compare checkout and release; inspect schema and negative tests before installation.",
          "ja": "固定版README・契約・ライセンスを読み、チェックアウトとリリースを比較し、導入前にスキーマと否定テストを確認。"
        },
        "installation_guidance": {
          "en": "Follow the pinned README and observed release assets; no installation was performed for this website.",
          "ja": "固定版READMEと確認済みリリース資産に従う。このサイト作業では導入していない。"
        },
        "maturity": {
          "en": "An advisory skill is not a running service; its bundled corpus is an older snapshot. Installation/execution needs host authorization.",
          "ja": "助言用スキルであり稼働サービスではない。同梱コーパスは古いスナップショット。導入・実行はホストの権限に従う。"
        },
        "agent_entrypoints": [
          "https://github.com/kadubon/asi-proxy-phase-skill/blob/5706214a9a3d5e194f371f8ccc2eb71132f82270/asi-proxy-phase-skill/SKILL.md"
        ],
        "commands": [],
        "related_paper": null,
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "5706214a9a3d5e194f371f8ccc2eb71132f82270",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/asi-proxy-phase-skill/releases/download/v1.1.1/asi-proxy-phase-skill-v1.1.1.zip",
              "https://github.com/kadubon/asi-proxy-phase-skill/releases/download/v1.1.1/asi-proxy-phase-skill-v1.1.1.zip.sha256"
            ],
            "published_at": "2026-07-31T01:31:01Z",
            "tag": "v1.1.1",
            "url": "https://github.com/kadubon/asi-proxy-phase-skill/releases/tag/v1.1.1"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/asi-proxy-phase-skill"
        },
        "when_to_use": {
          "en": "An installable skill supplies evidence-gated discovery and bounded intervention guidance.",
          "ja": "インストール可能なスキルが、根拠を条件とした探索と有限介入の手引きを提供する。"
        },
        "when_not_to_use": {
          "en": "An advisory skill is not a running service; its bundled corpus is an older snapshot. Installation/execution needs host authorization.",
          "ja": "助言用スキルであり稼働サービスではない。同梱コーパスは古いスナップショット。導入・実行はホストの権限に従う。"
        }
      }
    },
    {
      "id": "sw-cmgl",
      "kind": "software",
      "source_catalog_id": "kadubon/certified-memory-governance-layer",
      "tier": "supporting",
      "primary_role": "workflow-memory",
      "roles": [
        "workflow-memory"
      ],
      "summary": {
        "en": "Gate memory writes and retrieval using current versions, authority receipts, tombstones and contamination lanes.",
        "ja": "記憶の書込み・検索結果を、現行版・権限受領証・廃止履歴・汚染区分で制御する。"
      },
      "relevance_reason": {
        "en": "Gate memory writes and retrieval using current versions, authority receipts, tombstones and contamination lanes.",
        "ja": "記憶の書込み・検索結果を、現行版・権限受領証・廃止履歴・汚染区分で制御する。"
      },
      "limitations": {
        "en": "Procedural admissibility only; no factual truth, model unlearning, backend deletion guarantee or prompt-injection immunity. Optional adapters remain application-owned.",
        "ja": "手続き上の許容性のみ。事実の真実性、モデルの学習解除、バックエンドの完全消去、注入攻撃への免疫は保証しない。外部アダプタの運用はアプリ側が担う。"
      },
      "evidence_refs": [
        "e-routing-cmgl-readme-md",
        "e-routing-cmgl-docs-proof-obligations-md",
        "e-routing-cmgl-license",
        "e-routing-cmgl-pyproject-toml",
        "e-routing-cmgl-docs-current-view-md",
        "e-routing-cmgl-tests-test-compression-py"
      ],
      "problem_ids": [
        "security-boundary",
        "memory-governance",
        "context-management",
        "incident-response"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-24",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "certified-memory-governance-layer",
      "canonical_url": "https://github.com/kadubon/certified-memory-governance-layer",
      "software": {
        "source_revision": "2fc49b4df7bbe4a23265b8b2372432711740d00b",
        "source_version": "1.1.2",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/certified-memory-governance-layer/blob/2fc49b4df7bbe4a23265b8b2372432711740d00b/LICENSE",
        "docs_url": "https://github.com/kadubon/certified-memory-governance-layer/blob/2fc49b4df7bbe4a23265b8b2372432711740d00b/docs/proof-obligations.md",
        "interfaces": {
          "cmgl": "cmgl.cli:app"
        },
        "inputs": {
          "en": "Memory events with version/digest bindings, verified ledger prefix and structured authority.",
          "ja": "版・ダイジェスト付き記憶事象、検証済み台帳接頭辞、構造化された権限。"
        },
        "outputs": {
          "en": "Admit/block receipts and an audit-visible current retrieval view.",
          "ja": "受入・遮断受領証と監査可能な現行検索ビュー。"
        },
        "prerequisites": {
          "en": "Python >=3.10; declared scope and host authority.",
          "ja": "Python >=3.10。対象範囲とホスト権限を確認。"
        },
        "effects": {
          "en": "Memory admission and view construction can persist local records; deletion semantics do not imply physical erasure of external copies. This review inspected source only.",
          "ja": "記憶の受入とビュー構築は局所記録を永続化し得る。削除の意味論は外部コピーの物理消去を意味しない。 このレビューではソース確認のみ。"
        },
        "first_inspection_steps": {
          "en": "Read the pinned README, contract and failure cases before considering execution.",
          "ja": "実行を検討する前に固定版README・契約・失敗例を読む。"
        },
        "installation_guidance": {
          "en": "Follow the pinned upstream source instructions only after host authorization; package registry availability was not independently checked in this review.",
          "ja": "ホストの許可後に固定版の上流手順を参照。このレビューではパッケージレジストリ上の提供状態を独立確認していない。"
        },
        "maturity": {
          "en": "Bounded source review, not production assurance.",
          "ja": "限定されたソースレビュー。本番運用保証ではない。"
        },
        "agent_entrypoints": [],
        "commands": [],
        "related_paper": null,
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "2fc49b4df7bbe4a23265b8b2372432711740d00b",
          "latest_release": {
            "assets": [],
            "published_at": "2026-05-14T01:30:00Z",
            "tag": "v1.1.2",
            "url": "https://github.com/kadubon/certified-memory-governance-layer/releases/tag/v1.1.2"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/certified-memory-governance-layer"
        },
        "when_to_use": {
          "en": "Gate memory writes and retrieval using current versions, authority receipts, tombstones and contamination lanes.",
          "ja": "記憶の書込み・検索結果を、現行版・権限受領証・廃止履歴・汚染区分で制御する。"
        },
        "when_not_to_use": {
          "en": "Procedural admissibility only; no factual truth, model unlearning, backend deletion guarantee or prompt-injection immunity. Optional adapters remain application-owned.",
          "ja": "手続き上の許容性のみ。事実の真実性、モデルの学習解除、バックエンドの完全消去、注入攻撃への免疫は保証しない。外部アダプタの運用はアプリ側が担う。"
        }
      }
    },
    {
      "id": "sw-memoryflow",
      "kind": "software",
      "source_catalog_id": "kadubon/memoryflow-agent-memory-auditor",
      "tier": "supporting",
      "primary_role": "workflow-memory",
      "roles": [
        "workflow-memory"
      ],
      "summary": {
        "en": "Audit declared memory telemetry for stale, deleted or superseded use, correction latency and non-comparable metrics.",
        "ja": "宣言された記憶テレメトリから、古い・削除済み・置換済み記憶の使用、修正遅延、比較不能な指標を監査する。"
      },
      "relevance_reason": {
        "en": "Audit declared memory telemetry for stale, deleted or superseded use, correction latency and non-comparable metrics.",
        "ja": "宣言された記憶テレメトリから、古い・削除済み・置換済み記憶の使用、修正遅延、比較不能な指標を監査する。"
      },
      "limitations": {
        "en": "Cannot observe silent backend changes, fabricated events or source truth. Auditing deletion telemetry does not erase memory or model weights.",
        "ja": "未記録のストア変更、捏造事象、情報源の真偽は判定できない。削除記録の監査は記憶やモデル重みの消去ではない。"
      },
      "evidence_refs": [
        "e-routing-memoryflow-readme-md",
        "e-routing-memoryflow-docs-conformance-profiles-md",
        "e-routing-memoryflow-license",
        "e-routing-memoryflow-pyproject-toml",
        "e-routing-memoryflow-docs-event-schema-md",
        "e-routing-memoryflow-tests-unit-test-verifier-profiles-py"
      ],
      "problem_ids": [
        "memory-governance"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-24",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "memoryflow-agent-memory-auditor",
      "canonical_url": "https://github.com/kadubon/memoryflow-agent-memory-auditor",
      "software": {
        "source_revision": "c8ee3f4c81f5303535ba2d2e9882c409f05e641e",
        "source_version": "0.1.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/memoryflow-agent-memory-auditor/blob/c8ee3f4c81f5303535ba2d2e9882c409f05e641e/LICENSE",
        "docs_url": "https://github.com/kadubon/memoryflow-agent-memory-auditor/blob/c8ee3f4c81f5303535ba2d2e9882c409f05e641e/docs/conformance-profiles.md",
        "interfaces": {
          "memoryflow": "memoryflow.cli:main"
        },
        "inputs": {
          "en": "JSONL memory events, ordering/skew bounds, update IDs, digests and chosen P0/P1/P2 profile.",
          "ja": "JSONL記憶事象、順序・時計ずれ上限、更新ID、ダイジェスト、P0/P1/P2プロファイル。"
        },
        "outputs": {
          "en": "Version-bound metrics with VALID, DEGRADED, NONCOMPARABLE or NOT_COMPUTABLE status.",
          "ja": "VALID・DEGRADED・NONCOMPARABLE・NOT_COMPUTABLE等を明示した版付き指標。"
        },
        "prerequisites": {
          "en": "Python >=3.11; declared scope and host authority.",
          "ja": "Python >=3.11。対象範囲とホスト権限を確認。"
        },
        "effects": {
          "en": "The auditor reads declared event traces and writes audit artifacts; it does not itself alter the observed memory backend. This review inspected source only.",
          "ja": "監査器は宣言された事象トレースを読み監査成果物を書く。観測対象の記憶バックエンドを自ら変更しない。 このレビューではソース確認のみ。"
        },
        "first_inspection_steps": {
          "en": "Read the pinned README, contract and failure cases before considering execution.",
          "ja": "実行を検討する前に固定版README・契約・失敗例を読む。"
        },
        "installation_guidance": {
          "en": "Follow the pinned upstream source instructions only after host authorization; package registry availability was not independently checked in this review.",
          "ja": "ホストの許可後に固定版の上流手順を参照。このレビューではパッケージレジストリ上の提供状態を独立確認していない。"
        },
        "maturity": {
          "en": "Bounded source review, not production assurance.",
          "ja": "限定されたソースレビュー。本番運用保証ではない。"
        },
        "agent_entrypoints": [],
        "commands": [],
        "related_paper": null,
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "c8ee3f4c81f5303535ba2d2e9882c409f05e641e",
          "latest_release": {
            "assets": [],
            "published_at": "2026-05-01T03:15:40Z",
            "tag": "v0.1.0",
            "url": "https://github.com/kadubon/memoryflow-agent-memory-auditor/releases/tag/v0.1.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/memoryflow-agent-memory-auditor"
        },
        "when_to_use": {
          "en": "Audit declared memory telemetry for stale, deleted or superseded use, correction latency and non-comparable metrics.",
          "ja": "宣言された記憶テレメトリから、古い・削除済み・置換済み記憶の使用、修正遅延、比較不能な指標を監査する。"
        },
        "when_not_to_use": {
          "en": "Cannot observe silent backend changes, fabricated events or source truth. Auditing deletion telemetry does not erase memory or model weights.",
          "ja": "未記録のストア変更、捏造事象、情報源の真偽は判定できない。削除記録の監査は記憶やモデル重みの消去ではない。"
        }
      }
    },
    {
      "id": "sw-pfg",
      "kind": "software",
      "source_catalog_id": "kadubon/problem-frame-gate",
      "tier": "supporting",
      "primary_role": "evidence-and-verification",
      "roles": [
        "evidence-and-verification"
      ],
      "summary": {
        "en": "Check finite action authority and atomically commit a five-row gate bundle before a separately controlled outbox dispatcher.",
        "ja": "有限の行為権限を検査し、別管理の送信処理に先立ち5行のゲート束を原子的に記録する。"
      },
      "relevance_reason": {
        "en": "Check finite action authority and atomically commit a five-row gate bundle before a separately controlled outbox dispatcher.",
        "ja": "有限の行為権限を検査し、別管理の送信処理に先立ち5行のゲート束を原子的に記録する。"
      },
      "limitations": {
        "en": "Finite audit consistency is not OAuth infrastructure, external truth, physical outcome or exactly-once delivery. Deployment owns identities, durable storage, actuator monitoring and incident response.",
        "ja": "有限の監査整合性はOAuth基盤、外界の真実、物理的成果、厳密な一度限りの配信ではない。識別・永続化・実行監視・事故対応は運用側の責任。"
      },
      "evidence_refs": [
        "e-routing-pfg-readme-md",
        "e-routing-pfg-docs-operations-md",
        "e-routing-pfg-license",
        "e-routing-pfg-pyproject-toml",
        "e-routing-pfg-schemas-gate-request-schema-json",
        "e-routing-pfg-tests-test-v1-1-hardening-py"
      ],
      "problem_ids": [
        "retry-recovery",
        "tool-routing",
        "authority",
        "incident-response"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-24",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "problem-frame-gate",
      "canonical_url": "https://github.com/kadubon/problem-frame-gate",
      "software": {
        "source_revision": "9449b338c4c8b959878704a48b2f16e291e2dfb8",
        "source_version": "1.1.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/problem-frame-gate/blob/9449b338c4c8b959878704a48b2f16e291e2dfb8/LICENSE",
        "docs_url": "https://github.com/kadubon/problem-frame-gate/blob/9449b338c4c8b959878704a48b2f16e291e2dfb8/docs/operations.md",
        "interfaces": {
          "pfg": "problem_frame_gate.cli:main"
        },
        "inputs": {
          "en": "Strict horizon manifest, writer/issuer identities, log, action request, capacities and risk premises.",
          "ja": "厳格な有限範囲目録、記録者・発行者ID、ログ、行為要求、容量、リスク前提。"
        },
        "outputs": {
          "en": "Rejected request or checked atomic bundle; dispatch and actuator acceptance remain separate records.",
          "ja": "拒否または検査済み原子的束。送信と実行先の受理は別の記録。"
        },
        "prerequisites": {
          "en": "Python >=3.10; declared scope and host authority.",
          "ja": "Python >=3.10。対象範囲とホスト権限を確認。"
        },
        "effects": {
          "en": "The committer records decisions without executing an actuator. A separately authorized OutboxBroker can dispatch external actions. This review inspected source only.",
          "ja": "コミッターはアクチュエーターを実行せず判断を記録する。別途許可されたOutboxBrokerは外部操作を送出し得る。 このレビューではソース確認のみ。"
        },
        "first_inspection_steps": {
          "en": "Read the pinned README, contract and failure cases before considering execution.",
          "ja": "実行を検討する前に固定版README・契約・失敗例を読む。"
        },
        "installation_guidance": {
          "en": "Follow the pinned upstream source instructions only after host authorization; package registry availability was not independently checked in this review.",
          "ja": "ホストの許可後に固定版の上流手順を参照。このレビューではパッケージレジストリ上の提供状態を独立確認していない。"
        },
        "maturity": {
          "en": "Bounded source review, not production assurance.",
          "ja": "限定されたソースレビュー。本番運用保証ではない。"
        },
        "agent_entrypoints": [],
        "commands": [],
        "related_paper": null,
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "9449b338c4c8b959878704a48b2f16e291e2dfb8",
          "latest_release": {
            "assets": [],
            "published_at": "2026-07-02T01:04:13Z",
            "tag": "v1.1.0",
            "url": "https://github.com/kadubon/problem-frame-gate/releases/tag/v1.1.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/problem-frame-gate"
        },
        "when_to_use": {
          "en": "Check finite action authority and atomically commit a five-row gate bundle before a separately controlled outbox dispatcher.",
          "ja": "有限の行為権限を検査し、別管理の送信処理に先立ち5行のゲート束を原子的に記録する。"
        },
        "when_not_to_use": {
          "en": "Finite audit consistency is not OAuth infrastructure, external truth, physical outcome or exactly-once delivery. Deployment owns identities, durable storage, actuator monitoring and incident response.",
          "ja": "有限の監査整合性はOAuth基盤、外界の真実、物理的成果、厳密な一度限りの配信ではない。識別・永続化・実行監視・事故対応は運用側の責任。"
        }
      }
    },
    {
      "id": "sw-fost",
      "kind": "software",
      "source_catalog_id": "kadubon/fost-agent-ledger",
      "tier": "supporting",
      "primary_role": "evidence-and-verification",
      "roles": [
        "evidence-and-verification"
      ],
      "summary": {
        "en": "Separate claimed completion from finite support, checked finality, unresolved obligations and environment changes.",
        "ja": "完了の自己申告を、有限の支持根拠・検査済み最終性・未解決義務・環境変更から区別する。"
      },
      "relevance_reason": {
        "en": "Separate claimed completion from finite support, checked finality, unresolved obligations and environment changes.",
        "ja": "完了の自己申告を、有限の支持根拠・検査済み最終性・未解決義務・環境変更から区別する。"
      },
      "limitations": {
        "en": "A checked ledger is not a truth oracle or external outcome. Structural migration cannot invent evidence; project-specific modes and freshness policies remain necessary.",
        "ja": "検査済み台帳は真実の判定器でも外界の成果でもない。構造移行は根拠を作らず、用途別のモードと鮮度方針が必要。"
      },
      "evidence_refs": [
        "e-routing-fost-readme-md",
        "e-routing-fost-docs-json-contract-md",
        "e-routing-fost-license",
        "e-routing-fost-pyproject-toml",
        "e-routing-fost-docs-limitations-md",
        "e-routing-fost-tests-test-v20-strict-finality-py"
      ],
      "problem_ids": [
        "completion-and-outcome",
        "version-and-dependency-drift",
        "evidence-support"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-24",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "fost-agent-ledger",
      "canonical_url": "https://github.com/kadubon/fost-agent-ledger",
      "software": {
        "source_revision": "e3a937a4a3f28c4077b5f658d6bfb1fc67ddd8fa",
        "source_version": "2.0.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/fost-agent-ledger/blob/e3a937a4a3f28c4077b5f658d6bfb1fc67ddd8fa/LICENSE",
        "docs_url": "https://github.com/kadubon/fost-agent-ledger/blob/e3a937a4a3f28c4077b5f658d6bfb1fc67ddd8fa/docs/json_contract.md",
        "interfaces": {
          "fost-ledger": "fost_agent_ledger.cli:main"
        },
        "inputs": {
          "en": "Finite claim/support graph, certificates, mode, environment tokens and finality records.",
          "ja": "有限の主張・支持グラフ、証明書、モード、環境トークン、最終性の記録。"
        },
        "outputs": {
          "en": "Mode-scoped admissibility, missing-support codes and transition witnesses.",
          "ja": "モード限定の許容性、支持不足コード、変化の証拠。"
        },
        "prerequisites": {
          "en": "Python >=3.10; declared scope and host authority.",
          "ja": "Python >=3.10。対象範囲とホスト権限を確認。"
        },
        "effects": {
          "en": "Ledger and verification operations produce local records and reports; finality of those records is not an external action or observation. This review inspected source only.",
          "ja": "台帳・検証処理は局所記録と報告を生成する。記録の確定は外部操作や外部観測ではない。 このレビューではソース確認のみ。"
        },
        "first_inspection_steps": {
          "en": "Read the pinned README, contract and failure cases before considering execution.",
          "ja": "実行を検討する前に固定版README・契約・失敗例を読む。"
        },
        "installation_guidance": {
          "en": "Follow the pinned upstream source instructions only after host authorization; package registry availability was not independently checked in this review.",
          "ja": "ホストの許可後に固定版の上流手順を参照。このレビューではパッケージレジストリ上の提供状態を独立確認していない。"
        },
        "maturity": {
          "en": "Bounded source review, not production assurance.",
          "ja": "限定されたソースレビュー。本番運用保証ではない。"
        },
        "agent_entrypoints": [],
        "commands": [],
        "related_paper": null,
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "e3a937a4a3f28c4077b5f658d6bfb1fc67ddd8fa",
          "latest_release": {
            "assets": [],
            "published_at": "2026-07-02T08:04:35Z",
            "tag": "v2.0.0",
            "url": "https://github.com/kadubon/fost-agent-ledger/releases/tag/v2.0.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/fost-agent-ledger"
        },
        "when_to_use": {
          "en": "Separate claimed completion from finite support, checked finality, unresolved obligations and environment changes.",
          "ja": "完了の自己申告を、有限の支持根拠・検査済み最終性・未解決義務・環境変更から区別する。"
        },
        "when_not_to_use": {
          "en": "A checked ledger is not a truth oracle or external outcome. Structural migration cannot invent evidence; project-specific modes and freshness policies remain necessary.",
          "ja": "検査済み台帳は真実の判定器でも外界の成果でもない。構造移行は根拠を作らず、用途別のモードと鮮度方針が必要。"
        }
      }
    },
    {
      "id": "sw-atrb",
      "kind": "software",
      "source_catalog_id": "kadubon/agent-trust-residual-benchmark",
      "tier": "supporting",
      "primary_role": "research-validity",
      "roles": [
        "research-validity"
      ],
      "summary": {
        "en": "Inspect positive/negative synthetic controls and near misses for authority, evidence scope, residuals and repeated model decisions.",
        "ja": "権限・根拠範囲・残余・反復判断を扱う合成の陽性・陰性対照と境界事例を調べる。"
      },
      "relevance_reason": {
        "en": "Inspect positive/negative synthetic controls and near misses for authority, evidence scope, residuals and repeated model decisions.",
        "ja": "権限・根拠範囲・残余・反復判断を扱う合成の陽性・陰性対照と境界事例を調べる。"
      },
      "limitations": {
        "en": "Fixtures and validators were co-developed. Cumulative conditions do not isolate causal effects. Compatibility adapters do not establish equivalence with PIC/FOST/PFG/CCR; no real-world safety or generalization claim.",
        "ja": "フィクスチャと検査器は同時に開発された。累積条件では因果効果を分離できず、互換用アダプタはPIC・FOST・PFG・CCRとの同等性を証明しない。実世界の安全性・一般化は主張しない。"
      },
      "evidence_refs": [
        "e-routing-atrb-readme-md",
        "e-routing-atrb-docs-v02-experiment-md",
        "e-routing-atrb-license",
        "e-routing-atrb-pyproject-toml",
        "e-routing-atrb-docs-v02-results-md",
        "e-routing-atrb-tests-test-v02-positive-controls-py"
      ],
      "problem_ids": [
        "security-boundary",
        "evaluation-integrity"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-24",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "agent-trust-residual-benchmark",
      "canonical_url": "https://github.com/kadubon/agent-trust-residual-benchmark",
      "software": {
        "source_revision": "eb21fda8ed7bfad9dc33becf2ffcc63285249495",
        "source_version": "0.2.0",
        "source_version_status": "declared",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/agent-trust-residual-benchmark/blob/eb21fda8ed7bfad9dc33becf2ffcc63285249495/LICENSE",
        "docs_url": "https://github.com/kadubon/agent-trust-residual-benchmark/blob/eb21fda8ed7bfad9dc33becf2ffcc63285249495/docs/V02_EXPERIMENT.md",
        "interfaces": {
          "atrb": "atrb.cli:app"
        },
        "inputs": {
          "en": "Pinned cases, expected accept/reject policy, replication settings and declared model/runtime provenance.",
          "ja": "固定した事例、受理・拒否方針、反復設定、モデル・実行環境の来歴。"
        },
        "outputs": {
          "en": "Fixture-scoped decision metrics, timeout records and explicit validity limits.",
          "ja": "事例に限定した判断指標、タイムアウト記録、妥当性の限界。"
        },
        "prerequisites": {
          "en": "Python >=3.11; declared scope and host authority.",
          "ja": "Python >=3.11。対象範囲とホスト権限を確認。"
        },
        "effects": {
          "en": "Benchmark runs produce local synthetic-case artifacts; optional model experiments can contact configured model services. This review inspected source only.",
          "ja": "ベンチマーク実行は局所的な合成事例の成果物を生成する。任意のモデル実験は設定されたモデルサービスへ接続し得る。 このレビューではソース確認のみ。"
        },
        "first_inspection_steps": {
          "en": "Read the pinned README, contract and failure cases before considering execution.",
          "ja": "実行を検討する前に固定版README・契約・失敗例を読む。"
        },
        "installation_guidance": {
          "en": "Follow the pinned upstream source instructions only after host authorization; package registry availability was not independently checked in this review.",
          "ja": "ホストの許可後に固定版の上流手順を参照。このレビューではパッケージレジストリ上の提供状態を独立確認していない。"
        },
        "maturity": {
          "en": "Bounded source review, not production assurance.",
          "ja": "限定されたソースレビュー。本番運用保証ではない。"
        },
        "agent_entrypoints": [],
        "commands": [],
        "related_paper": null,
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "eb21fda8ed7bfad9dc33becf2ffcc63285249495",
          "latest_release": {
            "assets": [
              "https://github.com/kadubon/agent-trust-residual-benchmark/releases/download/v0.2.0/agent_trust_residual_benchmark-0.2.0-py3-none-any.whl",
              "https://github.com/kadubon/agent-trust-residual-benchmark/releases/download/v0.2.0/agent_trust_residual_benchmark-0.2.0.tar.gz"
            ],
            "published_at": "2026-07-19T12:10:23Z",
            "tag": "v0.2.0",
            "url": "https://github.com/kadubon/agent-trust-residual-benchmark/releases/tag/v0.2.0"
          },
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "observed",
          "source_url": "https://github.com/kadubon/agent-trust-residual-benchmark"
        },
        "when_to_use": {
          "en": "Inspect positive/negative synthetic controls and near misses for authority, evidence scope, residuals and repeated model decisions.",
          "ja": "権限・根拠範囲・残余・反復判断を扱う合成の陽性・陰性対照と境界事例を調べる。"
        },
        "when_not_to_use": {
          "en": "Fixtures and validators were co-developed. Cumulative conditions do not isolate causal effects. Compatibility adapters do not establish equivalence with PIC/FOST/PFG/CCR; no real-world safety or generalization claim.",
          "ja": "フィクスチャと検査器は同時に開発された。累積条件では因果効果を分離できず、互換用アダプタはPIC・FOST・PFG・CCRとの同等性を証明しない。実世界の安全性・一般化は主張しない。"
        }
      }
    },
    {
      "id": "sw-oversight",
      "kind": "software",
      "source_catalog_id": "kadubon/Oversight-Centered-Metrology-PoC",
      "tier": "supporting",
      "primary_role": "research-validity",
      "roles": [
        "research-validity"
      ],
      "summary": {
        "en": "Examine retry, review cost and escalation load using bounded coding tasks and explicit claim margins.",
        "ja": "限定されたコード修正課題と主張余裕を用い、再試行・レビュー費用・エスカレーション負荷を調べる。"
      },
      "relevance_reason": {
        "en": "Examine retry, review cost and escalation load using bounded coding tasks and explicit claim margins.",
        "ja": "限定されたコード修正課題と主張余裕を用い、再試行・レビュー費用・エスカレーション負荷を調べる。"
      },
      "limitations": {
        "en": "Twelve synthetic tasks, one logged run per actual model, and scripted costly review do not measure human approval fatigue or establish production readiness. Positive comparative oversight claims remain fail-closed in the reported setup.",
        "ja": "合成12課題、各実モデル1回の記録、スクリプトによる高費用レビューは、人間の承認疲労の実測でも本番適性の証明でもない。報告設定の比較優位は保守的に未確立。"
      },
      "evidence_refs": [
        "e-routing-oversight-readme-md",
        "e-routing-oversight-experiment-manifest-yaml",
        "e-routing-oversight-licence",
        "e-routing-oversight-report-workflow-oversight-report-md",
        "e-routing-oversight-src-oversight-poc-channels-py"
      ],
      "problem_ids": [
        "human-oversight"
      ],
      "ownership": "takahashi",
      "alternate_names": [],
      "language": [
        "en"
      ],
      "source_state": "reviewed_snapshot",
      "last_reviewed_at": "2026-09-24",
      "unsupported_claims": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      },
      "related_resource_ids": [],
      "name": "Oversight-Centered-Metrology-PoC",
      "canonical_url": "https://github.com/kadubon/Oversight-Centered-Metrology-PoC",
      "software": {
        "source_revision": "a814d7e02e52d3c7e2a3ce268e2c1bcc0b5ba43b",
        "source_version": null,
        "source_version_status": "unknown_or_not_a_package",
        "license_spdx": "Apache-2.0",
        "license_url": "https://github.com/kadubon/Oversight-Centered-Metrology-PoC/blob/a814d7e02e52d3c7e2a3ce268e2c1bcc0b5ba43b/LICENCE",
        "docs_url": "https://github.com/kadubon/Oversight-Centered-Metrology-PoC/blob/a814d7e02e52d3c7e2a3ce268e2c1bcc0b5ba43b/experiment_manifest.yaml",
        "interfaces": {
          "module": "src.main; source-only experiment"
        },
        "inputs": {
          "en": "Declared small-task protocol, retry/review budgets, channel costs and transport/audit-distortion margins.",
          "ja": "小課題プロトコル、再試行・レビュー予算、割込み費用、転用・監査歪みの余裕。"
        },
        "outputs": {
          "en": "Workflow metrics and bounded claim status, not a provider leaderboard.",
          "ja": "モデル提供者の順位ではなく、作業全体の指標と限定された主張状態。"
        },
        "prerequisites": {
          "en": "Python version not declared here; declared scope and host authority.",
          "ja": "Python 版の明示なし。対象範囲とホスト権限を確認。"
        },
        "effects": {
          "en": "Repair experiments execute local Python functions and write artifacts; optional Gemini/Ollama backends invoke configured model services. This review inspected source only.",
          "ja": "修復実験は局所Python関数を実行して成果物を書く。任意のGemini/Ollamaバックエンドは設定されたモデルサービスを呼ぶ。 このレビューではソース確認のみ。"
        },
        "first_inspection_steps": {
          "en": "Read the pinned README, contract and failure cases before considering execution.",
          "ja": "実行を検討する前に固定版README・契約・失敗例を読む。"
        },
        "installation_guidance": {
          "en": "Follow the pinned upstream source instructions only after host authorization; package registry availability was not independently checked in this review.",
          "ja": "ホストの許可後に固定版の上流手順を参照。このレビューではパッケージレジストリ上の提供状態を独立確認していない。"
        },
        "maturity": {
          "en": "Bounded source review, not production assurance.",
          "ja": "限定されたソースレビュー。本番運用保証ではない。"
        },
        "agent_entrypoints": [],
        "commands": [],
        "related_paper": null,
        "interface_contracts": [],
        "release_observation": {
          "default_branch_revision": "a814d7e02e52d3c7e2a3ce268e2c1bcc0b5ba43b",
          "latest_release": null,
          "observed_at": "2026-09-24T01:42:41+00:00",
          "package_registry_status": "not_checked_by_this_github_refresh",
          "refresh_status": "current",
          "release_status": "no_published_github_release",
          "source_url": "https://github.com/kadubon/Oversight-Centered-Metrology-PoC"
        },
        "when_to_use": {
          "en": "Examine retry, review cost and escalation load using bounded coding tasks and explicit claim margins.",
          "ja": "限定されたコード修正課題と主張余裕を用い、再試行・レビュー費用・エスカレーション負荷を調べる。"
        },
        "when_not_to_use": {
          "en": "Twelve synthetic tasks, one logged run per actual model, and scripted costly review do not measure human approval fatigue or establish production readiness. Positive comparative oversight claims remain fail-closed in the reported setup.",
          "ja": "合成12課題、各実モデル1回の記録、スクリプトによる高費用レビューは、人間の承認疲労の実測でも本番適性の証明でもない。報告設定の比較優位は保守的に未確立。"
        }
      }
    }
  ],
  "problems": [
    {
      "id": "completion-and-outcome",
      "question": {
        "en": "My agent says done, but the task is not finished",
        "ja": "AIエージェントが完了と言うのに実際には終わっていない"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "AI agent says \"done\" but task is not finished",
          "false completion",
          "tool receipt vs actual outcome",
          "postcondition verification",
          "why does my AI agent say done when it isn't finished?"
        ],
        "ja": [
          "完了の誤報告",
          "ツールの受領証と実際の成果の違い",
          "実行後の完了条件を確認したい",
          "完了していないのにAIが完了と言うのはなぜ"
        ]
      },
      "symptoms": {
        "en": "My agent says done, but the task is not finished",
        "ja": "AIエージェントが完了と言うのに実際には終わっていない"
      },
      "symptom_group": "reliability",
      "first_reads": [
        "sw-pic",
        "sw-fost",
        "paper-operational-claims"
      ],
      "required_inputs": {
        "en": "Declared postconditions, claimed completion, receipts and independent observations.",
        "ja": "完了条件、完了の申告、受領証、独立した観測。"
      },
      "expected_outputs": {
        "en": "Separate reported, checked and externally observed completion; keep open obligations.",
        "ja": "申告・検査・外界で観測した完了を分け、未解決義務を残す。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "A receipt or checked ledger cannot establish an unobserved external outcome.",
        "ja": "受領証や検査済み台帳だけでは未観測の外部成果を確定できない。"
      },
      "stop_or_handoff_conditions": {
        "en": "If the postcondition cannot be observed, retain unknown and hand off before reporting done.",
        "ja": "完了条件を観測できなければ未知のまま保持し、完了を報告する前に引き継ぐ。"
      },
      "related_problem_ids": [
        "retry-recovery",
        "obligations",
        "evidence-support"
      ],
      "evidence_refs": [
        "e-paper-operational-claims",
        "e-percolation-inversion-compiler-readme-md",
        "e-percolation-inversion-compiler-docs-resource-matched-measurement-md",
        "e-percolation-inversion-compiler-license",
        "e-percolation-inversion-compiler-pyproject-toml",
        "e-routing-fost-readme-md",
        "e-routing-fost-docs-json-contract-md",
        "e-routing-fost-license",
        "e-routing-fost-pyproject-toml",
        "e-routing-fost-docs-limitations-md",
        "e-routing-fost-tests-test-v20-strict-finality-py"
      ],
      "relevant_resource_ids": [
        "sw-pic",
        "sw-fost",
        "paper-operational-claims"
      ]
    },
    {
      "id": "retry-recovery",
      "question": {
        "en": "My agent keeps calling the same tool",
        "ja": "同じツール呼び出しを繰り返す"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "agent keeps retrying",
          "agent stuck in a loop",
          "repeated tool calls",
          "agent never terminates",
          "partial failure",
          "crash recovery",
          "duplicate side effects",
          "idempotency",
          "replay vs rerun",
          "uncertain external outcome",
          "reconciliation",
          "rate limits / 429",
          "retry storms",
          "retry amplification",
          "agent keeps retrying the same MCP tool"
        ],
        "ja": [
          "エージェントが再試行を続ける",
          "エージェントがループから抜けない",
          "エージェントがいつまでも終了しない",
          "処理が途中だけ失敗した",
          "クラッシュ後に処理を復旧したい",
          "外部への操作が二重に実行された",
          "再試行の冪等性を確認したい",
          "履歴の再生と処理の再実行は違うのか",
          "外部で操作が成功したかわからない",
          "外部の実行結果と台帳を照合したい",
          "429制限でエージェントが再試行する",
          "再試行が集中して負荷が増える",
          "再試行が連鎖して費用が膨らむ",
          "同じMCPツールの再試行が止まらない"
        ]
      },
      "symptoms": {
        "en": "My agent keeps calling the same tool",
        "ja": "同じツール呼び出しを繰り返す"
      },
      "symptom_group": "reliability",
      "first_reads": [
        "sw-pfg",
        "sw-ccr",
        "sw-pic"
      ],
      "required_inputs": {
        "en": "Attempt IDs, lease/dispatch records, retry budget, idempotency contract and external receipts.",
        "ja": "試行ID、リース・送信履歴、再試行予算、冪等性契約、外部受領証。"
      },
      "expected_outputs": {
        "en": "Distinguish replay of evidence from rerunning an action; expose unfinished or uncertain effects.",
        "ja": "証拠の再生と行為の再実行を分け、未完了・不確かな作用を明示する。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "No universal termination proof, retry scheduler or exactly-once side-effect guarantee. Provider backoff and deduplication remain host obligations.",
        "ja": "普遍的な停止証明、再試行スケジューラ、一度限りの作用保証はない。待機制御と重複排除はホストの責任。"
      },
      "stop_or_handoff_conditions": {
        "en": "Stop blind retries after an uncertain effect or exhausted budget; reconcile with the actuator owner.",
        "ja": "作用不明または予算超過なら無条件の再試行を止め、実行先の管理者と照合する。"
      },
      "related_problem_ids": [
        "completion-and-outcome",
        "cost-and-capacity",
        "incident-response"
      ],
      "evidence_refs": [
        "e-collective-capability-runtime-readme-md",
        "e-collective-capability-runtime-docs-verified-growth-md",
        "e-collective-capability-runtime-license",
        "e-collective-capability-runtime-pyproject-toml",
        "e-percolation-inversion-compiler-readme-md",
        "e-percolation-inversion-compiler-docs-resource-matched-measurement-md",
        "e-percolation-inversion-compiler-license",
        "e-percolation-inversion-compiler-pyproject-toml",
        "e-routing-pfg-readme-md",
        "e-routing-pfg-docs-operations-md",
        "e-routing-pfg-license",
        "e-routing-pfg-pyproject-toml",
        "e-routing-pfg-schemas-gate-request-schema-json",
        "e-routing-pfg-tests-test-v1-1-hardening-py"
      ],
      "relevant_resource_ids": [
        "sw-pfg",
        "sw-ccr",
        "sw-pic"
      ]
    },
    {
      "id": "production-reliability",
      "question": {
        "en": "It works in a demo but fails in production",
        "ja": "デモでは動くのに本番で失敗する"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "AI agent works in demo but fails in production",
          "AI agent reliability",
          "AI agent success rate",
          "agent SLO / SLA",
          "error budget",
          "repeated-run consistency",
          "pass^k",
          "flaky AI agent",
          "fault tolerance",
          "graceful degradation",
          "production readiness"
        ],
        "ja": [
          "AIエージェントの信頼性を評価したい",
          "エージェントの成功率をどう測るか",
          "エージェントのSLOやSLAを設定したい",
          "失敗を許容する予算を決めたい",
          "繰り返し実行すると結果が安定しない",
          "連続試行の成功指標pass^kを評価したい",
          "エージェントが時々失敗する",
          "エージェントの障害耐性を確認したい",
          "障害時に機能を段階的に制限したい",
          "エージェントを本番投入してよいか"
        ]
      },
      "symptoms": {
        "en": "It works in a demo but fails in production",
        "ja": "デモでは動くのに本番で失敗する"
      },
      "symptom_group": "reliability",
      "first_reads": [
        "sw-loscr",
        "paper-loscr",
        "sw-vek"
      ],
      "required_inputs": {
        "en": "Repeated-run workload, versioned environment, failures, service windows and matched resource limits.",
        "ja": "反復実行課題、版付き環境、失敗記録、サービス窓、条件を揃えた資源上限。"
      },
      "expected_outputs": {
        "en": "Scope service claims to supported observations, degradation and unresolved capacity.",
        "ja": "サービスの主張を、裏付けのある観測・劣化・未解決容量に限定する。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Release presence, one success or synthetic capacity is not an SLO/SLA guarantee. This route supplies no pass^k estimator or provider 429 handler.",
        "ja": "リリース、1回の成功、合成容量はSLO・SLA保証ではない。pass^k推定器や429対応処理は提供しない。"
      },
      "stop_or_handoff_conditions": {
        "en": "With missing denominators, independence, drift checks or error budgets, withhold readiness and escalate to service owners.",
        "ja": "分母・独立性・変化の検査・エラー予算が不足すれば本番適性を確定せずサービス管理者へ引き継ぐ。"
      },
      "related_problem_ids": [
        "evaluation-integrity",
        "version-and-dependency-drift",
        "verification-backlog"
      ],
      "evidence_refs": [
        "e-paper-loscr",
        "e-verification-ecology-kit-readme-md",
        "e-verification-ecology-kit-docs-capacity-md",
        "e-verification-ecology-kit-license",
        "e-verification-ecology-kit-pyproject-toml",
        "e-loscr-readme-md",
        "e-loscr-docs-theory-map-md",
        "e-loscr-license",
        "e-loscr-pyproject-toml"
      ],
      "relevant_resource_ids": [
        "sw-loscr",
        "paper-loscr",
        "sw-vek"
      ]
    },
    {
      "id": "adaptation",
      "question": {
        "en": "How can local workflow policy change under protected limits?",
        "ja": "保護すべき限界の下で局所方策をどう変更するか？"
      },
      "queries": [
        "change local workflow policy"
      ],
      "symptoms": {
        "en": "A workflow change needs a safe trial and rollback evidence",
        "ja": "作業手順の変更を試し、戻せる根拠を確認したい"
      },
      "first_reads": [
        "sw-oasg",
        "paper-conversion"
      ],
      "required_inputs": {
        "en": "Ledger prefixes, candidate policy, trial workload and rollback evidence.",
        "ja": "台帳接頭辞、方策候補、試行課題、復旧根拠。"
      },
      "expected_outputs": {
        "en": "Shadow/lease trial result and gated promotion or rejection.",
        "ja": "shadow・lease試行結果と条件付き昇格・棄却。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Protected regression, incomplete receipts or host execution authority missing.",
        "ja": "ホスト方針に従う助言経路。保護対象の劣化、受領証不足、実行権限の欠如。"
      },
      "stop_or_handoff_conditions": {
        "en": "Protected regression, incomplete receipts or host execution authority missing.",
        "ja": "保護対象の劣化、受領証不足、実行権限の欠如。"
      },
      "evidence_refs": [
        "e-paper-conversion",
        "e-oasg-readme-md",
        "e-oasg-docs-architecture-md",
        "e-oasg-license",
        "e-oasg-pyproject-toml"
      ],
      "symptom_group": "reliability",
      "query_aliases": {
        "en": [],
        "ja": []
      },
      "related_problem_ids": [
        "production-reliability",
        "version-and-dependency-drift",
        "incident-response"
      ],
      "relevant_resource_ids": [
        "sw-oasg",
        "paper-conversion"
      ]
    },
    {
      "id": "tool-routing",
      "question": {
        "en": "My MCP agent cannot find or choose the right tool",
        "ja": "MCPのツールを正しく選べない"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "AI agent chooses wrong tool",
          "AI agent cannot find a tool",
          "too many MCP tools",
          "MCP tool overload",
          "tool search / tool routing",
          "function calling with many tools",
          "tool selected correctly but wrong arguments",
          "tool metadata ambiguity"
        ],
        "ja": [
          "エージェントが間違ったツールを選ぶ",
          "エージェントが必要なツールを見つけられない",
          "MCPツールが多すぎる",
          "MCPツールの説明で文脈が埋まる",
          "ツールの検索と振り分けを見直したい",
          "多数のツールでfunction callingを使いたい",
          "ツールは合っているが引数が間違う",
          "ツールの説明が曖昧で選べない"
        ]
      },
      "symptoms": {
        "en": "My MCP agent cannot find or choose the right tool",
        "ja": "MCPのツールを正しく選べない"
      },
      "symptom_group": "tools",
      "first_reads": [
        "sw-pic",
        "sw-pfg"
      ],
      "required_inputs": {
        "en": "Task, candidate tool descriptions, input schemas, effects, evidence and required authority.",
        "ja": "課題、候補ツールの説明、入力スキーマ、作用、根拠、必要権限。"
      },
      "expected_outputs": {
        "en": "A bounded inspection of input obligations and authorization before a host selects a tool.",
        "ja": "ホストがツールを選ぶ前に、入力義務と権限を限定的に確認する。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Diagnostic entry only: no MCP search engine, tool-ranking algorithm or large-tool-set performance evidence. Discoverability does not imply permission.",
        "ja": "診断の入口のみ。MCP検索エンジン、順位付け手法、多数ツールでの性能根拠はない。発見できることは使用許可ではない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Ambiguous descriptions or arguments require clarification and host-side schema checks; never infer permission from a match.",
        "ja": "説明や引数が曖昧なら確認とホスト側スキーマ検査を行い、一致から権限を推測しない。"
      },
      "related_problem_ids": [
        "authority",
        "version-and-dependency-drift",
        "interchange"
      ],
      "evidence_refs": [
        "e-percolation-inversion-compiler-readme-md",
        "e-percolation-inversion-compiler-docs-resource-matched-measurement-md",
        "e-percolation-inversion-compiler-license",
        "e-percolation-inversion-compiler-pyproject-toml",
        "e-routing-pfg-readme-md",
        "e-routing-pfg-docs-operations-md",
        "e-routing-pfg-license",
        "e-routing-pfg-pyproject-toml",
        "e-routing-pfg-schemas-gate-request-schema-json",
        "e-routing-pfg-tests-test-v1-1-hardening-py"
      ],
      "relevant_resource_ids": [
        "sw-pic",
        "sw-pfg"
      ]
    },
    {
      "id": "version-and-dependency-drift",
      "question": {
        "en": "My agent broke after an API update",
        "ja": "API更新後にエージェントが壊れた"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "tool schema changed",
          "function-calling schema changed",
          "MCP tool stopped working after update",
          "API update broke agent",
          "stale tool definition",
          "JSON Schema compatibility",
          "backward compatibility",
          "semantic drift",
          "stored workflow still uses old API",
          "revalidation after dependency/tool version change",
          "dependency update broke agent",
          "transitive dependency drift",
          "agent broke after model update"
        ],
        "ja": [
          "ツールのスキーマが変更された",
          "関数呼出しのスキーマ変更で壊れた",
          "更新後にMCPツールが動かなくなった",
          "古いツール定義を使っている",
          "JSON Schemaの互換性を再確認したい",
          "後方互換性の根拠を確認したい",
          "同じ形式でも意味が変わった",
          "保存した手続きが古いAPIを使う",
          "依存やツールの更新後に再検証したい",
          "依存関係の更新でエージェントが壊れた",
          "間接依存の変更で挙動が変わった",
          "モデル更新後にエージェントが壊れた"
        ]
      },
      "symptoms": {
        "en": "My agent broke after an API update",
        "ja": "API更新後にエージェントが壊れた"
      },
      "symptom_group": "tools",
      "first_reads": [
        "sw-oawm",
        "sw-fost",
        "sw-loscr"
      ],
      "required_inputs": {
        "en": "Old/new versions, schemas, dependency digests, stored workflow contracts and replay evidence.",
        "ja": "変更前後の版、スキーマ、依存ダイジェスト、保存手続き契約、再生根拠。"
      },
      "expected_outputs": {
        "en": "Invalidate affected assumptions and require renewed checks for the changed environment.",
        "ja": "影響する仮定を失効させ、変わった環境での再検査を要求する。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "A JSON shape match or structural migration does not prove semantic/backward compatibility. No universal dependency vulnerability scanner.",
        "ja": "JSONの形状適合や構造移行は意味・後方互換性の証明ではない。汎用の依存脆弱性検査器ではない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Quarantine stale workflows when version bindings or required revalidation are missing.",
        "ja": "版の結び付けや必要な再検証がなければ古い手続きを隔離する。"
      },
      "related_problem_ids": [
        "memory",
        "tool-routing",
        "production-reliability"
      ],
      "evidence_refs": [
        "e-observable-agent-workflow-memory-readme-md",
        "e-observable-agent-workflow-memory-docs-theory-mapping-md",
        "e-observable-agent-workflow-memory-license",
        "e-observable-agent-workflow-memory-pyproject-toml",
        "e-loscr-readme-md",
        "e-loscr-docs-theory-map-md",
        "e-loscr-license",
        "e-loscr-pyproject-toml",
        "e-routing-fost-readme-md",
        "e-routing-fost-docs-json-contract-md",
        "e-routing-fost-license",
        "e-routing-fost-pyproject-toml",
        "e-routing-fost-docs-limitations-md",
        "e-routing-fost-tests-test-v20-strict-finality-py"
      ],
      "relevant_resource_ids": [
        "sw-oawm",
        "sw-fost",
        "sw-loscr",
        "paper-cgt"
      ]
    },
    {
      "id": "interchange",
      "question": {
        "en": "Which integration has actually been checked at these versions?",
        "ja": "このバージョンの連携で何が実際に検査されたか？"
      },
      "queries": [
        "integrate ALT with CCR automatically"
      ],
      "symptoms": {
        "en": "Can these exact tool versions work together?",
        "ja": "この組合せのツールは実際に連携できるか"
      },
      "first_reads": [
        "sw-alt",
        "sw-ccr",
        "sw-vek"
      ],
      "required_inputs": {
        "en": "Exact producer/consumer versions, fixture schema hashes, scope and host admission rules.",
        "ja": "生成元・受け手の厳密な版、スキーマハッシュ、範囲、ホスト受入規則。"
      },
      "expected_outputs": {
        "en": "Version-scoped mappings plus explicit missing custom sidecar admission.",
        "ja": "版に限定した写像と、未実装の補助記録受入処理。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. No custom host admission; newer versions; unsupported lifecycle or transitive compatibility inference.",
        "ja": "ホスト方針に従う助言経路。ホスト受入未実装、新しい版、未対応ライフサイクル、推移的互換性の推測。"
      },
      "stop_or_handoff_conditions": {
        "en": "No custom host admission; newer versions; unsupported lifecycle or transitive compatibility inference.",
        "ja": "ホスト受入未実装、新しい版、未対応ライフサイクル、推移的互換性の推測。"
      },
      "evidence_refs": [
        "e-collective-capability-runtime-readme-md",
        "e-collective-capability-runtime-docs-verified-growth-md",
        "e-collective-capability-runtime-license",
        "e-collective-capability-runtime-pyproject-toml",
        "e-verification-ecology-kit-readme-md",
        "e-verification-ecology-kit-docs-capacity-md",
        "e-verification-ecology-kit-license",
        "e-verification-ecology-kit-pyproject-toml",
        "e-alt-foundry-kernel-readme-md",
        "e-alt-foundry-kernel-docs-collective-reuse-md",
        "e-alt-foundry-kernel-license",
        "e-alt-foundry-kernel-pyproject-toml"
      ],
      "symptom_group": "tools",
      "query_aliases": {
        "en": [],
        "ja": []
      },
      "related_problem_ids": [
        "version-and-dependency-drift",
        "tool-routing",
        "authority"
      ],
      "relevant_resource_ids": [
        "sw-alt",
        "sw-ccr",
        "sw-vek",
        "sw-cait"
      ]
    },
    {
      "id": "distribution-shift",
      "question": {
        "en": "A skill that worked before fails on a new task",
        "ja": "以前使えたスキルが別の課題では失敗する"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "skill worked before but fails on new task",
          "negative transfer",
          "distribution shift",
          "reuse vs solve from scratch",
          "receiver mismatch",
          "workflow valid for one context but not another",
          "external validity"
        ],
        "ja": [
          "以前使えたスキルが新しい課題では失敗する",
          "再利用した知識が逆効果になる",
          "課題の分布が変わった",
          "再利用と一から解く方法を比較したい",
          "スキルと受け手の条件が合わない",
          "ある文脈で有効な手続きが別の文脈では使えない",
          "検証結果を別の環境へ適用してよいか"
        ]
      },
      "symptoms": {
        "en": "A skill that worked before fails on a new task",
        "ja": "以前使えたスキルが別の課題では失敗する"
      },
      "symptom_group": "tools",
      "first_reads": [
        "sw-alt",
        "paper-alt",
        "sw-oawm"
      ],
      "required_inputs": {
        "en": "Named receiver/task/context, dependency versions, transfer checks and matched scratch baseline.",
        "ja": "受け手・課題・文脈、依存版、移転検査、条件を揃えた都度解法。"
      },
      "expected_outputs": {
        "en": "Receiver-qualified reuse with rejected/unknown transfers and maintenance costs retained.",
        "ja": "拒否・未知の移転と保守費用を残した、受け手限定の再利用。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "No general distribution-shift detector or external-validity guarantee; previous verification is not transport evidence.",
        "ja": "汎用の分布変化検出や外的妥当性保証ではない。以前の検証は転用の根拠ではない。"
      },
      "stop_or_handoff_conditions": {
        "en": "On receiver mismatch, requalify or solve from scratch; do not treat copied artifacts as new capability.",
        "ja": "受け手が合わなければ再適格化または都度解法へ戻り、コピーを新しい能力と扱わない。"
      },
      "related_problem_ids": [
        "reuse",
        "memory",
        "version-and-dependency-drift"
      ],
      "evidence_refs": [
        "e-paper-alt",
        "e-alt-foundry-kernel-readme-md",
        "e-alt-foundry-kernel-docs-collective-reuse-md",
        "e-alt-foundry-kernel-license",
        "e-alt-foundry-kernel-pyproject-toml",
        "e-observable-agent-workflow-memory-readme-md",
        "e-observable-agent-workflow-memory-docs-theory-mapping-md",
        "e-observable-agent-workflow-memory-license",
        "e-observable-agent-workflow-memory-pyproject-toml"
      ],
      "relevant_resource_ids": [
        "sw-alt",
        "paper-alt",
        "sw-oawm"
      ]
    },
    {
      "id": "reuse",
      "question": {
        "en": "When does reuse beat solving a task again?",
        "ja": "再利用はいつ都度の解法より有利か？"
      },
      "queries": [
        "reuse versus solving from scratch"
      ],
      "symptoms": {
        "en": "Should I reuse a skill or solve from scratch?",
        "ja": "スキルを再利用するか一から解くか迷う"
      },
      "first_reads": [
        "paper-alt",
        "sw-alt",
        "paper-pcs"
      ],
      "required_inputs": {
        "en": "Named receiver/task, matched scratch baseline and all formation/transfer/check/maintenance costs.",
        "ja": "受け手・課題、条件を揃えた都度解法、全形成・移転・検査・保守費用。"
      },
      "expected_outputs": {
        "en": "Qualified receiver options, exact typed costs and bounded comparison.",
        "ja": "適格な受け手選択肢、厳密な型付き費用、有限比較。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Receiver mismatch, missing cost, expiry or unsupported lifecycle mapping.",
        "ja": "ホスト方針に従う助言経路。受け手の不一致、費用欠落、期限切れ、未対応のライフサイクル写像。"
      },
      "stop_or_handoff_conditions": {
        "en": "Receiver mismatch, missing cost, expiry or unsupported lifecycle mapping.",
        "ja": "受け手の不一致、費用欠落、期限切れ、未対応のライフサイクル写像。"
      },
      "evidence_refs": [
        "e-paper-alt",
        "e-paper-pcs",
        "e-alt-foundry-kernel-readme-md",
        "e-alt-foundry-kernel-docs-collective-reuse-md",
        "e-alt-foundry-kernel-license",
        "e-alt-foundry-kernel-pyproject-toml"
      ],
      "symptom_group": "tools",
      "query_aliases": {
        "en": [
          "qualified reuse",
          "verified != reusable"
        ],
        "ja": [
          "条件を満たした再利用か確認したい",
          "検証済みでも再利用できるとは限らない"
        ]
      },
      "related_problem_ids": [
        "distribution-shift",
        "accounting",
        "memory"
      ],
      "relevant_resource_ids": [
        "paper-alt",
        "sw-alt",
        "paper-pcs"
      ]
    },
    {
      "id": "memory-governance",
      "question": {
        "en": "A deleted memory keeps coming back",
        "ja": "削除した記憶をまた使ってしまう"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "stale agent memory",
          "deleted memory still used",
          "agent remembers deleted data",
          "how to make an AI agent forget",
          "memory deletion",
          "tombstone",
          "memory correction",
          "superseded memory",
          "memory expiry",
          "derived summary still contains deleted information",
          "cache resurrects deleted information",
          "RAG deletion vs model unlearning"
        ],
        "ja": [
          "エージェントが古い記憶を使い続ける",
          "エージェントが消したデータを思い出す",
          "AIエージェントに情報を忘れさせたい",
          "エージェントの記憶を削除したい",
          "記憶の廃止印を検索に反映したい",
          "記憶の誤りを修正したい",
          "置き換え済みの記憶が使われる",
          "記憶の有効期限を管理したい",
          "派生した要約に削除済み情報が残っている",
          "キャッシュから消した情報が復活する",
          "RAGからの削除とモデルの学習解除の違い"
        ]
      },
      "symptoms": {
        "en": "A deleted memory keeps coming back",
        "ja": "削除した記憶をまた使ってしまう"
      },
      "symptom_group": "memory-context",
      "first_reads": [
        "sw-cmgl",
        "sw-memoryflow",
        "sw-oawm"
      ],
      "required_inputs": {
        "en": "Memory/update IDs, source lineage, tombstones, expiry, authority and read/use telemetry.",
        "ja": "記憶・更新ID、元情報の系譜、廃止履歴、期限、権限、読出し・使用記録。"
      },
      "expected_outputs": {
        "en": "Admit current supported memory; block invalidated versions and audit stale/deleted use.",
        "ja": "現行の裏付けられた記憶を受け入れ、失効版を遮断して古い・削除済み記憶の使用を監査する。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "A retrieval tombstone is not physical erasure or model unlearning. Derived summaries/caches need lineage and their own invalidation; silent store changes are invisible.",
        "ja": "検索用の廃止印は物理消去やモデル学習解除ではない。派生要約・キャッシュには系譜と個別の失効処理が必要で、未記録のストア変更は見えない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Missing version bindings or deletion lineage requires blocking reuse and backend reconciliation.",
        "ja": "版の結び付けや削除系譜が欠ければ再利用を止め、バックエンドと照合する。"
      },
      "related_problem_ids": [
        "memory",
        "context-management",
        "version-and-dependency-drift"
      ],
      "evidence_refs": [
        "e-observable-agent-workflow-memory-readme-md",
        "e-observable-agent-workflow-memory-docs-theory-mapping-md",
        "e-observable-agent-workflow-memory-license",
        "e-observable-agent-workflow-memory-pyproject-toml",
        "e-routing-cmgl-readme-md",
        "e-routing-cmgl-docs-proof-obligations-md",
        "e-routing-cmgl-license",
        "e-routing-cmgl-pyproject-toml",
        "e-routing-cmgl-docs-current-view-md",
        "e-routing-cmgl-tests-test-compression-py",
        "e-routing-memoryflow-readme-md",
        "e-routing-memoryflow-docs-conformance-profiles-md",
        "e-routing-memoryflow-license",
        "e-routing-memoryflow-pyproject-toml",
        "e-routing-memoryflow-docs-event-schema-md",
        "e-routing-memoryflow-tests-unit-test-verifier-profiles-py"
      ],
      "relevant_resource_ids": [
        "sw-cmgl",
        "sw-memoryflow",
        "sw-oawm"
      ]
    },
    {
      "id": "context-management",
      "question": {
        "en": "Long conversations and tool output overwhelm my agent",
        "ja": "会話やツール出力が長くなり判断が悪化する"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "long conversation makes agent worse",
          "context window overload",
          "tool output overload",
          "context compression",
          "summarization loses evidence",
          "agent forgets earlier instruction",
          "context grows too large",
          "evidence-preserving compression"
        ],
        "ja": [
          "会話が長くなるとエージェントの判断が悪化する",
          "コンテキスト窓がいっぱいになる",
          "ツール出力が多すぎる",
          "根拠を残して文脈を圧縮したい",
          "要約すると根拠が失われる",
          "前に伝えた指示をエージェントが忘れる",
          "文脈が大きくなりすぎる",
          "証拠を保持したまま圧縮したい"
        ]
      },
      "symptoms": {
        "en": "Long conversations and tool output overwhelm my agent",
        "ja": "会話やツール出力が長くなり判断が悪化する"
      },
      "symptom_group": "memory-context",
      "first_reads": [
        "sw-cmgl",
        "paper-split-inference",
        "paper-sqot"
      ],
      "required_inputs": {
        "en": "Source evidence, context limits, compression lineage, recoverability checks and attention budget.",
        "ja": "元根拠、文脈上限、圧縮系譜、復元可能性の検査、注意予算。"
      },
      "expected_outputs": {
        "en": "Keep source links and unresolved obligations when forming smaller context or summaries.",
        "ja": "文脈や要約を縮める際にも元情報への参照と未解決義務を残す。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "No general context compressor or guarantee of instruction retention. A summary is not certified fact; a model context advantage is not observed performance.",
        "ja": "汎用文脈圧縮器や指示保持の保証ではない。要約は認証済み事実でなく、モデル上の文脈優位は観測性能ではない。"
      },
      "stop_or_handoff_conditions": {
        "en": "If evidence or instruction provenance is lost, retrieve the original and recheck instead of promoting the summary.",
        "ja": "根拠や指示の来歴を失ったら、要約を昇格させず原文を取得して再確認する。"
      },
      "related_problem_ids": [
        "memory-governance",
        "cost-and-capacity",
        "coordinate"
      ],
      "evidence_refs": [
        "e-paper-sqot",
        "e-paper-split-inference",
        "e-routing-cmgl-readme-md",
        "e-routing-cmgl-docs-proof-obligations-md",
        "e-routing-cmgl-license",
        "e-routing-cmgl-pyproject-toml",
        "e-routing-cmgl-docs-current-view-md",
        "e-routing-cmgl-tests-test-compression-py"
      ],
      "relevant_resource_ids": [
        "sw-cmgl",
        "paper-split-inference",
        "paper-sqot"
      ]
    },
    {
      "id": "memory",
      "question": {
        "en": "How can a procedure remain reusable after failure or withdrawal?",
        "ja": "失敗や撤回後も手続きをどう管理するか？"
      },
      "queries": [
        "remember a verified procedure"
      ],
      "symptoms": {
        "en": "A stored workflow may no longer be valid",
        "ja": "保存した手続きを今も使ってよいかわからない"
      },
      "first_reads": [
        "sw-oawm",
        "paper-workflow-library",
        "paper-continuity"
      ],
      "required_inputs": {
        "en": "Observable events, checker receipts, workflow contract and explicit promotion.",
        "ja": "観測事象、検査受領証、手続き契約、明示的昇格。"
      },
      "expected_outputs": {
        "en": "Version-bound admissibility with contradictions and tombstones retained.",
        "ja": "矛盾と廃止履歴を保持したバージョン付き許容性。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Missing promotion receipt; a factual truth or automatic ALT promotion request.",
        "ja": "ホスト方針に従う助言経路。昇格受領証の欠落、事実の真実性またはALT自動昇格の要求。"
      },
      "stop_or_handoff_conditions": {
        "en": "Missing promotion receipt; a factual truth or automatic ALT promotion request.",
        "ja": "昇格受領証の欠落、事実の真実性またはALT自動昇格の要求。"
      },
      "evidence_refs": [
        "e-paper-continuity",
        "e-paper-workflow-library",
        "e-observable-agent-workflow-memory-readme-md",
        "e-observable-agent-workflow-memory-docs-theory-mapping-md",
        "e-observable-agent-workflow-memory-license",
        "e-observable-agent-workflow-memory-pyproject-toml"
      ],
      "symptom_group": "memory-context",
      "query_aliases": {
        "en": [
          "dependency withdrawal invalidates workflow memory",
          "procedural memory revalidation"
        ],
        "ja": [
          "依存の撤回で保存手続きが無効になった",
          "手続き記憶を再検証したい"
        ]
      },
      "related_problem_ids": [
        "memory-governance",
        "version-and-dependency-drift",
        "distribution-shift"
      ],
      "relevant_resource_ids": [
        "sw-oawm",
        "paper-workflow-library",
        "paper-continuity"
      ]
    },
    {
      "id": "authority",
      "question": {
        "en": "My agent is acting with the wrong permissions",
        "ja": "エージェントが強すぎる権限で動いている"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "tool discoverability vs permission",
          "AI agent acting with wrong permissions",
          "agent acting as admin",
          "service account too privileged",
          "agent acting on behalf of user",
          "delegated authorization",
          "confused deputy",
          "subagent credential inheritance",
          "capable vs authorized",
          "approval vs authority",
          "tool discovered vs tool permitted"
        ],
        "ja": [
          "ツールの発見と使用許可を区別したい",
          "エージェントが誤った権限で動く",
          "エージェントが管理者として動いている",
          "サービスアカウントの権限が強すぎる",
          "エージェントが利用者を代理して操作する",
          "委任された権限の範囲を確認したい",
          "代理実行で権限が混同される",
          "子エージェントに資格情報を継承してよいか",
          "実行できることと許可されることは違う",
          "承認と権限の違いを確認したい",
          "見つけたツールを使ってよいとは限らない"
        ]
      },
      "symptoms": {
        "en": "My agent is acting with the wrong permissions",
        "ja": "エージェントが強すぎる権限で動いている"
      },
      "symptom_group": "security",
      "first_reads": [
        "sw-pfg",
        "sw-pic",
        "sw-ccr"
      ],
      "required_inputs": {
        "en": "Actor, delegated scope, issuer, expiry, action target and protected-operation manifest.",
        "ja": "実行主体、委任範囲、発行者、期限、行為対象、保護操作の目録。"
      },
      "expected_outputs": {
        "en": "Separate capability, approval, authority and action evidence under an explicit host policy.",
        "ja": "ホスト方針の下で能力・承認・権限・行為根拠を分ける。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "No OAuth provider, token exchange protocol or automatic credential inheritance. A local accepted gate cannot grant external or legal authority.",
        "ja": "OAuth提供者、トークン交換、資格情報の自動継承は実装しない。局所ゲートの受理は外部権限・法的権限の付与ではない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Deny or hand off if actor, scope, expiry or delegation cannot be established; discovery is not permission.",
        "ja": "主体・範囲・期限・委任を確認できなければ拒否または引継ぎ。探索は許可ではない。"
      },
      "related_problem_ids": [
        "tool-routing",
        "security-boundary",
        "incident-response"
      ],
      "evidence_refs": [
        "e-collective-capability-runtime-readme-md",
        "e-collective-capability-runtime-docs-verified-growth-md",
        "e-collective-capability-runtime-license",
        "e-collective-capability-runtime-pyproject-toml",
        "e-percolation-inversion-compiler-readme-md",
        "e-percolation-inversion-compiler-docs-resource-matched-measurement-md",
        "e-percolation-inversion-compiler-license",
        "e-percolation-inversion-compiler-pyproject-toml",
        "e-routing-pfg-readme-md",
        "e-routing-pfg-docs-operations-md",
        "e-routing-pfg-license",
        "e-routing-pfg-pyproject-toml",
        "e-routing-pfg-schemas-gate-request-schema-json",
        "e-routing-pfg-tests-test-v1-1-hardening-py"
      ],
      "relevant_resource_ids": [
        "sw-pfg",
        "sw-pic",
        "sw-ccr"
      ]
    },
    {
      "id": "security-boundary",
      "question": {
        "en": "Untrusted tool or RAG content is changing my agent’s behavior",
        "ja": "ツールやRAGの内容に誘導されてエージェントが誤動作する"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "prompt injection through tools / RAG / MCP",
          "malicious MCP server",
          "MCP supply-chain attack",
          "tool poisoning",
          "dependency provenance"
        ],
        "ja": [
          "ツールやRAGやMCP経由のプロンプト注入",
          "悪意あるMCPサーバからの入力を隔離したい",
          "MCPの供給網攻撃の信頼境界を確認したい",
          "ツールの説明に不正な指示が混入した",
          "依存パッケージの来歴と信頼範囲を確認したい"
        ]
      },
      "symptoms": {
        "en": "Untrusted tool or RAG content is changing my agent’s behavior",
        "ja": "ツールやRAGの内容に誘導されてエージェントが誤動作する"
      },
      "symptom_group": "security",
      "first_reads": [
        "sw-pic",
        "sw-atrb",
        "sw-cmgl"
      ],
      "required_inputs": {
        "en": "Untrusted inputs, origin and dependency records, authority boundary and evaluator trust assumptions.",
        "ja": "未信頼入力、起源・依存記録、権限境界、評価器の信頼前提。"
      },
      "expected_outputs": {
        "en": "Keep candidate content separate from authority and record residual contamination/evaluator risks.",
        "ja": "候補内容と権限を分離し、汚染・評価器に残るリスクを記録する。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "No prompt-injection immunity, malware scanner, MCP server attestation or supply-chain certification. Synthetic fixtures are not adversarial deployment validation.",
        "ja": "注入攻撃への免疫、マルウェア検査、MCPサーバ認証、供給網認証は提供しない。合成事例は敵対的本番環境の検証ではない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Quarantine affected evidence or memory and hand off to host security owners if the trusted base is compromised.",
        "ja": "信頼基盤が侵害された場合は関連根拠・記憶を隔離し、ホストのセキュリティ管理者へ引き継ぐ。"
      },
      "related_problem_ids": [
        "authority",
        "incident-response",
        "evaluation-integrity"
      ],
      "evidence_refs": [
        "e-percolation-inversion-compiler-readme-md",
        "e-percolation-inversion-compiler-docs-resource-matched-measurement-md",
        "e-percolation-inversion-compiler-license",
        "e-percolation-inversion-compiler-pyproject-toml",
        "e-routing-cmgl-readme-md",
        "e-routing-cmgl-docs-proof-obligations-md",
        "e-routing-cmgl-license",
        "e-routing-cmgl-pyproject-toml",
        "e-routing-cmgl-docs-current-view-md",
        "e-routing-cmgl-tests-test-compression-py",
        "e-routing-atrb-readme-md",
        "e-routing-atrb-docs-v02-experiment-md",
        "e-routing-atrb-license",
        "e-routing-atrb-pyproject-toml",
        "e-routing-atrb-docs-v02-results-md",
        "e-routing-atrb-tests-test-v02-positive-controls-py"
      ],
      "relevant_resource_ids": [
        "sw-pic",
        "sw-atrb",
        "sw-cmgl"
      ]
    },
    {
      "id": "cost-and-capacity",
      "question": {
        "en": "Why is my AI agent so expensive?",
        "ja": "エージェントのトークン消費やAPI費用が大きすぎる"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "AI agent too expensive",
          "token usage too high",
          "agent burns tokens",
          "multi-agent cost explosion",
          "verification cost",
          "LLM agent budget",
          "cost attribution by task/agent/tool",
          "cheaper model but higher total workflow cost",
          "tokens vs money vs human review time",
          "why is my agent using so many tokens?"
        ],
        "ja": [
          "AIエージェントの費用が高すぎる",
          "トークン使用量が多すぎる",
          "エージェントがトークンを浪費する",
          "複数エージェントで費用が急増する",
          "検証にかかる費用を測りたい",
          "LLMエージェントの予算を管理したい",
          "課題やエージェントやツール別に費用を把握したい",
          "安いモデルにしたのに作業全体の費用が増えた",
          "トークンと金額と人間のレビュー時間を分けたい",
          "なぜエージェントはこんなにトークンを使うのか"
        ]
      },
      "symptoms": {
        "en": "Why is my AI agent so expensive?",
        "ja": "エージェントのトークン消費やAPI費用が大きすぎる"
      },
      "symptom_group": "cost",
      "first_reads": [
        "sw-cait",
        "sw-vek",
        "paper-bit"
      ],
      "required_inputs": {
        "en": "Per-task/agent/tool event costs, retries, tokens, money, review time and shared capacity in declared units.",
        "ja": "課題・エージェント・ツール別の事象費用、再試行、トークン、金額、レビュー時間、単位付き共有容量。"
      },
      "expected_outputs": {
        "en": "Separate typed costs and resource bottlenecks before comparing a cheaper model or more agents.",
        "ja": "安いモデルや追加エージェントを比較する前に、型付き費用と資源の律速を分ける。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "No automatic billing integration, token-to-money conversion or guaranteed savings. Missing telemetry remains unknown; model capacity is not measured service.",
        "ja": "課金連携、トークンから金額への自動換算、節約保証はない。欠測は未知のままで、モデル容量は測定サービスではない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Stop or reallocate when budgets or verification capacity are exhausted; do not collapse incompatible units.",
        "ja": "予算や検証容量を使い切ったら停止・再配分し、異なる単位を混ぜない。"
      },
      "related_problem_ids": [
        "retry-recovery",
        "verification-backlog",
        "context-management"
      ],
      "evidence_refs": [
        "e-paper-bit",
        "e-verification-ecology-kit-readme-md",
        "e-verification-ecology-kit-docs-capacity-md",
        "e-verification-ecology-kit-license",
        "e-verification-ecology-kit-pyproject-toml",
        "e-cait-certificate-schema-readme-md",
        "e-cait-certificate-schema-docs-accounting-md",
        "e-cait-certificate-schema-license",
        "e-cait-certificate-schema-pyproject-toml"
      ],
      "relevant_resource_ids": [
        "sw-cait",
        "sw-vek",
        "paper-bit"
      ]
    },
    {
      "id": "verification-backlog",
      "question": {
        "en": "What should change when verification becomes the bottleneck?",
        "ja": "検証が律速となるとき何を変更すべきか？"
      },
      "queries": [
        "verification backlog"
      ],
      "symptoms": {
        "en": "Verification is backing up faster than it can finish",
        "ja": "検証待ちが増えて処理が追いつかない"
      },
      "first_reads": [
        "paper-vet",
        "sw-vek",
        "paper-sqot"
      ],
      "required_inputs": {
        "en": "Checks, integer slots, registered service eligibility and typed budgets.",
        "ja": "検査、整数スロット、登録サービス適格性、型付き予算。"
      },
      "expected_outputs": {
        "en": "Finite schedule, backlog, repair and unfinished-work report.",
        "ja": "有限日程、滞留、修復、未完了作業の報告。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Observed service requested from synthetic local profile, unsupported preemption, or finite bounds exceeded.",
        "ja": "ホスト方針に従う助言経路。合成局所プロファイルに観測サービスを要求、未対応の中断、有限上限の超過。"
      },
      "stop_or_handoff_conditions": {
        "en": "Observed service requested from synthetic local profile, unsupported preemption, or finite bounds exceeded.",
        "ja": "合成局所プロファイルに観測サービスを要求、未対応の中断、有限上限の超過。"
      },
      "evidence_refs": [
        "e-paper-vet",
        "e-paper-sqot",
        "e-verification-ecology-kit-readme-md",
        "e-verification-ecology-kit-docs-capacity-md",
        "e-verification-ecology-kit-license",
        "e-verification-ecology-kit-pyproject-toml"
      ],
      "symptom_group": "cost",
      "query_aliases": {
        "en": [
          "queue backlog",
          "verification bottleneck"
        ],
        "ja": [
          "検証キューがたまっている",
          "検証がボトルネックになっている"
        ]
      },
      "related_problem_ids": [
        "cost-and-capacity",
        "human-oversight",
        "production-reliability"
      ],
      "relevant_resource_ids": [
        "paper-vet",
        "sw-vek",
        "paper-sqot",
        "paper-verification-limited"
      ]
    },
    {
      "id": "human-oversight",
      "question": {
        "en": "Too many approval requests are blocking useful work",
        "ja": "承認依頼が多すぎて作業が進まない"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "too many approval requests",
          "human-in-the-loop bottleneck",
          "approval fatigue",
          "automation bias",
          "when should agent escalate",
          "selective human review",
          "human review capacity",
          "approval is not verification"
        ],
        "ja": [
          "承認依頼が多すぎる",
          "人間の確認待ちがボトルネックになる",
          "承認疲れで確認が雑になる",
          "自動化された判断を信じすぎてしまう",
          "どの時点で人間へ引き継ぐべきか",
          "必要な案件だけ人間がレビューしたい",
          "人間のレビュー容量を見積もりたい",
          "承認したことと検証したことを区別したい"
        ]
      },
      "symptoms": {
        "en": "Too many approval requests are blocking useful work",
        "ja": "承認依頼が多すぎて作業が進まない"
      },
      "symptom_group": "cost",
      "first_reads": [
        "sw-oversight",
        "paper-sqot",
        "sw-vek"
      ],
      "required_inputs": {
        "en": "Review capacity, interrupt costs, risk scope, escalation rules and detection evidence.",
        "ja": "レビュー容量、割込み費用、リスク範囲、引継ぎ規則、検出根拠。"
      },
      "expected_outputs": {
        "en": "Compare workflow-level review load with explicit claim margins and remaining obligations.",
        "ja": "作業全体のレビュー負荷を、主張の余裕と残る義務を明示して比較する。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Scripted costly review is not a human-subject study of fatigue or automation bias. Approval does not verify truth; no universal escalation threshold.",
        "ja": "高費用レビューのスクリプトは疲労・自動化バイアスの人間実験ではない。承認は真偽検証でなく、普遍的な引継ぎ閾値もない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Escalate unresolved high-impact obligations; if reviewers are unavailable, retain uncertainty rather than invent approval.",
        "ja": "影響の大きい未解決義務を引き継ぎ、担当者不在なら承認を捏造せず不確実性を保つ。"
      },
      "related_problem_ids": [
        "authority",
        "verification-backlog",
        "cost-and-capacity"
      ],
      "evidence_refs": [
        "e-paper-sqot",
        "e-verification-ecology-kit-readme-md",
        "e-verification-ecology-kit-docs-capacity-md",
        "e-verification-ecology-kit-license",
        "e-verification-ecology-kit-pyproject-toml",
        "e-routing-oversight-readme-md",
        "e-routing-oversight-experiment-manifest-yaml",
        "e-routing-oversight-licence",
        "e-routing-oversight-report-workflow-oversight-report-md",
        "e-routing-oversight-src-oversight-poc-channels-py"
      ],
      "relevant_resource_ids": [
        "sw-oversight",
        "paper-sqot",
        "sw-vek"
      ]
    },
    {
      "id": "information",
      "question": {
        "en": "Which observations could change the next investment decision?",
        "ja": "どの観測が次の投資判断を変えるか？"
      },
      "queries": [
        "choose information gathering before capability investment"
      ],
      "symptoms": {
        "en": "Which check is worth doing before investing more?",
        "ja": "追加投入する前にどの観測を行うべきか"
      },
      "first_reads": [
        "paper-growth",
        "sw-cpcf",
        "paper-consequence"
      ],
      "required_inputs": {
        "en": "Finite coupled models, observation kernels, costs and funded continuation.",
        "ja": "有限の結合モデル、観測核、費用、継続資源。"
      },
      "expected_outputs": {
        "en": "Observation-based policy and conditional information-use comparison.",
        "ja": "観測に基づく方策と条件付き情報利用比較。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Impossible observation, exhausted search budget or real-world acceleration claim.",
        "ja": "ホスト方針に従う助言経路。不可能な観測、探索予算超過、実世界の加速主張。"
      },
      "stop_or_handoff_conditions": {
        "en": "Impossible observation, exhausted search budget or real-world acceleration claim.",
        "ja": "不可能な観測、探索予算超過、実世界の加速主張。"
      },
      "evidence_refs": [
        "e-paper-growth",
        "e-paper-consequence",
        "e-collective-phase-control-fabric-readme-md",
        "e-collective-phase-control-fabric-docs-epistemic-growth-control-md",
        "e-collective-phase-control-fabric-license",
        "e-collective-phase-control-fabric-pyproject-toml"
      ],
      "symptom_group": "cost",
      "query_aliases": {
        "en": [],
        "ja": []
      },
      "related_problem_ids": [
        "cost-and-capacity",
        "verification-backlog",
        "verification-funding"
      ],
      "relevant_resource_ids": [
        "paper-growth",
        "sw-cpcf",
        "paper-consequence"
      ]
    },
    {
      "id": "verification-funding",
      "question": {
        "en": "Who funds verification and carries residual risk?",
        "ja": "検証費用と残余リスクを誰が負担するか？"
      },
      "queries": [
        "identify who pays for verification"
      ],
      "symptoms": {
        "en": "Who pays for verification and unresolved risk?",
        "ja": "検証費用と残るリスクを誰が負担するか"
      },
      "first_reads": [
        "paper-conversion",
        "paper-bit",
        "sw-vek"
      ],
      "required_inputs": {
        "en": "Declared payer, authority, resource ownership and accountability arrangement.",
        "ja": "費用負担者、権限、資源所有、責任分担の宣言。"
      },
      "expected_outputs": {
        "en": "Contextual funding questions and typed costs, not a generated market.",
        "ja": "制度的な費用負担の論点と型付き費用。市場を生成するものではない。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Missing institutional agreement; a package cannot assign legal authority or liability.",
        "ja": "ホスト方針に従う助言経路。制度的合意の欠如。パッケージは法的権限や責任を割り当てられない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Missing institutional agreement; a package cannot assign legal authority or liability.",
        "ja": "制度的合意の欠如。パッケージは法的権限や責任を割り当てられない。"
      },
      "evidence_refs": [
        "e-paper-bit",
        "e-paper-conversion",
        "e-verification-ecology-kit-readme-md",
        "e-verification-ecology-kit-docs-capacity-md",
        "e-verification-ecology-kit-license",
        "e-verification-ecology-kit-pyproject-toml"
      ],
      "symptom_group": "cost",
      "query_aliases": {
        "en": [],
        "ja": []
      },
      "related_problem_ids": [
        "human-oversight",
        "cost-and-capacity",
        "authority"
      ],
      "relevant_resource_ids": [
        "paper-conversion",
        "paper-bit",
        "sw-vek"
      ]
    },
    {
      "id": "evaluation-integrity",
      "question": {
        "en": "Benchmark scores improved but production got worse",
        "ja": "ベンチマークは改善したのに本番性能が悪化した"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "compromised evaluator / trusted base",
          "benchmark improved but production got worse",
          "Goodhart's law",
          "reward hacking",
          "agent cheating tests",
          "evaluator tampering",
          "LLM judge bias",
          "benchmark contamination",
          "search-time contamination",
          "evaluation overfitting",
          "test oracle problem",
          "synthetic evaluation vs real-world evidence"
        ],
        "ja": [
          "評価器や信頼基盤が侵害された",
          "指標を最適化したら目的から外れた",
          "報酬ハッキングを疑っている",
          "エージェントがテストをすり抜ける",
          "評価器を改変してスコアを上げている",
          "LLM評価器の偏りを確認したい",
          "ベンチマークの汚染を疑っている",
          "探索中に評価用情報が混入した",
          "評価に過適合している",
          "テストの正解判定自体が信用できない",
          "合成評価と実世界の根拠を区別したい"
        ]
      },
      "symptoms": {
        "en": "Benchmark scores improved but production got worse",
        "ja": "ベンチマークは改善したのに本番性能が悪化した"
      },
      "symptom_group": "evaluation",
      "first_reads": [
        "sw-loscr",
        "sw-atrb",
        "sw-audit"
      ],
      "required_inputs": {
        "en": "Held-out cases, evaluator/version provenance, adaptation history, failures and deployment comparison protocol.",
        "ja": "保留事例、評価器・版の来歴、適応履歴、失敗、運用比較プロトコル。"
      },
      "expected_outputs": {
        "en": "Distinguish fixture conformance, observed benchmark results and externally valid claims.",
        "ja": "事例適合、観測したベンチマーク結果、外的妥当性を持つ主張を分ける。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "No universal contamination detector, unbiased LLM judge or solution to the test-oracle problem. Shared fixture development and repeated peeking limit inference.",
        "ja": "汎用汚染検出、偏りのないLLM評価器、テストオラクル問題の解決ではない。事例と検査器の共同開発や反復参照は推論を制限する。"
      },
      "stop_or_handoff_conditions": {
        "en": "With evaluator tampering, leaked tests or undeclared selection, quarantine the strong claim and obtain independent evidence.",
        "ja": "評価器改変、試験漏洩、未宣言の選択があれば強い主張を隔離し、独立した根拠を得る。"
      },
      "related_problem_ids": [
        "adaptive-research",
        "production-reliability",
        "evidence-support"
      ],
      "evidence_refs": [
        "e-audit-closed-ai-scientist-readme-md",
        "e-audit-closed-ai-scientist-license",
        "e-audit-closed-ai-scientist-pyproject-toml",
        "e-loscr-readme-md",
        "e-loscr-docs-theory-map-md",
        "e-loscr-license",
        "e-loscr-pyproject-toml",
        "e-routing-atrb-readme-md",
        "e-routing-atrb-docs-v02-experiment-md",
        "e-routing-atrb-license",
        "e-routing-atrb-pyproject-toml",
        "e-routing-atrb-docs-v02-results-md",
        "e-routing-atrb-tests-test-v02-positive-controls-py"
      ],
      "relevant_resource_ids": [
        "sw-loscr",
        "sw-atrb",
        "sw-audit"
      ]
    },
    {
      "id": "evidence-support",
      "question": {
        "en": "The citation does not support the agent’s claim",
        "ja": "AIの引用が主張の根拠になっていない"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "AI citation does not support claim",
          "fake / weak citation support",
          "claim-to-evidence mapping",
          "evidence provenance",
          "signed record does not prove truth"
        ],
        "ja": [
          "引用が捏造または根拠として弱い",
          "主張と根拠の対応を確認したい",
          "根拠の来歴をたどりたい",
          "署名済み記録でも真実とは限らない"
        ]
      },
      "symptoms": {
        "en": "The citation does not support the agent’s claim",
        "ja": "AIの引用が主張の根拠になっていない"
      },
      "symptom_group": "evaluation",
      "first_reads": [
        "sw-fost",
        "sw-pic",
        "paper-operational-claims"
      ],
      "required_inputs": {
        "en": "Specific claim, original source, scope, time, provenance and missing-support records.",
        "ja": "具体的主張、原典、範囲、時点、来歴、支持不足の記録。"
      },
      "expected_outputs": {
        "en": "Claim-to-support obligations with explicit unavailable evidence and bounded finality.",
        "ja": "不在の根拠と有限の最終性を明示した、主張と支持根拠の義務。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "No automatic factual truth or entailment oracle. A signature/hash binds a record, not its truth; generated is not verified and verified is not reusable.",
        "ja": "事実の真偽・含意を自動判定するオラクルではない。署名・ハッシュは記録を結び付けても真実を証明しない。生成・検証・再利用は別。"
      },
      "stop_or_handoff_conditions": {
        "en": "If source support cannot be established, narrow or withhold the claim and retain unknowns; timeout is not checked negative.",
        "ja": "原典の支持を確かめられなければ主張を限定・保留し未知を残す。タイムアウトは検査済み否定ではない。"
      },
      "related_problem_ids": [
        "obligations",
        "completion-and-outcome",
        "evaluation-integrity"
      ],
      "evidence_refs": [
        "e-paper-operational-claims",
        "e-percolation-inversion-compiler-readme-md",
        "e-percolation-inversion-compiler-docs-resource-matched-measurement-md",
        "e-percolation-inversion-compiler-license",
        "e-percolation-inversion-compiler-pyproject-toml",
        "e-routing-fost-readme-md",
        "e-routing-fost-docs-json-contract-md",
        "e-routing-fost-license",
        "e-routing-fost-pyproject-toml",
        "e-routing-fost-docs-limitations-md",
        "e-routing-fost-tests-test-v20-strict-finality-py"
      ],
      "relevant_resource_ids": [
        "sw-fost",
        "sw-pic",
        "paper-operational-claims"
      ]
    },
    {
      "id": "obligations",
      "question": {
        "en": "What remains to be checked before an output is reusable?",
        "ja": "出力を再利用する前に何を検証する必要があるか？"
      },
      "queries": [
        "preserve unknown output obligations"
      ],
      "symptoms": {
        "en": "Generated output still has unchecked obligations",
        "ja": "生成した出力に未確認事項が残っている"
      },
      "first_reads": [
        "sw-pic",
        "paper-ecpt",
        "paper-operational-claims"
      ],
      "required_inputs": {
        "en": "Output, declared schema, evidence and known/unknown measurements.",
        "ja": "出力、宣言スキーマ、根拠、既知・未知の測定。"
      },
      "expected_outputs": {
        "en": "Residual-preserving packet and bounded next checks.",
        "ja": "残余を保持したパケットと有限の次検査。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Missing source evidence or requested execution outside authority.",
        "ja": "ホスト方針に従う助言経路。元根拠の不足または権限外の実行要求。"
      },
      "stop_or_handoff_conditions": {
        "en": "Missing source evidence or requested execution outside authority.",
        "ja": "元根拠の不足または権限外の実行要求。"
      },
      "evidence_refs": [
        "e-paper-ecpt",
        "e-paper-operational-claims",
        "e-percolation-inversion-compiler-readme-md",
        "e-percolation-inversion-compiler-docs-resource-matched-measurement-md",
        "e-percolation-inversion-compiler-license",
        "e-percolation-inversion-compiler-pyproject-toml"
      ],
      "symptom_group": "evaluation",
      "query_aliases": {
        "en": [
          "generated != verified",
          "unknown must remain unknown"
        ],
        "ja": [
          "生成されたことは検証済みを意味しない",
          "不明なものを不明のまま残したい"
        ]
      },
      "related_problem_ids": [
        "completion-and-outcome",
        "evidence-support",
        "reuse"
      ],
      "relevant_resource_ids": [
        "sw-pic",
        "paper-ecpt",
        "paper-operational-claims"
      ]
    },
    {
      "id": "adaptive-research",
      "question": {
        "en": "How should adaptive research preserve valid evidence?",
        "ja": "適応的研究で有効な根拠をどう保持するか？"
      },
      "queries": [
        "adaptive hypothesis testing"
      ],
      "symptoms": {
        "en": "Repeated hypothesis tests may overstate the evidence",
        "ja": "仮説検定を繰り返して根拠を過大評価していないか"
      },
      "first_reads": [
        "paper-audit-closed",
        "sw-audit",
        "sw-loscr"
      ],
      "required_inputs": {
        "en": "Preregistered protocol, sampling/observation assumptions, seed and alpha budget.",
        "ja": "事前登録プロトコル、標本化・観測の仮定、乱数種、アルファ予算。"
      },
      "expected_outputs": {
        "en": "Declared benchmark evidence and supported claim level.",
        "ja": "宣言したベンチマーク根拠と支持される主張水準。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Undeclared adaptation, unmodeled laboratory or request for universal certification.",
        "ja": "ホスト方針に従う助言経路。未宣言の適応、未モデル化の実験室、普遍的認証の要求。"
      },
      "stop_or_handoff_conditions": {
        "en": "Undeclared adaptation, unmodeled laboratory or request for universal certification.",
        "ja": "未宣言の適応、未モデル化の実験室、普遍的認証の要求。"
      },
      "evidence_refs": [
        "e-paper-audit-closed",
        "e-audit-closed-ai-scientist-readme-md",
        "e-audit-closed-ai-scientist-license",
        "e-audit-closed-ai-scientist-pyproject-toml",
        "e-loscr-readme-md",
        "e-loscr-docs-theory-map-md",
        "e-loscr-license",
        "e-loscr-pyproject-toml"
      ],
      "symptom_group": "evaluation",
      "query_aliases": {
        "en": [
          "optional stopping",
          "hypothesis shopping",
          "adaptive AI research validity"
        ],
        "ja": [
          "有利な時点で検定を打ち切ってよいか",
          "都合のよい仮説を選び続けている",
          "適応的AI研究の妥当性を確認したい"
        ]
      },
      "related_problem_ids": [
        "evaluation-integrity",
        "evidence-support",
        "information"
      ],
      "relevant_resource_ids": [
        "paper-audit-closed",
        "sw-audit",
        "sw-loscr"
      ]
    },
    {
      "id": "forecast",
      "question": {
        "en": "Can this index forecast an ASI arrival date?",
        "ja": "この索引からASI到来日を予測できるか？"
      },
      "queries": [
        "forecast when ASI will arrive"
      ],
      "symptoms": {
        "en": "Can these results predict when ASI will arrive?",
        "ja": "この結果からASIの到来時期を予測できるか"
      },
      "first_reads": [
        "sw-simulator",
        "sw-skill"
      ],
      "required_inputs": {
        "en": "A clearly labeled conditional scenario, if scenario analysis is desired.",
        "ja": "シナリオ分析を行う場合の、明示的な条件付き設定。"
      },
      "expected_outputs": {
        "en": "Unsupported forecast; only conditional sensitivity analysis is offered.",
        "ja": "到来予測は未対応。条件付き感度分析のみ。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Stop date/probability prediction: no empirical ASI arrival model is established.",
        "ja": "ホスト方針に従う助言経路。日付・確率の予測は停止。経験的なASI到来モデルは確立されていない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Stop date/probability prediction: no empirical ASI arrival model is established.",
        "ja": "日付・確率の予測は停止。経験的なASI到来モデルは確立されていない。"
      },
      "evidence_refs": [
        "e-asi-proxy-phase-growth-simulator-readme-md",
        "e-asi-proxy-phase-growth-simulator-docs-model-reference-md",
        "e-asi-proxy-phase-growth-simulator-license",
        "e-asi-proxy-phase-growth-simulator-pyproject-toml",
        "e-asi-proxy-phase-skill-readme-md",
        "e-asi-proxy-phase-skill-license",
        "e-asi-proxy-phase-skill-pyproject-toml"
      ],
      "symptom_group": "evaluation",
      "query_aliases": {
        "en": [],
        "ja": []
      },
      "related_problem_ids": [
        "accounting",
        "production-reliability",
        "evaluation-integrity"
      ],
      "relevant_resource_ids": [
        "sw-simulator",
        "sw-skill"
      ]
    },
    {
      "id": "coordinate",
      "question": {
        "en": "How should multiple agents divide work and preserve disagreements?",
        "ja": "複数エージェントの作業分担と意見の相違をどう保持するか？"
      },
      "queries": [
        "coordinate leased multi-agent work"
      ],
      "symptoms": {
        "en": "More agents create duplicate work or overwrite each other",
        "ja": "エージェントを増やすと重複作業や上書きが起きる"
      },
      "first_reads": [
        "sw-ccr",
        "paper-split-inference",
        "paper-collective-phase"
      ],
      "required_inputs": {
        "en": "Mission scope, independent proposals, leases, common budget.",
        "ja": "任務範囲、独立提案、リース、共通予算。"
      },
      "expected_outputs": {
        "en": "Leased work and unresolved disagreements with traceable evidence.",
        "ja": "追跡可能な根拠を伴うリース作業と未解決の意見差。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. No authority to dispatch; missing independent verification or expired lease.",
        "ja": "ホスト方針に従う助言経路。実行権限の欠如、独立検証の不足、リース期限切れ。"
      },
      "stop_or_handoff_conditions": {
        "en": "No authority to dispatch; missing independent verification or expired lease.",
        "ja": "実行権限の欠如、独立検証の不足、リース期限切れ。"
      },
      "evidence_refs": [
        "e-paper-collective-phase",
        "e-paper-split-inference",
        "e-collective-capability-runtime-readme-md",
        "e-collective-capability-runtime-docs-verified-growth-md",
        "e-collective-capability-runtime-license",
        "e-collective-capability-runtime-pyproject-toml"
      ],
      "symptom_group": "coordination",
      "query_aliases": {
        "en": [
          "subagent duplication",
          "more agents make system slower",
          "agents overwrite each other's changes",
          "Git / merge conflict between coding agents",
          "duplicate work",
          "correlated errors",
          "multi-agent agreement without evidence",
          "work leasing",
          "disagreement preservation"
        ],
        "ja": [
          "子エージェントが同じ作業をしている",
          "エージェントを増やすと遅くなる",
          "エージェント同士が変更を上書きする",
          "コーディングエージェント間でGitのマージが競合する",
          "複数エージェントの作業が重複する",
          "エージェント同士が同じ間違いをする",
          "根拠なしにエージェントが同意している",
          "エージェントの作業をリースで管理したい",
          "エージェントの意見の相違を消さずに保持したい"
        ]
      },
      "related_problem_ids": [
        "cost-and-capacity",
        "authority",
        "evaluation-integrity"
      ],
      "relevant_resource_ids": [
        "sw-ccr",
        "paper-split-inference",
        "paper-collective-phase"
      ]
    },
    {
      "id": "accounting",
      "question": {
        "en": "Did the system accumulate capability, or just copy artifacts?",
        "ja": "能力を蓄積したのか、成果物をコピーしただけか？"
      },
      "queries": [
        "did copied artifacts increase capability"
      ],
      "symptoms": {
        "en": "Did copied artifacts actually add capability?",
        "ja": "成果物のコピーで本当に能力が増えたのか"
      },
      "first_reads": [
        "paper-cait",
        "sw-cait",
        "paper-growth"
      ],
      "required_inputs": {
        "en": "Unique source history, origins, lifecycle events, typed costs and stock/service units.",
        "ja": "一意な元履歴、起源、ライフサイクル、型付き費用、蓄積・サービス単位。"
      },
      "expected_outputs": {
        "en": "Separate unique stock, service, external input and unresolved attribution.",
        "ja": "一意な蓄積、サービス、外部投入、未解明の帰属を分離。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "Advisory route under host policy. Missing original journal, valuation witness, compatible units or causal design.",
        "ja": "ホスト方針に従う助言経路。元履歴、評価証拠、単位整合、因果設計が欠ける場合。"
      },
      "stop_or_handoff_conditions": {
        "en": "Missing original journal, valuation witness, compatible units or causal design.",
        "ja": "元履歴、評価証拠、単位整合、因果設計が欠ける場合。"
      },
      "evidence_refs": [
        "e-paper-growth",
        "e-paper-cait",
        "e-cait-certificate-schema-readme-md",
        "e-cait-certificate-schema-docs-accounting-md",
        "e-cait-certificate-schema-license",
        "e-cait-certificate-schema-pyproject-toml"
      ],
      "symptom_group": "coordination",
      "query_aliases": {
        "en": [
          "copied artifact vs new capability",
          "credit assignment",
          "which agent contributed"
        ],
        "ja": [
          "成果物のコピーと新しい能力を区別したい",
          "エージェントの貢献を割り当てたい",
          "どのエージェントが貢献したのか"
        ]
      },
      "related_problem_ids": [
        "reuse",
        "cost-and-capacity",
        "coordinate"
      ],
      "relevant_resource_ids": [
        "paper-cait",
        "sw-cait",
        "paper-growth"
      ]
    },
    {
      "id": "incident-response",
      "question": {
        "en": "I need to stop, contain and recover an agent incident",
        "ja": "誤動作したエージェントを停止・隔離・復旧したい"
      },
      "queries": [],
      "query_aliases": {
        "en": [
          "how to stop an AI agent",
          "AI agent kill switch",
          "rogue agent",
          "agent keeps acting after stop",
          "rollback agent action",
          "circuit breaker",
          "disable dangerous tool",
          "revoke agent credentials",
          "child agent still running",
          "compensation vs rollback",
          "uncertain side effect",
          "post-incident reconciliation",
          "quarantine compromised memory/workflow",
          "restart criteria after incident"
        ],
        "ja": [
          "AIエージェントを停止したい",
          "エージェントの緊急停止を設計したい",
          "暴走したエージェントを封じ込めたい",
          "停止後もエージェントが操作を続ける",
          "エージェントの操作を巻き戻したい",
          "危険な呼出しを遮断したい",
          "危険なツールを無効にしたい",
          "エージェントの資格情報を失効させたい",
          "子エージェントがまだ動いている",
          "補償処理と巻戻しの違いを確認したい",
          "副作用が起きたかわからない",
          "事故後に実行状態を照合したい",
          "汚染された記憶や手続きを隔離したい",
          "事故後の再開条件を決めたい"
        ]
      },
      "symptoms": {
        "en": "I need to stop, contain and recover an agent incident",
        "ja": "誤動作したエージェントを停止・隔離・復旧したい"
      },
      "symptom_group": "incident",
      "first_reads": [
        "sw-pfg",
        "sw-ccr",
        "sw-cmgl"
      ],
      "required_inputs": {
        "en": "Action/child-task inventory, dispatch history, credentials, affected memory and independent recovery evidence.",
        "ja": "行為・子課題一覧、送信履歴、資格情報、影響した記憶、独立した復旧根拠。"
      },
      "expected_outputs": {
        "en": "A host-owned containment checklist: stop new dispatch, retain unknown effects, quarantine and reconcile before restart.",
        "ja": "ホスト責任の封じ込め確認：新規送信停止、作用不明の保持、隔離、再開前の照合。"
      },
      "prerequisite_or_unsupported_conditions": {
        "en": "No global kill switch, automatic credential revocation or rollback of arbitrary external actions. Compensation is another action, not erasure of history.",
        "ja": "全体停止スイッチ、資格情報の自動失効、任意の外部行為の巻戻しは提供しない。補償は別の行為であり履歴消去ではない。"
      },
      "stop_or_handoff_conditions": {
        "en": "Escalate to the host/actuator owner; do not restart until child work, authority and unresolved effects are reconciled.",
        "ja": "ホスト・実行先の管理者へ引き継ぎ、子作業・権限・未解決作用を照合するまで再開しない。"
      },
      "related_problem_ids": [
        "authority",
        "retry-recovery",
        "memory-governance"
      ],
      "evidence_refs": [
        "e-collective-capability-runtime-readme-md",
        "e-collective-capability-runtime-docs-verified-growth-md",
        "e-collective-capability-runtime-license",
        "e-collective-capability-runtime-pyproject-toml",
        "e-routing-cmgl-readme-md",
        "e-routing-cmgl-docs-proof-obligations-md",
        "e-routing-cmgl-license",
        "e-routing-cmgl-pyproject-toml",
        "e-routing-cmgl-docs-current-view-md",
        "e-routing-cmgl-tests-test-compression-py",
        "e-routing-pfg-readme-md",
        "e-routing-pfg-docs-operations-md",
        "e-routing-pfg-license",
        "e-routing-pfg-pyproject-toml",
        "e-routing-pfg-schemas-gate-request-schema-json",
        "e-routing-pfg-tests-test-v1-1-hardening-py"
      ],
      "relevant_resource_ids": [
        "sw-pfg",
        "sw-ccr",
        "sw-cmgl"
      ]
    }
  ],
  "symptom_groups": [
    {
      "id": "reliability",
      "label": {
        "en": "Reliability & completion",
        "ja": "完了・信頼性"
      }
    },
    {
      "id": "tools",
      "label": {
        "en": "Tools, APIs & reuse",
        "ja": "ツール・API・再利用"
      }
    },
    {
      "id": "memory-context",
      "label": {
        "en": "Memory & context",
        "ja": "記憶・文脈"
      }
    },
    {
      "id": "security",
      "label": {
        "en": "Security & authority",
        "ja": "安全性・権限"
      }
    },
    {
      "id": "cost",
      "label": {
        "en": "Cost & review capacity",
        "ja": "費用・レビュー容量"
      }
    },
    {
      "id": "evaluation",
      "label": {
        "en": "Evaluation & evidence",
        "ja": "評価・根拠"
      }
    },
    {
      "id": "coordination",
      "label": {
        "en": "Multi-agent coordination",
        "ja": "複数エージェントの協調"
      }
    },
    {
      "id": "incident",
      "label": {
        "en": "Incident response",
        "ja": "停止・事故対応"
      }
    }
  ],
  "unresolved_intents": [
    {
      "id": "e-06",
      "query": {
        "en": "OAuth for agents",
        "ja": "エージェント向けOAuthの実装方法"
      },
      "reason": {
        "en": "No source-reviewed implementation of this specific identity protocol or package-name security mechanism. Consult the relevant host/provider documentation.",
        "ja": "この識別プロトコルまたはパッケージ名の防御機構について、ソース確認済みの実装はない。該当ホスト・提供者の資料を参照。"
      }
    },
    {
      "id": "e-08",
      "query": {
        "en": "MCP token passthrough",
        "ja": "MCPのトークンパススルー対策"
      },
      "reason": {
        "en": "No source-reviewed implementation of this specific identity protocol or package-name security mechanism. Consult the relevant host/provider documentation.",
        "ja": "この識別プロトコルまたはパッケージ名の防御機構について、ソース確認済みの実装はない。該当ホスト・提供者の資料を参照。"
      }
    },
    {
      "id": "f-07",
      "query": {
        "en": "package hallucination",
        "ja": "存在しないパッケージ名をAIが提案した"
      },
      "reason": {
        "en": "No source-reviewed implementation of this specific identity protocol or package-name security mechanism. Consult the relevant host/provider documentation.",
        "ja": "この識別プロトコルまたはパッケージ名の防御機構について、ソース確認済みの実装はない。該当ホスト・提供者の資料を参照。"
      }
    },
    {
      "id": "f-08",
      "query": {
        "en": "slopsquatting",
        "ja": "生成されたパッケージ名の先取り攻撃を検出したい"
      },
      "reason": {
        "en": "No source-reviewed implementation of this specific identity protocol or package-name security mechanism. Consult the relevant host/provider documentation.",
        "ja": "この識別プロトコルまたはパッケージ名の防御機構について、ソース確認済みの実装はない。該当ホスト・提供者の資料を参照。"
      }
    },
    {
      "id": "f-09",
      "query": {
        "en": "AI coding agent installed wrong package",
        "ja": "AIが間違ったパッケージをインストールした"
      },
      "reason": {
        "en": "No source-reviewed implementation of this specific identity protocol or package-name security mechanism. Consult the relevant host/provider documentation.",
        "ja": "この識別プロトコルまたはパッケージ名の防御機構について、ソース確認済みの実装はない。該当ホスト・提供者の資料を参照。"
      }
    }
  ],
  "relations": [
    {
      "id": "basis-sw-ccr",
      "source": "sw-ccr",
      "target": "paper-growth",
      "kind": "based_on",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Repository cites this research for a bounded role.",
        "ja": "リポジトリが限定された役割の研究として参照する。"
      },
      "versions": {
        "source": "3b4702454f732c7a0a9f30d87483384dc8a281eb",
        "target": "10.5281/zenodo.22604358 / archive 7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd"
      },
      "checked_fields": [
        "citation"
      ],
      "unsupported_obligations": {
        "en": "A citation does not establish complete implementation.",
        "ja": "引用は完全実装を意味しない。"
      },
      "evidence_refs": [
        "e-collective-capability-runtime-readme-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "basis-sw-pic",
      "source": "sw-pic",
      "target": "paper-ecpt",
      "kind": "based_on",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Repository cites this research for a bounded role.",
        "ja": "リポジトリが限定された役割の研究として参照する。"
      },
      "versions": {
        "source": "55cd5f219d02f02927e247317156e757b1d5d6da",
        "target": "10.5281/zenodo.20535654 / archive 7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd"
      },
      "checked_fields": [
        "citation"
      ],
      "unsupported_obligations": {
        "en": "A citation does not establish complete implementation.",
        "ja": "引用は完全実装を意味しない。"
      },
      "evidence_refs": [
        "e-percolation-inversion-compiler-readme-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "basis-sw-vek",
      "source": "sw-vek",
      "target": "paper-vet",
      "kind": "based_on",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Repository cites this research for a bounded role.",
        "ja": "リポジトリが限定された役割の研究として参照する。"
      },
      "versions": {
        "source": "4008e311ceb16edd6e74d9f71341a90120c0d046",
        "target": "10.5281/zenodo.21147093 / archive 7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd"
      },
      "checked_fields": [
        "citation"
      ],
      "unsupported_obligations": {
        "en": "A citation does not establish complete implementation.",
        "ja": "引用は完全実装を意味しない。"
      },
      "evidence_refs": [
        "e-verification-ecology-kit-readme-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "basis-sw-alt",
      "source": "sw-alt",
      "target": "paper-alt",
      "kind": "based_on",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Repository cites this research for a bounded role.",
        "ja": "リポジトリが限定された役割の研究として参照する。"
      },
      "versions": {
        "source": "e0296486bb568fdeeda449dada3bc67753ddfe7f",
        "target": "10.5281/zenodo.20476200 / archive 7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd"
      },
      "checked_fields": [
        "citation"
      ],
      "unsupported_obligations": {
        "en": "A citation does not establish complete implementation.",
        "ja": "引用は完全実装を意味しない。"
      },
      "evidence_refs": [
        "e-alt-foundry-kernel-readme-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "basis-sw-cait",
      "source": "sw-cait",
      "target": "paper-cait",
      "kind": "based_on",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Repository cites this research for a bounded role.",
        "ja": "リポジトリが限定された役割の研究として参照する。"
      },
      "versions": {
        "source": "0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7",
        "target": "10.5281/zenodo.20061296 / archive 7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd"
      },
      "checked_fields": [
        "citation"
      ],
      "unsupported_obligations": {
        "en": "A citation does not establish complete implementation.",
        "ja": "引用は完全実装を意味しない。"
      },
      "evidence_refs": [
        "e-cait-certificate-schema-readme-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "basis-sw-cpcf",
      "source": "sw-cpcf",
      "target": "paper-growth",
      "kind": "based_on",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Repository cites this research for a bounded role.",
        "ja": "リポジトリが限定された役割の研究として参照する。"
      },
      "versions": {
        "source": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
        "target": "10.5281/zenodo.22604358 / archive 7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd"
      },
      "checked_fields": [
        "citation"
      ],
      "unsupported_obligations": {
        "en": "A citation does not establish complete implementation.",
        "ja": "引用は完全実装を意味しない。"
      },
      "evidence_refs": [
        "e-collective-phase-control-fabric-readme-md",
        "e-collective-phase-control-fabric-docs-growth-research-mapping-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "basis-sw-oawm",
      "source": "sw-oawm",
      "target": "paper-workflow-library",
      "kind": "based_on",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Repository cites this research for a bounded role.",
        "ja": "リポジトリが限定された役割の研究として参照する。"
      },
      "versions": {
        "source": "414299d4d15b5de434f5fb1ccbb4ba17df9155ff",
        "target": "10.5281/zenodo.19690749 / archive 7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd"
      },
      "checked_fields": [
        "citation"
      ],
      "unsupported_obligations": {
        "en": "A citation does not establish complete implementation.",
        "ja": "引用は完全実装を意味しない。"
      },
      "evidence_refs": [
        "e-observable-agent-workflow-memory-readme-md",
        "e-observable-agent-workflow-memory-docs-theory-sources-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "basis-sw-audit",
      "source": "sw-audit",
      "target": "paper-audit-closed",
      "kind": "based_on",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Repository cites this research for a bounded role.",
        "ja": "リポジトリが限定された役割の研究として参照する。"
      },
      "versions": {
        "source": "1e844d1bca18d7bb298aa198e1250bb07bd7ea44",
        "target": "10.5281/zenodo.18728589 / archive 7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd"
      },
      "checked_fields": [
        "citation"
      ],
      "unsupported_obligations": {
        "en": "A citation does not establish complete implementation.",
        "ja": "引用は完全実装を意味しない。"
      },
      "evidence_refs": [
        "e-audit-closed-ai-scientist-readme-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "basis-sw-loscr",
      "source": "sw-loscr",
      "target": "paper-loscr",
      "kind": "based_on",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Repository cites this research for a bounded role.",
        "ja": "リポジトリが限定された役割の研究として参照する。"
      },
      "versions": {
        "source": "334307b59a4870b90f6162705c793bb5615a555a",
        "target": "10.5281/zenodo.19836225 / archive 7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd"
      },
      "checked_fields": [
        "citation"
      ],
      "unsupported_obligations": {
        "en": "A citation does not establish complete implementation.",
        "ja": "引用は完全実装を意味しない。"
      },
      "evidence_refs": [
        "e-loscr-readme-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "alt-to-ccr",
      "source": "sw-alt",
      "target": "sw-ccr",
      "kind": "exports_proposal_to",
      "status": "tested_upstream",
      "evidence_origin": "upstream_reported",
      "scope": {
        "en": "ALT 0.5.0 native open/unleased task parses against CCR 1.8.0; ALT sidecar is additional.",
        "ja": "ALT 0.5.0の未リース課題はCCR 1.8.0の形式に適合。ALT補助記録は追加項目。"
      },
      "versions": {
        "source": "0.5.0",
        "target": "1.8.0 / 1591e88e3b05f9b5fb06b2d0c749aad8bc0909be"
      },
      "checked_fields": [
        "ccr.task.v0.1",
        "open status",
        "unleased proposal"
      ],
      "unsupported_obligations": {
        "en": "Custom ALT sidecar admission, leases, rewards and execution are not supplied.",
        "ja": "ALT補助記録の受入、リース、報酬、実行は提供されない。"
      },
      "evidence_refs": [
        "e-alt-foundry-kernel-docs-reuse-interchange-md",
        "e-alt-release",
        "e-alt-native-test"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "alt-from-vek",
      "source": "sw-alt",
      "target": "sw-vek",
      "kind": "imports_artifact_from",
      "status": "tested_upstream",
      "evidence_origin": "upstream_reported",
      "scope": {
        "en": "Capacity report schema and scope/clock/work-conservation checks on pinned fixtures.",
        "ja": "固定フィクスチャの容量報告スキーマ、範囲・時計・作業保存を検査。"
      },
      "versions": {
        "source": "0.5.0",
        "target": "1.3.0 / b07998135cb9dccde1e67db3c6ed77fdec847e09"
      },
      "checked_fields": [
        "scope",
        "clock",
        "work conservation"
      ],
      "unsupported_obligations": {
        "en": "Counters are supplied, not replayed; no observed rate or empirical independence.",
        "ja": "計数は提供値で再生ではない。観測速度や経験的独立性は得られない。"
      },
      "evidence_refs": [
        "e-alt-foundry-kernel-docs-reuse-interchange-md",
        "e-alt-release",
        "e-alt-native-test"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "alt-to-vek",
      "source": "sw-alt",
      "target": "sw-vek",
      "kind": "tested_interchange_with",
      "status": "tested_upstream",
      "evidence_origin": "upstream_reported",
      "scope": {
        "en": "Finite synthetic check demand accepted by the released VEK checker.",
        "ja": "有限の合成検査需要を公開VEK検査器が受理。"
      },
      "versions": {
        "source": "0.5.0",
        "target": "1.3.0 / b07998135cb9dccde1e67db3c6ed77fdec847e09"
      },
      "checked_fields": [
        "native contract",
        "schedule"
      ],
      "unsupported_obligations": {
        "en": "Host residual/service/unit registration and real observed capacity are absent.",
        "ja": "ホストの残余・サービス・単位登録と実観測容量は別途必要。"
      },
      "evidence_refs": [
        "e-alt-foundry-kernel-docs-reuse-interchange-md",
        "e-alt-release",
        "e-alt-native-test"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "alt-to-cait",
      "source": "sw-alt",
      "target": "sw-cait",
      "kind": "tested_interchange_with",
      "status": "tested_upstream",
      "evidence_origin": "upstream_reported",
      "scope": {
        "en": "Supported complete history passes released analyzer/checker; copies do not create assets.",
        "ja": "対応済み完全履歴を公開解析・検査器が受理。コピーは資産を増やさない。"
      },
      "versions": {
        "source": "0.5.0",
        "target": "0.2.0 / 7d12bcf0bc4c6eae2acdd177175b6be414a274f6"
      },
      "checked_fields": [
        "unique formation",
        "costs",
        "receiver checks",
        "requests/results",
        "withdrawal"
      ],
      "unsupported_obligations": {
        "en": "Expiry, contradiction, refresh, correction and some parent mappings remain partial; no cost-to-capital or arrival claim.",
        "ja": "期限切れ・矛盾・更新・修正・一部親写像は部分対応。費用から能力への変換・到達主張はない。"
      },
      "evidence_refs": [
        "e-alt-foundry-kernel-docs-reuse-interchange-md",
        "e-alt-release",
        "e-alt-native-test"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "vek-to-ccr",
      "source": "sw-vek",
      "target": "sw-ccr",
      "kind": "exports_proposal_to",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Capacity extension accompanies schema-valid candidate task.",
        "ja": "スキーマ適合候補課題に容量拡張が付随する。"
      },
      "versions": {
        "source": "1.3.0",
        "target": "6d8a30820806044b3a4b18d499fbe89bef83fbf2"
      },
      "checked_fields": [
        "ccr.task.v0.1",
        "duration rounding",
        "x_vek_capacity"
      ],
      "unsupported_obligations": {
        "en": "CCR base schema does not enforce extensions; custom admission and atomic host reservation required.",
        "ja": "CCR基本スキーマは拡張を強制しない。専用受入とホストの原子的資源予約が必要。"
      },
      "evidence_refs": [
        "e-verification-ecology-kit-docs-capacity-interchange-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "cait-from-vek",
      "source": "sw-cait",
      "target": "sw-vek",
      "kind": "imports_artifact_from",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Pinned capacity schema preserves counters and rejects a false guarantee fixture.",
        "ja": "固定容量スキーマで計数を保持し、虚偽保証フィクスチャを拒否。"
      },
      "versions": {
        "source": "0.2.0",
        "target": "1.3.0 / b07998135cb9dccde1e67db3c6ed77fdec847e09"
      },
      "checked_fields": [
        "schema",
        "scope",
        "source digest",
        "work conservation"
      ],
      "unsupported_obligations": {
        "en": "Original VEK reducer journal is absent; counters are not independently reconstructed.",
        "ja": "元VEK履歴がなく、計数は独立再構成されていない。"
      },
      "evidence_refs": [
        "e-cait-certificate-schema-docs-interchange-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "ccr-from-alt-legacy",
      "source": "sw-ccr",
      "target": "sw-alt",
      "kind": "imports_artifact_from",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "CCR growth importer pins ALT 0.4.0 token schema, not the new reuse profile.",
        "ja": "CCR成長取込はALT 0.4.0のトークンスキーマに固定。新しい再利用プロファイルではない。"
      },
      "versions": {
        "source": "1.8.0",
        "target": "0.4.0 / b5170dbee93b9183f86570c9b2fa325be9cded51"
      },
      "checked_fields": [
        "token identity",
        "dependencies",
        "guard",
        "provenance"
      ],
      "unsupported_obligations": {
        "en": "Receiver service qualification and newer ALT profile acceptance are not implied.",
        "ja": "受け手のサービス適格化や新ALTプロファイルの受入を意味しない。"
      },
      "evidence_refs": [
        "e-collective-capability-runtime-docs-verified-growth-interchange-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "ccr-from-pic",
      "source": "sw-ccr",
      "target": "sw-pic",
      "kind": "imports_artifact_from",
      "status": "documented",
      "evidence_origin": "source_inspected",
      "scope": {
        "en": "Optional provider reports preserve blockers, residuals and candidate-only flags.",
        "ja": "任意プロバイダ報告の阻害要因・残余・候補限定フラグを保持。"
      },
      "versions": {
        "source": "1.8.0",
        "target": "1.1.0"
      },
      "checked_fields": [
        "accepted",
        "settled",
        "blockers",
        "residuals"
      ],
      "unsupported_obligations": {
        "en": "No index-run interoperability test; PIC acceptance alone cannot settle CCR or authorize dispatch.",
        "ja": "索引作業での連携実行テストはない。PIC受理だけでCCR確定・外部実行はできない。"
      },
      "evidence_refs": [
        "e-collective-capability-runtime-interop-pic-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "cpcf-to-ccr",
      "source": "sw-cpcf",
      "target": "sw-ccr",
      "kind": "proposed_integration_with",
      "status": "proposed",
      "evidence_origin": "editorial",
      "scope": {
        "en": "A planner candidate could become host work only through a separately implemented admitted adapter.",
        "ja": "計画候補をホスト作業にするには、別途実装した受入アダプタが必要。"
      },
      "versions": {
        "source": "1.0.1",
        "target": "1.8.0"
      },
      "checked_fields": [],
      "unsupported_obligations": {
        "en": "Legacy CCR 1.6.0 inspection is quarantined; no v0.6 promotion mapping or execution authority.",
        "ja": "旧CCR 1.6.0確認は隔離。v0.6昇格写像・実行権限はない。"
      },
      "evidence_refs": [
        "e-collective-phase-control-fabric-docs-adapters-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "alt-to-oawm",
      "source": "sw-alt",
      "target": "sw-oawm",
      "kind": "proposed_integration_with",
      "status": "proposed",
      "evidence_origin": "editorial",
      "scope": {
        "en": "Qualified reuse may be relevant input to a future memory adapter.",
        "ja": "適格化済み再利用は将来の記憶アダプタへの入力候補。"
      },
      "versions": {
        "source": "0.5.0",
        "target": "414299d4d15b5de434f5fb1ccbb4ba17df9155ff"
      },
      "checked_fields": [],
      "unsupported_obligations": {
        "en": "No adapter or promotion receipt exists in this checked mapping; OAWM requires its own event/manifests/checkers.",
        "ja": "確認した写像にアダプタ・昇格受領証はない。OAWM固有の事象・目録・検査器が必要。"
      },
      "evidence_refs": [
        "e-observable-agent-workflow-memory-docs-theory-sources-md",
        "e-alt-foundry-kernel-docs-reuse-interchange-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    },
    {
      "id": "cpcf-consequence",
      "source": "sw-cpcf",
      "target": "paper-consequence",
      "kind": "related_concept",
      "status": "documented",
      "evidence_origin": "editorial",
      "scope": {
        "en": "Coupled model uncertainty informs the reading route, without a full theorem-implementation claim.",
        "ja": "結合したモデル不確実性が読書経路を支える。定理の完全実装の主張ではない。"
      },
      "versions": {
        "source": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
        "target": "10.5281/zenodo.22170023"
      },
      "checked_fields": [],
      "unsupported_obligations": {
        "en": "No proof that the software implements the paper residual-product theorem.",
        "ja": "論文の残差積定理をソフトウェアが実装する証明はない。"
      },
      "evidence_refs": [
        "e-paper-consequence",
        "e-collective-phase-control-fabric-readme-md",
        "e-collective-phase-control-fabric-docs-epistemic-growth-control-md"
      ],
      "checked_at": "2026-09-21",
      "locally_executed": false
    }
  ],
  "read_paths": [
    {
      "id": "reader",
      "resource_ids": [
        "paper-growth",
        "paper-vet",
        "paper-alt",
        "paper-cait"
      ]
    },
    {
      "id": "implementer",
      "resource_ids": [
        "sw-ccr",
        "sw-pic",
        "sw-vek",
        "sw-alt",
        "sw-cait",
        "sw-cpcf"
      ]
    },
    {
      "id": "machine",
      "resource_ids": [
        "sw-skill",
        "sw-simulator"
      ]
    }
  ],
  "sections": [
    {
      "id": "overview",
      "heading": {
        "en": "Collective Intelligence Research and OSS Index",
        "ja": "集合知研究・OSS索引"
      },
      "text": {
        "en": "A problem-first map of K. Takahashi’s research and OSS for AI-agent reliability, memory, verification and multi-agent coordination. Find a symptom, then inspect the evidence and limits. This curated corpus map is not a world survey.",
        "ja": "AIエージェントの信頼性・記憶・検証・複数エージェントの協調を、困りごとからK. Takahashiの研究とOSSへたどる索引。根拠と限界を確認するための選定地図であり、世界全体の総説ではありません。"
      }
    },
    {
      "id": "start-here",
      "heading": {
        "en": "Start here",
        "ja": "最初に読む"
      },
      "text": {
        "en": "Readers can start with the growth paper. Implementers can choose a problem below, then inspect the pinned contract and negative cases before installation. Machine consumers can retrieve the JSON registry, schema and complete Markdown; routing is advisory under their host policy.",
        "ja": "研究者は成長論文から、実装者は以下の問題から入り、導入前に固定版契約と否定例を確認できる。機械利用者はJSONレジストリ、スキーマ、完全なMarkdownを取得できる。経路はホスト方針に従う助言。"
      }
    },
    {
      "id": "find-by-symptom",
      "heading": {
        "en": "Find by symptom",
        "ja": "症状・困りごとから探す"
      },
      "text": {
        "en": "Choose the symptom closest to your problem. Each route offers first reads, necessary evidence and stop conditions—not permission to act.",
        "ja": "近い症状を選ぶと、最初に読む資料・必要な根拠・停止条件へ進めます。経路は行為の許可ではありません。"
      }
    },
    {
      "id": "definitions",
      "heading": {
        "en": "Definitions and non-claims",
        "ja": "定義と非主張"
      },
      "text": {
        "en": "Collective intelligence concerns what interaction contributes under a declared task and comparison protocol. Collective capability growth concerns net changes in checked, reusable task and research capacity. Operational self-acceleration is the stronger claim that existing capability contributes to faster future formation under matched resources, quality, time and external inputs. These are separate propositions. Phase normally denotes a proposed protocol-relative regime here; the Gibbs-model paper states its own narrower mathematical premises.",
        "ja": "集合知は、課題と比較プロトコルを宣言した上での相互作用の寄与を指す。集合的能力成長は、検査済みで再利用可能な課題・研究能力の純変化を指す。運用上の自己加速は、資源・品質・時間・外部投入を揃えた上で既存能力が将来の形成速度に寄与する、より強い主張。これらは別の命題。phaseは原則として提案されたプロトコル相対の状態であり、Gibbsモデル論文には別途限定的な数学的前提がある。"
      }
    },
    {
      "id": "problems",
      "heading": {
        "en": "Find a route by problem",
        "ja": "問題から探す"
      },
      "text": {
        "en": "",
        "ja": ""
      }
    },
    {
      "id": "core-software",
      "heading": {
        "en": "Core software",
        "ja": "中核ソフトウェア"
      },
      "text": {
        "en": "",
        "ja": ""
      }
    },
    {
      "id": "core-papers",
      "heading": {
        "en": "Core papers",
        "ja": "中核論文"
      },
      "text": {
        "en": "",
        "ja": ""
      }
    },
    {
      "id": "supporting-research",
      "heading": {
        "en": "Supporting research and tools",
        "ja": "支援研究とツール"
      },
      "text": {
        "en": "",
        "ja": ""
      }
    },
    {
      "id": "workflow",
      "heading": {
        "en": "Proposed evidence-preserving workflow",
        "ja": "根拠を保持する作業手順案"
      },
      "text": {
        "en": "Generate → Verify → Reuse → Account → Reallocate is a conceptual workflow, not an executable pipeline. Preserve original bytes, identities, clocks, costs and unresolved obligations at each handoff. Use the typed relationships below before connecting any two tools. A schema match alone grants neither semantic acceptance nor execution authority.",
        "ja": "生成 → 検証 → 再利用 → 計上 → 再配分は概念的手順であり、そのまま実行できるパイプラインではない。各引渡しで元バイト列、同一性、時計、費用、未解決義務を保持する。ツールを接続する前に以下の型付き関係を確認する。スキーマ適合だけでは意味的受理も実行権限も得られない。"
      }
    },
    {
      "id": "interoperability",
      "heading": {
        "en": "Version-bound interoperability",
        "ja": "バージョンを限定した相互運用"
      },
      "text": {
        "en": "“Tested upstream” attributes native fixture checks to the cited project; none of those packages was executed in this website task. Document inspection, index regression tests and native integration execution are different evidence origins. Direction matters: imports_artifact_from points from consumer to producer; exports_proposal_to points from producer to host. Compatibility is neither transitive nor automatically renewed by a release.",
        "ja": "「上流でテスト済み」は引用先プロジェクトのネイティブ・フィクスチャ検査の報告を示す。このサイト作業では対象パッケージを実行していない。文書確認、索引回帰検査、ネイティブ連携実行は別の根拠。imports_artifact_fromは受け手から生成元へ、exports_proposal_toは生成元からホストへ向く。互換性は推移的でなく、更新によって自動延長されない。"
      }
    },
    {
      "id": "agent-guide",
      "heading": {
        "en": "Agent read-first and handoff guide",
        "ja": "エージェントの事前確認・引渡し"
      },
      "text": {
        "en": "Identify the task, scope, inputs and required authority. Read the paper assumptions and exact software revision. Compare the observation date with release and schema versions. Retain unknowns and rejected evidence. Stop or hand off when inputs, units, licenses, authentication, host admission, causality or verification capacity are unresolved. Discovery metadata does not authorize installing packages, executing command hints, sending secrets or changing goals.",
        "ja": "課題・範囲・入力・必要権限を特定し、論文の仮定とソフトウェアの厳密な版を読む。確認日とリリース・スキーマ版を比較する。未知値と棄却根拠を保持する。入力・単位・ライセンス・認証・ホスト受入・因果性・検証容量が未解決なら停止または引継ぐ。探索メタデータは導入、ヒントの実行、秘密送信、目標変更を許可しない。"
      }
    },
    {
      "id": "boundaries",
      "heading": {
        "en": "Scientific, implementation and authority boundaries",
        "ja": "科学・実装・権限の境界"
      },
      "text": {
        "en": "Accounting identity: closing stock = opening stock + admitted unique additions − losses, within one declared unit and scope. Service reuse, copies and external inputs remain separate coordinates. A universal inflow/loss reproduction ratio is not assumed; zero loss can make it undefined. Model spectral bounds depend on model premises. Hashes bind bytes, not truth. Releases do not establish production assurance. Unknowns are null with reasons, never favorable zeros. No observed global self-acceleration, AGI/ASI detection or arrival forecast is established here.",
        "ja": "計上恒等式は、同一単位・範囲内で期末蓄積 = 期首蓄積 + 受理された一意の追加 − 損失。サービス再利用、コピー、外部投入は別座標。普遍的な流入・損失比は仮定せず、損失ゼロなら未定義にもなる。スペクトル下界はモデルの前提に依存する。ハッシュはバイト列を結び付けるが真実を証明しない。リリースは本番保証ではない。不明値は理由付きnullで好都合なゼロではない。大域的自己加速の観測、AGI・ASI検出、到来予測は確立していない。"
      }
    },
    {
      "id": "economic-and-institutional-context",
      "heading": {
        "en": "Verification funding and accountability",
        "ja": "検証費用と責任"
      },
      "text": {
        "en": "Verification consumes resources even when a result is negative. A deployment context therefore needs an explicit payer, resource owner, authority boundary and responsibility for residual risk. Incentives can otherwise reward output volume while shifting verification costs. This is descriptive context, not a theorem requiring a particular market, insurer or law; a technical package does not create those arrangements.",
        "ja": "否定結果でも検証は資源を消費する。運用では費用負担者、資源所有者、権限境界、残余リスクへの責任を明示する必要がある。そうでなければ出力量を報酬化し検証費用を転嫁し得る。これは記述的背景であり、特定の市場・保険者・法律を必須とする定理ではない。技術パッケージが制度を作るわけではない。"
      }
    },
    {
      "id": "downloads",
      "heading": {
        "en": "Downloads",
        "ja": "取得形式"
      },
      "text": {
        "en": "",
        "ja": ""
      }
    },
    {
      "id": "sources-and-maintenance",
      "heading": {
        "en": "Sources and maintenance",
        "ja": "ソースと保守"
      },
      "text": {
        "en": "Publication fields come from works.html through the existing research catalogue; included DOI identities were checked with DataCite. Paper scope was inspected in the public TeX archive. Software observations bind source commits separately from GitHub releases. Japanese explanations are editorial translations; official titles remain unchanged. The registry contains the complete screened inventory and evidence locators. Corrections belong in the website repository. Website prose remains CC BY 4.0; inspected software is Apache-2.0, and bundled paper licenses remain separate.",
        "ja": "書誌項目は既存カタログを通じてworks.htmlから取得し、採用DOIをDataCiteと照合した。論文の範囲は公開TeXアーカイブで確認した。ソフトウェアのコミットとGitHubリリースは別に記録する。日本語説明は編集訳で正式題名は変更しない。全走査目録と根拠位置はレジストリに含む。訂正はサイトリポジトリで行う。サイト本文はCC BY 4.0、確認済みソフトウェアはApache-2.0、同梱論文のライセンスは別。"
      }
    }
  ],
  "evidence": [
    {
      "id": "e-paper-growth",
      "url": "https://github.com/kadubon/paper-tex-backup/blob/7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd/Observing%20and%20Accelerating%20Collective%20Capability%20Growth.zip",
      "revision": "7bd9fe246ae0f5a4bf6564b588c0426b5b7f29bd",
      "observed_at": "2026-09-21",
      "locator": "Observing and Accelerating Collective Capability Growth.tex; abstract, scope/limitations and relevant definitions",
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        "ja": "リース付き課題、独立作業群、意見の相違、検証容量を考慮した成長計上を調整する。"
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    },
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    },
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        "ja": "有限のエージェント出力を検査付きパケットに変換し、不明な出力義務を保持する。"
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        "ja": "ヒントは非実行。有限証明の受理は実行・真実・物理的成功を意味しない。"
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    },
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        "ja": "検証パケットを記録し、共有資源を明示して有限の検証作業を割り当てる。"
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        "ja": "実験的な局所容量プロファイルは最大12作業・行動、16スロット。合成・モデル計上のみ。観測・保証サービスはnull。"
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    },
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        "ja": "受け手を指定して有限の再利用候補を適格化し、全費用を都度解法と比較する。"
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        "ja": "集団再利用プロファイルはAlpha。適格化は確定・実行権限を与えない。配布はGitHub Release資産でPyPIを仮定しない。"
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        "ja": "有限の計上履歴を再生し、一意な蓄積、サービス再利用、コピー、未解明の起源を分ける。"
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        "ja": "実験的計上。コピーは新しい資産ではない。VEKの数値は提供値であり、欠けた元履歴から再構成していない。"
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    {
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      "url": "https://github.com/kadubon/cait-certificate-schema/blob/0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7/LICENSE",
      "revision": "0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7",
      "observed_at": "2026-09-21",
      "locator": "License grant",
      "sha256": "6d1d968fb225eca367cb7f0b8831ab012a35d92b547e945e17ef8e7b05c3e5cc",
      "origin": "source_inspected",
      "claim": {
        "en": "Software is licensed Apache-2.0.",
        "ja": "ソフトウェアはApache-2.0。"
      }
    },
    {
      "id": "e-cait-certificate-schema-pyproject-toml",
      "url": "https://github.com/kadubon/cait-certificate-schema/blob/0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7/pyproject.toml",
      "revision": "0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7",
      "observed_at": "2026-09-21",
      "locator": "Project version, scripts, Python requirements",
      "sha256": "3444b154a5dc871735c47cd0ef1c5dd71bd27422e6a0c075919a88615cfbef1a",
      "origin": "source_inspected",
      "claim": {
        "en": "Declared checkout metadata; distinct from release assets.",
        "ja": "チェックアウトの宣言メタデータ。リリース資産とは別。"
      }
    },
    {
      "id": "e-collective-phase-control-fabric-readme-md",
      "url": "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/README.md",
      "revision": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
      "observed_at": "2026-09-21",
      "locator": "Overview, interfaces, installation and boundaries",
      "sha256": "1565a14c6c8ba461b8445e73cea36bce107808087b68d004fcde1b461444c545",
      "origin": "source_inspected",
      "claim": {
        "en": "Choose finite information gathering and paid capability investment while preserving coupled model uncertainty.",
        "ja": "モデル間の結合した不確実性を保持しつつ、有限の情報収集と費用付き能力投資を選ぶ。"
      }
    },
    {
      "id": "e-collective-phase-control-fabric-docs-epistemic-growth-control-md",
      "url": "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/docs/epistemic-growth-control.md",
      "revision": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
      "observed_at": "2026-09-21",
      "locator": "Contract and limitations",
      "sha256": "b54c2ef50915bf44ddf936c1f77c7c25b03544927d11bc6bddb36de4ba0462ae",
      "origin": "source_inspected",
      "claim": {
        "en": "Beta research; finite model demonstrations only. Signed observations do not certify causal models. No empirical acceleration experiment.",
        "ja": "Beta研究実装。有限モデルの例のみ。署名付き観測は因果モデルを認証しない。経験的加速実験はない。"
      }
    },
    {
      "id": "e-collective-phase-control-fabric-license",
      "url": "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/LICENSE",
      "revision": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
      "observed_at": "2026-09-21",
      "locator": "License grant",
      "sha256": "5a6e1dc8b602b4c6643576fe637a945a66a468c9a1983b4efb985b13d8d08d07",
      "origin": "source_inspected",
      "claim": {
        "en": "Software is licensed Apache-2.0.",
        "ja": "ソフトウェアはApache-2.0。"
      }
    },
    {
      "id": "e-collective-phase-control-fabric-pyproject-toml",
      "url": "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/pyproject.toml",
      "revision": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
      "observed_at": "2026-09-21",
      "locator": "Project version, scripts, Python requirements",
      "sha256": "3a4f8d81aecddf8d835baae203b3ae4a4e15a63d5571148f18fb5125156c31d3",
      "origin": "source_inspected",
      "claim": {
        "en": "Declared checkout metadata; distinct from release assets.",
        "ja": "チェックアウトの宣言メタデータ。リリース資産とは別。"
      }
    },
    {
      "id": "e-observable-agent-workflow-memory-readme-md",
      "url": "https://github.com/kadubon/observable-agent-workflow-memory/blob/414299d4d15b5de434f5fb1ccbb4ba17df9155ff/README.md",
      "revision": "414299d4d15b5de434f5fb1ccbb4ba17df9155ff",
      "observed_at": "2026-09-21",
      "locator": "Overview, interfaces, installation and boundaries",
      "sha256": "1e34021bb46421ced7125d1e23ca3e6473e2a85b3dae652ccaaafd7f38fbe5af",
      "origin": "source_inspected",
      "claim": {
        "en": "Promote verified procedures through evidence manifests and explicit promotion receipts.",
        "ja": "根拠目録と明示的な昇格受領証を通じ、検証済み手続きを記憶に昇格する。"
      }
    },
    {
      "id": "e-observable-agent-workflow-memory-docs-theory-mapping-md",
      "url": "https://github.com/kadubon/observable-agent-workflow-memory/blob/414299d4d15b5de434f5fb1ccbb4ba17df9155ff/docs/theory_mapping.md",
      "revision": "414299d4d15b5de434f5fb1ccbb4ba17df9155ff",
      "observed_at": "2026-09-21",
      "locator": "Contract and limitations",
      "sha256": "f4b53cf492cf49968d8e3de0330919628430606a945f3821e7a6eb042001b2c7",
      "origin": "source_inspected",
      "claim": {
        "en": "Procedural admissibility is not factual truth; no GitHub release was found. Source declares 0.1.0 beta.",
        "ja": "手続きの許容性は事実の真実性ではない。GitHubリリースは未確認。ソースの宣言は0.1.0 beta。"
      }
    },
    {
      "id": "e-observable-agent-workflow-memory-license",
      "url": "https://github.com/kadubon/observable-agent-workflow-memory/blob/414299d4d15b5de434f5fb1ccbb4ba17df9155ff/LICENSE",
      "revision": "414299d4d15b5de434f5fb1ccbb4ba17df9155ff",
      "observed_at": "2026-09-21",
      "locator": "License grant",
      "sha256": "4b2fe926998c207f8e64090068b2446dd08077a619dd89b3787d5bb519c4e36b",
      "origin": "source_inspected",
      "claim": {
        "en": "Software is licensed Apache-2.0.",
        "ja": "ソフトウェアはApache-2.0。"
      }
    },
    {
      "id": "e-observable-agent-workflow-memory-pyproject-toml",
      "url": "https://github.com/kadubon/observable-agent-workflow-memory/blob/414299d4d15b5de434f5fb1ccbb4ba17df9155ff/pyproject.toml",
      "revision": "414299d4d15b5de434f5fb1ccbb4ba17df9155ff",
      "observed_at": "2026-09-21",
      "locator": "Project version, scripts, Python requirements",
      "sha256": "575eeac45a0be3587f944464de93f795379762b6da27e99d7b276cba512edc19",
      "origin": "source_inspected",
      "claim": {
        "en": "Declared checkout metadata; distinct from release assets.",
        "ja": "チェックアウトの宣言メタデータ。リリース資産とは別。"
      }
    },
    {
      "id": "e-oasg-readme-md",
      "url": "https://github.com/kadubon/oasg/blob/7593f74b5d6a4701865dc97b079c3e725c4fd7ee/README.md",
      "revision": "7593f74b5d6a4701865dc97b079c3e725c4fd7ee",
      "observed_at": "2026-09-21",
      "locator": "Overview, interfaces, installation and boundaries",
      "sha256": "7d38028fcdf6626ff50c9e14a8f89d011e92ed034981607951915124b18e110f",
      "origin": "source_inspected",
      "claim": {
        "en": "Trial bounded local workflow-policy changes and promote only receipt-backed non-regression.",
        "ja": "有限の局所ワークフロー方策を試行し、受領証で裏付けた非劣化のみ昇格する。"
      }
    },
    {
      "id": "e-oasg-docs-architecture-md",
      "url": "https://github.com/kadubon/oasg/blob/7593f74b5d6a4701865dc97b079c3e725c4fd7ee/docs/architecture.md",
      "revision": "7593f74b5d6a4701865dc97b079c3e725c4fd7ee",
      "observed_at": "2026-09-21",
      "locator": "Contract and limitations",
      "sha256": "55bbb8dc902a26ec393a834b134d73cd0d1b4c15f3b285ef8978c1c943803119",
      "origin": "source_inspected",
      "claim": {
        "en": "Reference/alpha production status; changes workflow policy, not model weights. Runtime trials can execute local commands under host policy.",
        "ja": "参照実装・本番利用はAlpha。変更対象はモデル重みではなく方策。試行はホスト方針の下で局所コマンドを実行し得る。"
      }
    },
    {
      "id": "e-oasg-license",
      "url": "https://github.com/kadubon/oasg/blob/7593f74b5d6a4701865dc97b079c3e725c4fd7ee/LICENSE",
      "revision": "7593f74b5d6a4701865dc97b079c3e725c4fd7ee",
      "observed_at": "2026-09-21",
      "locator": "License grant",
      "sha256": "6fbe7126f73d042f5f3951032154a5f8bb85eab0cf56cda910f227d1e35d0ab0",
      "origin": "source_inspected",
      "claim": {
        "en": "Software is licensed Apache-2.0.",
        "ja": "ソフトウェアはApache-2.0。"
      }
    },
    {
      "id": "e-oasg-pyproject-toml",
      "url": "https://github.com/kadubon/oasg/blob/7593f74b5d6a4701865dc97b079c3e725c4fd7ee/pyproject.toml",
      "revision": "7593f74b5d6a4701865dc97b079c3e725c4fd7ee",
      "observed_at": "2026-09-21",
      "locator": "Project version, scripts, Python requirements",
      "sha256": "a468f2c8c43bc031343f009c3125026b0456784f6efdd794ce7f1b18688c03d4",
      "origin": "source_inspected",
      "claim": {
        "en": "Declared checkout metadata; distinct from release assets.",
        "ja": "チェックアウトの宣言メタデータ。リリース資産とは別。"
      }
    },
    {
      "id": "e-audit-closed-ai-scientist-readme-md",
      "url": "https://github.com/kadubon/audit-closed-ai-scientist/blob/1e844d1bca18d7bb298aa198e1250bb07bd7ea44/README.md",
      "revision": "1e844d1bca18d7bb298aa198e1250bb07bd7ea44",
      "observed_at": "2026-09-21",
      "locator": "Overview, interfaces, installation and boundaries",
      "sha256": "86deafdc64da364bb7271257323c4226af2918fd6e5706fedf5c72c30b235dd2",
      "origin": "source_inspected",
      "claim": {
        "en": "Benchmark adaptive scientific discovery with committed logs and sequential testing.",
        "ja": "コミット済みログと逐次検定で適応的科学発見をベンチマークする。"
      }
    },
    {
      "id": "e-audit-closed-ai-scientist-license",
      "url": "https://github.com/kadubon/audit-closed-ai-scientist/blob/1e844d1bca18d7bb298aa198e1250bb07bd7ea44/LICENSE",
      "revision": "1e844d1bca18d7bb298aa198e1250bb07bd7ea44",
      "observed_at": "2026-09-21",
      "locator": "License grant",
      "sha256": "1cfb87b1945680f4cd3236a8c05824e2f6a242a1a7bf66ada94ba6f783ccb0c9",
      "origin": "source_inspected",
      "claim": {
        "en": "Software is licensed Apache-2.0.",
        "ja": "ソフトウェアはApache-2.0。"
      }
    },
    {
      "id": "e-audit-closed-ai-scientist-pyproject-toml",
      "url": "https://github.com/kadubon/audit-closed-ai-scientist/blob/1e844d1bca18d7bb298aa198e1250bb07bd7ea44/pyproject.toml",
      "revision": "1e844d1bca18d7bb298aa198e1250bb07bd7ea44",
      "observed_at": "2026-09-21",
      "locator": "Project version, scripts, Python requirements",
      "sha256": "8e60b57eecac0ba6b6804f44c24297bdd532fea1674d823a481c828be6c8c5e8",
      "origin": "source_inspected",
      "claim": {
        "en": "Declared checkout metadata; distinct from release assets.",
        "ja": "チェックアウトの宣言メタデータ。リリース資産とは別。"
      }
    },
    {
      "id": "e-loscr-readme-md",
      "url": "https://github.com/kadubon/loscr/blob/334307b59a4870b90f6162705c793bb5615a555a/README.md",
      "revision": "334307b59a4870b90f6162705c793bb5615a555a",
      "observed_at": "2026-09-21",
      "locator": "Overview, interfaces, installation and boundaries",
      "sha256": "0ab33ed540f54eb8cbe89deb43e1965c17fa1aaafc3fa43dce56dd3d801dc3a7",
      "origin": "source_inspected",
      "claim": {
        "en": "Downgrade or quarantine strong R&D claims when replay, service, evaluator or dependency evidence fails.",
        "ja": "再生・サービス・評価・依存の根拠不足時に研究開発の強い主張を格下げ・隔離する。"
      }
    },
    {
      "id": "e-loscr-docs-theory-map-md",
      "url": "https://github.com/kadubon/loscr/blob/334307b59a4870b90f6162705c793bb5615a555a/docs/theory-map.md",
      "revision": "334307b59a4870b90f6162705c793bb5615a555a",
      "observed_at": "2026-09-21",
      "locator": "Contract and limitations",
      "sha256": "ffc933d34a24601d5a48b7233e2987c22a2281c37cd31d408b8815aee2fc3a2e",
      "origin": "source_inspected",
      "claim": {
        "en": "Structural claim checking requires external statistical premises. Even doctor may initialize local state.",
        "ja": "構造検査には外部の統計的前提が必要。doctorも局所状態を初期化し得る。"
      }
    },
    {
      "id": "e-loscr-license",
      "url": "https://github.com/kadubon/loscr/blob/334307b59a4870b90f6162705c793bb5615a555a/LICENSE",
      "revision": "334307b59a4870b90f6162705c793bb5615a555a",
      "observed_at": "2026-09-21",
      "locator": "License grant",
      "sha256": "0c96d235e85c26fedf1128e7dbf308605bd6d91d7a78145c37c595b3064c2037",
      "origin": "source_inspected",
      "claim": {
        "en": "Software is licensed Apache-2.0.",
        "ja": "ソフトウェアはApache-2.0。"
      }
    },
    {
      "id": "e-loscr-pyproject-toml",
      "url": "https://github.com/kadubon/loscr/blob/334307b59a4870b90f6162705c793bb5615a555a/pyproject.toml",
      "revision": "334307b59a4870b90f6162705c793bb5615a555a",
      "observed_at": "2026-09-21",
      "locator": "Project version, scripts, Python requirements",
      "sha256": "f8d590af6868d4a03723d5dc88a3b052d1c0f87d0ea51619ef46582e7fe9c4bf",
      "origin": "source_inspected",
      "claim": {
        "en": "Declared checkout metadata; distinct from release assets.",
        "ja": "チェックアウトの宣言メタデータ。リリース資産とは別。"
      }
    },
    {
      "id": "e-asi-proxy-phase-growth-simulator-readme-md",
      "url": "https://github.com/kadubon/asi-proxy-phase-growth-simulator/blob/24690a225c86fde2a24de4d9f93e2a282789b67d/README.md",
      "revision": "24690a225c86fde2a24de4d9f93e2a282789b67d",
      "observed_at": "2026-09-21",
      "locator": "Overview, interfaces, installation and boundaries",
      "sha256": "c568391751400f573934d1318ed08949d4963cf2ec432e6db0dfe5ace350a96e",
      "origin": "source_inspected",
      "claim": {
        "en": "Explore verification, resource, coordination and memory shocks in conditional scenarios.",
        "ja": "条件付きシナリオで検証・資源・調整・記憶の変動を探索する。"
      }
    },
    {
      "id": "e-asi-proxy-phase-growth-simulator-docs-model-reference-md",
      "url": "https://github.com/kadubon/asi-proxy-phase-growth-simulator/blob/24690a225c86fde2a24de4d9f93e2a282789b67d/docs/model-reference.md",
      "revision": "24690a225c86fde2a24de4d9f93e2a282789b67d",
      "observed_at": "2026-09-21",
      "locator": "Contract and limitations",
      "sha256": "96ca21b69b0ccaeef7dd86892a8f718d3a9c159f72390ec152b07aab347c8596",
      "origin": "source_inspected",
      "claim": {
        "en": "No world forecast, ASI date or probability; synthetic parameter choices are not measurements.",
        "ja": "世界予測・ASI到来日・確率は提供しない。合成パラメータは測定値ではない。"
      }
    },
    {
      "id": "e-asi-proxy-phase-growth-simulator-license",
      "url": "https://github.com/kadubon/asi-proxy-phase-growth-simulator/blob/24690a225c86fde2a24de4d9f93e2a282789b67d/LICENSE",
      "revision": "24690a225c86fde2a24de4d9f93e2a282789b67d",
      "observed_at": "2026-09-21",
      "locator": "License grant",
      "sha256": "ecb22ee749d3c97d73f60644cef0f07b94ef7c7559ef550dfaac22ec656159b9",
      "origin": "source_inspected",
      "claim": {
        "en": "Software is licensed Apache-2.0.",
        "ja": "ソフトウェアはApache-2.0。"
      }
    },
    {
      "id": "e-asi-proxy-phase-growth-simulator-pyproject-toml",
      "url": "https://github.com/kadubon/asi-proxy-phase-growth-simulator/blob/24690a225c86fde2a24de4d9f93e2a282789b67d/pyproject.toml",
      "revision": "24690a225c86fde2a24de4d9f93e2a282789b67d",
      "observed_at": "2026-09-21",
      "locator": "Project version, scripts, Python requirements",
      "sha256": "e78aacd28d61a5bd24e201533d875c149af2231553e0f68d45713aa4bf3fe151",
      "origin": "source_inspected",
      "claim": {
        "en": "Declared checkout metadata; distinct from release assets.",
        "ja": "チェックアウトの宣言メタデータ。リリース資産とは別。"
      }
    },
    {
      "id": "e-asi-proxy-phase-skill-readme-md",
      "url": "https://github.com/kadubon/asi-proxy-phase-skill/blob/5706214a9a3d5e194f371f8ccc2eb71132f82270/README.md",
      "revision": "5706214a9a3d5e194f371f8ccc2eb71132f82270",
      "observed_at": "2026-09-21",
      "locator": "Overview, interfaces, installation and boundaries",
      "sha256": "e1baef7017312787117a13c1fb3accd2dcef1e0deb6254c7236a3aff8e79d014",
      "origin": "source_inspected",
      "claim": {
        "en": "An installable skill supplies evidence-gated discovery and bounded intervention guidance.",
        "ja": "インストール可能なスキルが、根拠を条件とした探索と有限介入の手引きを提供する。"
      }
    },
    {
      "id": "e-asi-proxy-phase-skill-license",
      "url": "https://github.com/kadubon/asi-proxy-phase-skill/blob/5706214a9a3d5e194f371f8ccc2eb71132f82270/LICENSE",
      "revision": "5706214a9a3d5e194f371f8ccc2eb71132f82270",
      "observed_at": "2026-09-21",
      "locator": "License grant",
      "sha256": "7eff8ffa17ec9fd437bc54df711c0c5e46c5e04d33841faf537e361e9045ae8b",
      "origin": "source_inspected",
      "claim": {
        "en": "Software is licensed Apache-2.0.",
        "ja": "ソフトウェアはApache-2.0。"
      }
    },
    {
      "id": "e-asi-proxy-phase-skill-pyproject-toml",
      "url": "https://github.com/kadubon/asi-proxy-phase-skill/blob/5706214a9a3d5e194f371f8ccc2eb71132f82270/pyproject.toml",
      "revision": "5706214a9a3d5e194f371f8ccc2eb71132f82270",
      "observed_at": "2026-09-21",
      "locator": "Project version, scripts, Python requirements",
      "sha256": "a66532e76c0de4db66639aca9001b079deee77fbb6bc9d19b54869930f4a38e1",
      "origin": "source_inspected",
      "claim": {
        "en": "Declared checkout metadata; distinct from release assets.",
        "ja": "チェックアウトの宣言メタデータ。リリース資産とは別。"
      }
    },
    {
      "id": "e-alt-foundry-kernel-docs-reuse-interchange-md",
      "url": "https://github.com/kadubon/alt-foundry-kernel/blob/e0296486bb568fdeeda449dada3bc67753ddfe7f/docs/reuse-interchange.md",
      "revision": "e0296486bb568fdeeda449dada3bc67753ddfe7f",
      "observed_at": "2026-09-21",
      "locator": "Version-bound mappings and unsupported obligations",
      "sha256": "4545bb5f64f1cd1c84f8da45cc8ba86951975d939d6bb784c95dda4b27c2ad75",
      "origin": "source_inspected",
      "claim": {
        "en": "Documented interface subset; upstream execution reports are attributed, not rerun.",
        "ja": "記述されたインターフェースの部分集合。上流の実行報告は帰属を明示し、再実行していない。"
      }
    },
    {
      "id": "e-verification-ecology-kit-docs-capacity-interchange-md",
      "url": "https://github.com/kadubon/verification-ecology-kit/blob/4008e311ceb16edd6e74d9f71341a90120c0d046/docs/capacity_interchange.md",
      "revision": "4008e311ceb16edd6e74d9f71341a90120c0d046",
      "observed_at": "2026-09-21",
      "locator": "Version-bound mappings and unsupported obligations",
      "sha256": "46042bdb1896db684868301a9a851351a6e9ee172fd2e45d41b834a7eea17dd9",
      "origin": "source_inspected",
      "claim": {
        "en": "Documented interface subset; upstream execution reports are attributed, not rerun.",
        "ja": "記述されたインターフェースの部分集合。上流の実行報告は帰属を明示し、再実行していない。"
      }
    },
    {
      "id": "e-cait-certificate-schema-docs-interchange-md",
      "url": "https://github.com/kadubon/cait-certificate-schema/blob/0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7/docs/interchange.md",
      "revision": "0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7",
      "observed_at": "2026-09-21",
      "locator": "Version-bound mappings and unsupported obligations",
      "sha256": "dad195ad4a34c491fc301b04eaaa8b916f13e3a32e8db0e71c51510e4994c851",
      "origin": "source_inspected",
      "claim": {
        "en": "Documented interface subset; upstream execution reports are attributed, not rerun.",
        "ja": "記述されたインターフェースの部分集合。上流の実行報告は帰属を明示し、再実行していない。"
      }
    },
    {
      "id": "e-collective-capability-runtime-docs-verified-growth-interchange-md",
      "url": "https://github.com/kadubon/collective-capability-runtime/blob/3b4702454f732c7a0a9f30d87483384dc8a281eb/docs/verified-growth-interchange.md",
      "revision": "3b4702454f732c7a0a9f30d87483384dc8a281eb",
      "observed_at": "2026-09-21",
      "locator": "Version-bound mappings and unsupported obligations",
      "sha256": "99b161587e41b3c93b49f354cacb3c3eee4bf0a38d34b240f9b211c5d4a4e6bf",
      "origin": "source_inspected",
      "claim": {
        "en": "Documented interface subset; upstream execution reports are attributed, not rerun.",
        "ja": "記述されたインターフェースの部分集合。上流の実行報告は帰属を明示し、再実行していない。"
      }
    },
    {
      "id": "e-collective-capability-runtime-interop-pic-md",
      "url": "https://github.com/kadubon/collective-capability-runtime/blob/3b4702454f732c7a0a9f30d87483384dc8a281eb/INTEROP_PIC.md",
      "revision": "3b4702454f732c7a0a9f30d87483384dc8a281eb",
      "observed_at": "2026-09-21",
      "locator": "Version-bound mappings and unsupported obligations",
      "sha256": "85f23fe683ddadb54b0b373ac35cf62ecf6dd982079b6a787ca7273400aac31f",
      "origin": "source_inspected",
      "claim": {
        "en": "Documented interface subset; upstream execution reports are attributed, not rerun.",
        "ja": "記述されたインターフェースの部分集合。上流の実行報告は帰属を明示し、再実行していない。"
      }
    },
    {
      "id": "e-collective-phase-control-fabric-docs-adapters-md",
      "url": "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/docs/adapters.md",
      "revision": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
      "observed_at": "2026-09-21",
      "locator": "Version-bound mappings and unsupported obligations",
      "sha256": "b433d45321e6179d2feae7cda9b6e3f833033f981dfd2b386ae29f5714657e76",
      "origin": "source_inspected",
      "claim": {
        "en": "Documented interface subset; upstream execution reports are attributed, not rerun.",
        "ja": "記述されたインターフェースの部分集合。上流の実行報告は帰属を明示し、再実行していない。"
      }
    },
    {
      "id": "e-collective-phase-control-fabric-docs-growth-research-mapping-md",
      "url": "https://github.com/kadubon/collective-phase-control-fabric/blob/340b4899d5b0892e06d7d2c1ab1f1d48df15e981/docs/growth-research-mapping.md",
      "revision": "340b4899d5b0892e06d7d2c1ab1f1d48df15e981",
      "observed_at": "2026-09-21",
      "locator": "Version-bound mappings and unsupported obligations",
      "sha256": "ce96174db5346f75fea5135fea2da3acb3b750d020e671b2ad575cf242cca1ce",
      "origin": "source_inspected",
      "claim": {
        "en": "Documented interface subset; upstream execution reports are attributed, not rerun.",
        "ja": "記述されたインターフェースの部分集合。上流の実行報告は帰属を明示し、再実行していない。"
      }
    },
    {
      "id": "e-observable-agent-workflow-memory-docs-theory-sources-md",
      "url": "https://github.com/kadubon/observable-agent-workflow-memory/blob/414299d4d15b5de434f5fb1ccbb4ba17df9155ff/docs/theory_sources.md",
      "revision": "414299d4d15b5de434f5fb1ccbb4ba17df9155ff",
      "observed_at": "2026-09-21",
      "locator": "Version-bound mappings and unsupported obligations",
      "sha256": "9be75d889b409bd0d01d16c458f540236b66f86c5ea2138907b5e7bfd0d8bc15",
      "origin": "source_inspected",
      "claim": {
        "en": "Documented interface subset; upstream execution reports are attributed, not rerun.",
        "ja": "記述されたインターフェースの部分集合。上流の実行報告は帰属を明示し、再実行していない。"
      }
    },
    {
      "id": "e-alt-foundry-kernel-src-alt-foundry-kernel-reuse-fixtures-companions-manifest-json",
      "url": "https://github.com/kadubon/alt-foundry-kernel/blob/e0296486bb568fdeeda449dada3bc67753ddfe7f/src/alt_foundry_kernel/reuse/fixtures/companions/manifest.json",
      "revision": "e0296486bb568fdeeda449dada3bc67753ddfe7f",
      "observed_at": "2026-09-21",
      "locator": "Pinned producer versions and source hashes",
      "sha256": "48e571ee94d0174e22ccc9b8e72c58347ac556615ba0fb0d475de3f9b7dc527f",
      "origin": "source_inspected",
      "claim": {
        "en": "Fixture manifest inspected; not an independent execution of native adapters.",
        "ja": "固定した生成元・ハッシュを確認。ネイティブアダプタの独立実行ではない。"
      }
    },
    {
      "id": "e-cait-certificate-schema-src-cait-schema-accounting-fixtures-companions-manifest-json",
      "url": "https://github.com/kadubon/cait-certificate-schema/blob/0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7/src/cait_schema/accounting/fixtures/companions/manifest.json",
      "revision": "0ecb3afd2ea1d99cedcabd7a9e01e405ae1808a7",
      "observed_at": "2026-09-21",
      "locator": "Pinned producer versions and source hashes",
      "sha256": "0b843c7c2107e6eab3ef0627555602ad4069973c8c0ce06707d9889f83e75662",
      "origin": "source_inspected",
      "claim": {
        "en": "Fixture manifest inspected; not an independent execution of native adapters.",
        "ja": "固定した生成元・ハッシュを確認。ネイティブアダプタの独立実行ではない。"
      }
    },
    {
      "id": "e-collective-capability-runtime-examples-verified-growth-interchange-sources-json",
      "url": "https://github.com/kadubon/collective-capability-runtime/blob/3b4702454f732c7a0a9f30d87483384dc8a281eb/examples/verified_growth/interchange/sources.json",
      "revision": "3b4702454f732c7a0a9f30d87483384dc8a281eb",
      "observed_at": "2026-09-21",
      "locator": "Pinned producer versions and source hashes",
      "sha256": "7c850536de8834d8d3ed5a80b9ff752f519e87c8c3160f88509bc934a5762e73",
      "origin": "source_inspected",
      "claim": {
        "en": "Fixture manifest inspected; not an independent execution of native adapters.",
        "ja": "固定した生成元・ハッシュを確認。ネイティブアダプタの独立実行ではない。"
      }
    },
    {
      "id": "e-alt-release",
      "url": "https://github.com/kadubon/alt-foundry-kernel/blob/e0296486bb568fdeeda449dada3bc67753ddfe7f/docs/release-v0.5.0.md",
      "revision": "e0296486bb568fdeeda449dada3bc67753ddfe7f",
      "observed_at": "2026-09-21",
      "locator": "Verified public delivery / test_native_pinned_companions_offline",
      "sha256": "8e5a7bf61273967c22b528b38a911e3f070e175c346cad3ec14e9a49b2db1a89",
      "origin": "upstream_reported",
      "claim": {
        "en": "Upstream reports native pinned installed-artifact checks in GitHub Actions and public asset qualification; not executed by this index.",
        "ja": "上流の公開成果物検証報告・ネイティブ検査ソースを確認。索引作業では再実行していない。"
      }
    },
    {
      "id": "e-alt-native-test",
      "url": "https://github.com/kadubon/alt-foundry-kernel/blob/e0296486bb568fdeeda449dada3bc67753ddfe7f/tests/test_reuse_integration.py",
      "revision": "e0296486bb568fdeeda449dada3bc67753ddfe7f",
      "observed_at": "2026-09-21",
      "locator": "Verified public delivery / test_native_pinned_companions_offline",
      "sha256": "5f3c72d159909fb67d38475e8124054f4971714effa7144743953466a4fe7a84",
      "origin": "source_inspected",
      "claim": {
        "en": "Source test blocks sockets and asserts native CAIT check and forged-guarantee rejection; conditional dependency skips are visible.",
        "ja": "上流の公開成果物検証報告・ネイティブ検査ソースを確認。索引作業では再実行していない。"
      }
    },
    {
      "id": "e-routing-cmgl-readme-md",
      "url": "https://github.com/kadubon/certified-memory-governance-layer/blob/2fc49b4df7bbe4a23265b8b2372432711740d00b/README.md",
      "revision": "2fc49b4df7bbe4a23265b8b2372432711740d00b",
      "observed_at": "2026-09-24",
      "locator": "README.md",
      "sha256": "6daef955d7ee725cc7f77962a77ccbe09a53d2ac4923485c9d6f073a0885fa56",
      "origin": "source_inspected",
      "claim": {
        "en": "Gate memory writes and retrieval using current versions, authority receipts, tombstones and contamination lanes.",
        "ja": "記憶の書込み・検索結果を、現行版・権限受領証・廃止履歴・汚染区分で制御する。"
      }
    },
    {
      "id": "e-routing-cmgl-docs-proof-obligations-md",
      "url": "https://github.com/kadubon/certified-memory-governance-layer/blob/2fc49b4df7bbe4a23265b8b2372432711740d00b/docs/proof-obligations.md",
      "revision": "2fc49b4df7bbe4a23265b8b2372432711740d00b",
      "observed_at": "2026-09-24",
      "locator": "docs/proof-obligations.md",
      "sha256": "d60f578a3d78d808cc8f830be881dd4f02e0514e9aff448ed4d5732308770139",
      "origin": "source_inspected",
      "claim": {
        "en": "Procedural admissibility only; no factual truth, model unlearning, backend deletion guarantee or prompt-injection immunity. Optional adapters remain application-owned.",
        "ja": "手続き上の許容性のみ。事実の真実性、モデルの学習解除、バックエンドの完全消去、注入攻撃への免疫は保証しない。外部アダプタの運用はアプリ側が担う。"
      }
    },
    {
      "id": "e-routing-cmgl-license",
      "url": "https://github.com/kadubon/certified-memory-governance-layer/blob/2fc49b4df7bbe4a23265b8b2372432711740d00b/LICENSE",
      "revision": "2fc49b4df7bbe4a23265b8b2372432711740d00b",
      "observed_at": "2026-09-24",
      "locator": "LICENSE",
      "sha256": "0e82c030c53a6dfc70fe2cf590e6b358329d328d98412775ad8ede4bfac07020",
      "origin": "source_inspected",
      "claim": {
        "en": "Apache-2.0 license text inspected.",
        "ja": "Apache-2.0のライセンス本文を確認。"
      }
    },
    {
      "id": "e-routing-cmgl-pyproject-toml",
      "url": "https://github.com/kadubon/certified-memory-governance-layer/blob/2fc49b4df7bbe4a23265b8b2372432711740d00b/pyproject.toml",
      "revision": "2fc49b4df7bbe4a23265b8b2372432711740d00b",
      "observed_at": "2026-09-24",
      "locator": "pyproject.toml",
      "sha256": "7142860f1cd674780cd206234824efd9420de4a570782ee8d0b7ce96967bd64f",
      "origin": "source_inspected",
      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
      }
    },
    {
      "id": "e-routing-cmgl-docs-current-view-md",
      "url": "https://github.com/kadubon/certified-memory-governance-layer/blob/2fc49b4df7bbe4a23265b8b2372432711740d00b/docs/current-view.md",
      "revision": "2fc49b4df7bbe4a23265b8b2372432711740d00b",
      "observed_at": "2026-09-24",
      "locator": "docs/current-view.md",
      "sha256": "39f49781f863af9bd7b62b0d194d22ac400d8a4540828bad847759bdea6a7581",
      "origin": "source_inspected",
      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
      }
    },
    {
      "id": "e-routing-cmgl-tests-test-compression-py",
      "url": "https://github.com/kadubon/certified-memory-governance-layer/blob/2fc49b4df7bbe4a23265b8b2372432711740d00b/tests/test_compression.py",
      "revision": "2fc49b4df7bbe4a23265b8b2372432711740d00b",
      "observed_at": "2026-09-24",
      "locator": "tests/test_compression.py",
      "sha256": "d2010fe1fa95c5f913b33345dc530e569194a3e12f5d7d78e284cbae7ccf89ff",
      "origin": "source_inspected",
      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
      }
    },
    {
      "id": "e-routing-memoryflow-readme-md",
      "url": "https://github.com/kadubon/memoryflow-agent-memory-auditor/blob/c8ee3f4c81f5303535ba2d2e9882c409f05e641e/README.md",
      "revision": "c8ee3f4c81f5303535ba2d2e9882c409f05e641e",
      "observed_at": "2026-09-24",
      "locator": "README.md",
      "sha256": "c20192c18d7871033e8fb7386d6674789f89754f410ccb700d9a7b328e2a7f0f",
      "origin": "source_inspected",
      "claim": {
        "en": "Audit declared memory telemetry for stale, deleted or superseded use, correction latency and non-comparable metrics.",
        "ja": "宣言された記憶テレメトリから、古い・削除済み・置換済み記憶の使用、修正遅延、比較不能な指標を監査する。"
      }
    },
    {
      "id": "e-routing-memoryflow-docs-conformance-profiles-md",
      "url": "https://github.com/kadubon/memoryflow-agent-memory-auditor/blob/c8ee3f4c81f5303535ba2d2e9882c409f05e641e/docs/conformance-profiles.md",
      "revision": "c8ee3f4c81f5303535ba2d2e9882c409f05e641e",
      "observed_at": "2026-09-24",
      "locator": "docs/conformance-profiles.md",
      "sha256": "cdc3dd2572810039354fb5407c2d6c1a6c7dd8200a4ebdcf48cd863f22275dd1",
      "origin": "source_inspected",
      "claim": {
        "en": "Cannot observe silent backend changes, fabricated events or source truth. Auditing deletion telemetry does not erase memory or model weights.",
        "ja": "未記録のストア変更、捏造事象、情報源の真偽は判定できない。削除記録の監査は記憶やモデル重みの消去ではない。"
      }
    },
    {
      "id": "e-routing-memoryflow-license",
      "url": "https://github.com/kadubon/memoryflow-agent-memory-auditor/blob/c8ee3f4c81f5303535ba2d2e9882c409f05e641e/LICENSE",
      "revision": "c8ee3f4c81f5303535ba2d2e9882c409f05e641e",
      "observed_at": "2026-09-24",
      "locator": "LICENSE",
      "sha256": "278f14359a2c6da12b7140acc5df5fb68386b0809a8dfaa8a726b53e63ff2107",
      "origin": "source_inspected",
      "claim": {
        "en": "Apache-2.0 license text inspected.",
        "ja": "Apache-2.0のライセンス本文を確認。"
      }
    },
    {
      "id": "e-routing-memoryflow-pyproject-toml",
      "url": "https://github.com/kadubon/memoryflow-agent-memory-auditor/blob/c8ee3f4c81f5303535ba2d2e9882c409f05e641e/pyproject.toml",
      "revision": "c8ee3f4c81f5303535ba2d2e9882c409f05e641e",
      "observed_at": "2026-09-24",
      "locator": "pyproject.toml",
      "sha256": "eac4adffb181f7fbc3a684c242347724a5219dc5797660fadd56a41e5a95c35e",
      "origin": "source_inspected",
      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
      }
    },
    {
      "id": "e-routing-memoryflow-docs-event-schema-md",
      "url": "https://github.com/kadubon/memoryflow-agent-memory-auditor/blob/c8ee3f4c81f5303535ba2d2e9882c409f05e641e/docs/event-schema.md",
      "revision": "c8ee3f4c81f5303535ba2d2e9882c409f05e641e",
      "observed_at": "2026-09-24",
      "locator": "docs/event-schema.md",
      "sha256": "a12c07e560fe386872f67d50b33233a228171eea72f769159f0717f6a6728911",
      "origin": "source_inspected",
      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
      }
    },
    {
      "id": "e-routing-memoryflow-tests-unit-test-verifier-profiles-py",
      "url": "https://github.com/kadubon/memoryflow-agent-memory-auditor/blob/c8ee3f4c81f5303535ba2d2e9882c409f05e641e/tests/unit/test_verifier_profiles.py",
      "revision": "c8ee3f4c81f5303535ba2d2e9882c409f05e641e",
      "observed_at": "2026-09-24",
      "locator": "tests/unit/test_verifier_profiles.py",
      "sha256": "b44f296268d5083bed6071f1cdbdcd17a48d7239bec1d366501f44ebf95b6e5f",
      "origin": "source_inspected",
      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
      }
    },
    {
      "id": "e-routing-pfg-readme-md",
      "url": "https://github.com/kadubon/problem-frame-gate/blob/9449b338c4c8b959878704a48b2f16e291e2dfb8/README.md",
      "revision": "9449b338c4c8b959878704a48b2f16e291e2dfb8",
      "observed_at": "2026-09-24",
      "locator": "README.md",
      "sha256": "d602f5ee66c0af78b97dbf69e40560d95b135531f2c72e023877b5a6b95d4265",
      "origin": "source_inspected",
      "claim": {
        "en": "Check finite action authority and atomically commit a five-row gate bundle before a separately controlled outbox dispatcher.",
        "ja": "有限の行為権限を検査し、別管理の送信処理に先立ち5行のゲート束を原子的に記録する。"
      }
    },
    {
      "id": "e-routing-pfg-docs-operations-md",
      "url": "https://github.com/kadubon/problem-frame-gate/blob/9449b338c4c8b959878704a48b2f16e291e2dfb8/docs/operations.md",
      "revision": "9449b338c4c8b959878704a48b2f16e291e2dfb8",
      "observed_at": "2026-09-24",
      "locator": "docs/operations.md",
      "sha256": "dc6bcf002f0581d4a5c26d81bcc5e51386df7a1628ebeaa57f17e043530f23a1",
      "origin": "source_inspected",
      "claim": {
        "en": "Finite audit consistency is not OAuth infrastructure, external truth, physical outcome or exactly-once delivery. Deployment owns identities, durable storage, actuator monitoring and incident response.",
        "ja": "有限の監査整合性はOAuth基盤、外界の真実、物理的成果、厳密な一度限りの配信ではない。識別・永続化・実行監視・事故対応は運用側の責任。"
      }
    },
    {
      "id": "e-routing-pfg-license",
      "url": "https://github.com/kadubon/problem-frame-gate/blob/9449b338c4c8b959878704a48b2f16e291e2dfb8/LICENSE",
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      "origin": "source_inspected",
      "claim": {
        "en": "Apache-2.0 license text inspected.",
        "ja": "Apache-2.0のライセンス本文を確認。"
      }
    },
    {
      "id": "e-routing-pfg-pyproject-toml",
      "url": "https://github.com/kadubon/problem-frame-gate/blob/9449b338c4c8b959878704a48b2f16e291e2dfb8/pyproject.toml",
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      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
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    },
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      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
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    },
    {
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      "origin": "source_inspected",
      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
      }
    },
    {
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      "origin": "source_inspected",
      "claim": {
        "en": "Separate claimed completion from finite support, checked finality, unresolved obligations and environment changes.",
        "ja": "完了の自己申告を、有限の支持根拠・検査済み最終性・未解決義務・環境変更から区別する。"
      }
    },
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      "claim": {
        "en": "A checked ledger is not a truth oracle or external outcome. Structural migration cannot invent evidence; project-specific modes and freshness policies remain necessary.",
        "ja": "検査済み台帳は真実の判定器でも外界の成果でもない。構造移行は根拠を作らず、用途別のモードと鮮度方針が必要。"
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    },
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      "origin": "source_inspected",
      "claim": {
        "en": "Apache-2.0 license text inspected.",
        "ja": "Apache-2.0のライセンス本文を確認。"
      }
    },
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        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
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    },
    {
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        "en": "Source inspected for the bounded routing review; no native execution.",
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    },
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    },
    {
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      "claim": {
        "en": "Inspect positive/negative synthetic controls and near misses for authority, evidence scope, residuals and repeated model decisions.",
        "ja": "権限・根拠範囲・残余・反復判断を扱う合成の陽性・陰性対照と境界事例を調べる。"
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    },
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      "claim": {
        "en": "Fixtures and validators were co-developed. Cumulative conditions do not isolate causal effects. Compatibility adapters do not establish equivalence with PIC/FOST/PFG/CCR; no real-world safety or generalization claim.",
        "ja": "フィクスチャと検査器は同時に開発された。累積条件では因果効果を分離できず、互換用アダプタはPIC・FOST・PFG・CCRとの同等性を証明しない。実世界の安全性・一般化は主張しない。"
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        "ja": "Apache-2.0のライセンス本文を確認。"
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    },
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    },
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        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
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    },
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      "claim": {
        "en": "Examine retry, review cost and escalation load using bounded coding tasks and explicit claim margins.",
        "ja": "限定されたコード修正課題と主張余裕を用い、再試行・レビュー費用・エスカレーション負荷を調べる。"
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      "claim": {
        "en": "Twelve synthetic tasks, one logged run per actual model, and scripted costly review do not measure human approval fatigue or establish production readiness. Positive comparative oversight claims remain fail-closed in the reported setup.",
        "ja": "合成12課題、各実モデル1回の記録、スクリプトによる高費用レビューは、人間の承認疲労の実測でも本番適性の証明でもない。報告設定の比較優位は保守的に未確立。"
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      "origin": "source_inspected",
      "claim": {
        "en": "Apache-2.0 license text inspected.",
        "ja": "Apache-2.0のライセンス本文を確認。"
      }
    },
    {
      "id": "e-routing-oversight-report-workflow-oversight-report-md",
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      "claim": {
        "en": "Source inspected for the bounded routing review; no native execution.",
        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
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    },
    {
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        "ja": "限定された経路レビューのためソースを確認。ネイティブ実行なし。"
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    {
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    {
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    {
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    {
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    {
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      "reason": "Outside this finite collective-capability selection after metadata screening."
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      "reason": "Included for collective-coordination"
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      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2026-03-08-search-stability-under-finite-context-a-minimal--18905242",
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      "reason": "Outside this finite collective-capability selection after metadata screening."
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      "reason": "Outside this finite collective-capability selection after metadata screening."
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      "reason": "Outside this finite collective-capability selection after metadata screening."
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      "reason": "Included for reusable-abstraction"
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      "reason": "Included for verification-capacity"
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    {
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      "reason": "Relevant search match; full-text scope review deferred. No inclusion or implementation inferred."
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    {
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    {
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      "decision": "unresolved",
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      "reason": "Outside this finite collective-capability selection after metadata screening."
    },
    {
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-07-31-the-logic-of-stable-existence-a-proposal-for-you-16623941",
      "decision": "unresolved",
      "review_depth": "catalogue_title_abstract_keywords",
      "reason": "Relevant search match; full-text scope review deferred. No inclusion or implementation inferred."
    },
    {
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-07-31-beyond-linguistic-description-a-roadmap-to-post--16633860",
      "decision": "excluded",
      "review_depth": "catalogue_title_abstract_keywords",
      "reason": "Outside this finite collective-capability selection after metadata screening."
    },
    {
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-07-31-a-computational-framework-for-growth-based-intel-16625104",
      "decision": "excluded",
      "review_depth": "catalogue_title_abstract_keywords",
      "reason": "Outside this finite collective-capability selection after metadata screening."
    },
    {
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-07-31-a-computational-framework-for-growth-based-intel-16625633",
      "decision": "excluded",
      "review_depth": "catalogue_title_abstract_keywords",
      "reason": "Outside this finite collective-capability selection after metadata screening."
    },
    {
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-07-28-collective-autonomous-adaptive-intelligence-caai-16518769",
      "decision": "unresolved",
      "review_depth": "catalogue_title_abstract_keywords",
      "reason": "Relevant search match; full-text scope review deferred. No inclusion or implementation inferred."
    },
    {
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-07-25-computational-autopoiesis-a-new-architecture-for-16416998",
      "decision": "excluded",
      "review_depth": "catalogue_title_abstract_keywords",
      "reason": "Outside this finite collective-capability selection after metadata screening."
    },
    {
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-07-25-a-unified-theory-for-self-organizing-intelligenc-16417279",
      "decision": "excluded",
      "review_depth": "catalogue_title_abstract_keywords",
      "reason": "Outside this finite collective-capability selection after metadata screening."
    },
    {
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-07-25-a-unified-framework-for-self-organizing-intellig-16420862",
      "decision": "unresolved",
      "review_depth": "catalogue_title_abstract_keywords",
      "reason": "Relevant search match; full-text scope review deferred. No inclusion or implementation inferred."
    },
    {
      "source_catalog_id": "https://kadubon.github.io/github.io/works.html#pub-2025-07-25-a-category-theoretic-framework-for-a-self-organi-16417130",
      "decision": "excluded",
      "review_depth": "catalogue_title_abstract_keywords",
      "reason": "Outside this finite collective-capability selection after metadata screening."
    },
    {
      "source_catalog_id": "kadubon/collective-phase-control-fabric",
      "decision": "core",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/cait-certificate-schema",
      "decision": "core",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/verification-ecology-kit",
      "decision": "core",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/collective-capability-runtime",
      "decision": "core",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/github.io",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/paper-tex-backup",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/percolation-inversion-compiler",
      "decision": "core",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/audit-closed-ai-scientist",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/agent-trust-residual-benchmark",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "2026-09-24: Inspect positive/negative synthetic controls and near misses for authority, evidence scope, residuals and repeated model decisions. Boundary: Fixtures and validators were co-developed. Cumulative conditions do not isolate causal effects. Compatibility adapters do not establish equivalence with PIC/FOST/PFG/CCR; no real-world safety or generalization claim."
    },
    {
      "source_catalog_id": "kadubon/certified-memory-governance-layer",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "2026-09-24: Gate memory writes and retrieval using current versions, authority receipts, tombstones and contamination lanes. Boundary: Procedural admissibility only; no factual truth, model unlearning, backend deletion guarantee or prompt-injection immunity. Optional adapters remain application-owned."
    },
    {
      "source_catalog_id": "kadubon/asi-proxy-phase-skill",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/memoryflow-agent-memory-auditor",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "2026-09-24: Audit declared memory telemetry for stale, deleted or superseded use, correction latency and non-comparable metrics. Boundary: Cannot observe silent backend changes, fabricated events or source truth. Auditing deletion telemetry does not erase memory or model weights."
    },
    {
      "source_catalog_id": "kadubon/certified-local-participation-gate",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/asi-proxy-phase-growth-simulator",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/future-claim-certifier",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/percolation-inversion-compiler-ts",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/fost-agent-ledger",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "2026-09-24: Separate claimed completion from finite support, checked finality, unresolved obligations and environment changes. Boundary: A checked ledger is not a truth oracle or external outcome. Structural migration cannot invent evidence; project-specific modes and freshness policies remain necessary."
    },
    {
      "source_catalog_id": "kadubon/problem-frame-gate",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "2026-09-24: Check finite action authority and atomically commit a five-row gate bundle before a separately controlled outbox dispatcher. Boundary: Finite audit consistency is not OAuth infrastructure, external truth, physical outcome or exactly-once delivery. Deployment owns identities, durable storage, actuator monitoring and incident response."
    },
    {
      "source_catalog_id": "kadubon/pic-openclaw-skill",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/no-meta-standing-ledger",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/pic-local-llm-phase-experiment",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/alt-foundry-kernel",
      "decision": "core",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/cgt-ledgered-scientific-availability",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/cgt-bandwidth-dynamics",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/cgt-availability",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/cgt-marker",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/oasg",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/cimt-kernel",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/certified-workflow-conversion",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/observable-agent-workflow-memory",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/frontier-transfer-certifier",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/ai-real-economy-bottleneck-simulator",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/loscr",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "Direct bounded role in the problem routes."
    },
    {
      "source_catalog_id": "kadubon/no-meta-authority-runtime",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/long-running-AI-agent-PoC",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/no-meta-observable-invention-poc",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/record-absence-poc",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/semantic-translation-contracts-poc",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/agent-lifecycle-certification-poc",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/sovereign-epistemic-commons-poc",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/rsi-yardstick-drift-poc",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/split-inference-bench",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/search-stability-lab",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/Proof-Carrying-Skills--PCS-Core-",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/observable-replay-lab",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/Oversight-Centered-Metrology-PoC",
      "decision": "supporting",
      "review_depth": "readme_contract_license_interfaces",
      "reason": "2026-09-24: Examine retry, review cost and escalation load using bounded coding tasks and explicit claim margins. Boundary: Twelve synthetic tasks, one logged run per actual model, and scripted costly review do not measure human approval fatigue or establish production readiness. Positive comparative oversight claims remain fail-closed in the reported setup."
    },
    {
      "source_catalog_id": "kadubon/no-meta-drift-papers",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/bottleneck-audit-toolkit",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/Benevolent-Propagation-spec",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/UniverseModel",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/AIconsciousness",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/WisdomWeaver",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/ASI",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    },
    {
      "source_catalog_id": "kadubon/GEAR",
      "decision": "excluded",
      "review_depth": "catalogue_description_topics_release_metadata",
      "reason": "Not selected in this initial bounded map; may support adjacent framing, governance or evaluation. Exclusion is not a quality judgment."
    }
  ],
  "identity_issues": [
    {
      "source": "Boundary Exchange / viability",
      "status": "unresolved",
      "reason": "No exact Boundary Exchange title/DOI in the scanned catalogue. Do not invent a paper identity."
    },
    {
      "source": "CGT bandwidth / availability / comparability supplements",
      "status": "unresolved",
      "reason": "Distinct TeX manuscripts exist in the source archive, but only the canonical CGT work is a distinct local catalogue record. Do not collapse supplements or invent DOI bindings."
    },
    {
      "source": "OASG 10.5281/zenodo.20107661",
      "status": "resolved_software_kind",
      "reason": "DataCite classifies this as Software, matching works.html. Included through the repository, excluded from paper bibliography."
    },
    {
      "source": "10.5281/zenodo.20199440",
      "status": "concept_record_date_discrepancy",
      "reason": "CGT concept/series DOI has multiple HasVersion records. Existing catalogue first-publication date is 2026-05-15; current DataCite Issued date is 2026-05-28. The exact version binding of the inspected TeX is unresolved. Bibliography includes only verified title/author/year/DOI; it does not claim the DOI identifies these exact source bytes."
    }
  ],
  "scanned_counts": {
    "research_records": 233,
    "repositories": 54
  },
  "agent_routing": {
    "authority": "Advisory metadata under consuming host policy; no execution authority.",
    "query_matching": "NFKC, casefold, curly quote folding, whitespace collapse and trailing ?/! removal; exact canonical ID, bilingual question/symptom/alias or legacy query only. No substring, fuzzy or embedding inference. Unknown or explicitly unresolved queries return no route.",
    "no_match": "null; consult unresolved_intents or related problems manually; never infer execution authority, truth, settlement, production readiness or AGI/ASI detection.",
    "problem_ids": [
      "completion-and-outcome",
      "retry-recovery",
      "production-reliability",
      "adaptation",
      "tool-routing",
      "version-and-dependency-drift",
      "interchange",
      "distribution-shift",
      "reuse",
      "memory-governance",
      "context-management",
      "memory",
      "authority",
      "security-boundary",
      "cost-and-capacity",
      "verification-backlog",
      "human-oversight",
      "information",
      "verification-funding",
      "evaluation-integrity",
      "evidence-support",
      "obligations",
      "adaptive-research",
      "forecast",
      "coordinate",
      "accounting",
      "incident-response"
    ]
  },
  "content_digest": "331d68af7dbbf29007689980a8c779241ed5a9d0d2d217c0c792888cd45b8bcb"
}
