AFMR Discovery

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            "instructions": "Use this read-only server to discover AFMR 1.0 failure modes, reputation-attestation contracts, and configuration-scoped Lift Evidence artifacts. AFMR records are scoped to named evidence, configuration, governance process, and lifecycle state. They are not unqualified universal safety claims.",
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            "contents": [
              {
                "mimeType": "application/json; charset=utf-8",
                "name": "Canonical AFMR failure-mode registry",
                "text": "{\n  \"@context\": \"https://wulfkaal.github.io/afmr/context.jsonld\",\n  \"@type\": \"DefinedTermSet\",\n  \"name\": \"Agent Failure Mode Registry\",\n  \"abbreviation\": \"AFMR\",\n  \"description\": \"A citable registry of the ways autonomous agent systems fail as designed mechanisms, and the conditions under which each failure occurs. Thirty-two families in eight classes, each with builder-checkable trigger conditions, grounding claims bound to verbatim quotes and document hashes, and where one exists, the pre-2020 institutional antecedent documenting the same mechanism in human institutions.\",\n  \"version\": \"1.0\",\n  \"status\": \"Published\",\n  \"date\": \"2026-07-30\",\n  \"editor\": {\n    \"name\": \"Wulf A. Kaal\",\n    \"orcid\": \"0009-0008-7840-1847\",\n    \"affiliation\": \"University of St. Thomas\",\n    \"email\": \"wulf@wulfkaal.com\"\n  },\n  \"specification_url\": \"https://wulfkaal.github.io/afmr/spec-1.0.html\",\n  \"canonical_url\": \"https://wulfkaal.github.io/afmr/\",\n  \"schema_url\": \"https://wulfkaal.github.io/afmr/schema.json\",\n  \"license\": \"CC-BY-4.0\",\n  \"license_url\": \"https://creativecommons.org/licenses/by/4.0/\",\n  \"citation\": \"W. A. Kaal, ed., Agent Failure Mode Registry (AFMR) version 1.0, 2026-07-30. https://wulfkaal.github.io/afmr/\",\n  \"identifier_policy\": {\n    \"family_pattern\": \"AFMR-F[0-9]{3}\",\n    \"mode_pattern\": \"AFMR-M[0-9]{4}\",\n    \"cite_as\": \"AFMR-F001 (AFMR 1.0)\",\n    \"stability\": \"Identifiers are permanent. A family is never renumbered and never reused. A family withdrawn from use is marked deprecated and retained.\"\n  },\n  \"classes\": [\n    {\n      \"key\": \"A\",\n      \"name\": \"Identity and Standing\",\n      \"families\": [\n        \"AFMR-F001\",\n        \"AFMR-F002\",\n        \"AFMR-F003\",\n        \"AFMR-F004\"\n      ]\n    },\n    {\n      \"key\": \"B\",\n      \"name\": \"Stake and Incentive\",\n      \"families\": [\n        \"AFMR-F005\",\n        \"AFMR-F006\",\n        \"AFMR-F007\",\n        \"AFMR-F008\"\n      ]\n    },\n    {\n      \"key\": \"C\",\n      \"name\": \"Objective and Specification\",\n      \"families\": [\n        \"AFMR-F009\",\n        \"AFMR-F010\",\n        \"AFMR-F011\",\n        \"AFMR-F012\"\n      ]\n    },\n    {\n      \"key\": \"D\",\n      \"name\": \"Oversight and Adjudication\",\n      \"families\": [\n        \"AFMR-F013\",\n        \"AFMR-F014\",\n        \"AFMR-F015\",\n        \"AFMR-F016\"\n      ]\n    },\n    {\n      \"key\": \"E\",\n      \"name\": \"Evaluation and Feedback\",\n      \"families\": [\n        \"AFMR-F017\",\n        \"AFMR-F018\",\n        \"AFMR-F019\",\n        \"AFMR-F020\"\n      ]\n    },\n    {\n      \"key\": \"F\",\n      \"name\": \"Coordination and Collusion\",\n      \"families\": [\n        \"AFMR-F021\",\n        \"AFMR-F022\",\n        \"AFMR-F023\",\n        \"AFMR-F024\"\n      ]\n    },\n    {\n      \"key\": \"G\",\n      \"name\": \"Execution and Inputs\",\n      \"families\": [\n        \"AFMR-F025\",\n        \"AFMR-F026\",\n        \"AFMR-F027\",\n        \"AFMR-F028\"\n      ]\n    },\n    {\n      \"key\": \"H\",\n      \"name\": \"Structure and Drift\",\n      \"families\": [\n        \"AFMR-F029\",\n        \"AFMR-F030\",\n        \"AFMR-F031\",\n        \"AFMR-F032\"\n      ]\n    }\n  ],\n  \"counts\": {\n    \"families\": 32,\n    \"classes\": 8,\n    \"trigger_conditions\": 96,\n    \"grounding_claim_links\": 21,\n    \"families_with_institutional_antecedent\": 20,\n    \"corpus_failure_claims_available\": 2037,\n    \"corpus_failure_families_out_of_profile\": 27\n  },\n  \"grounding\": {\n    \"corpus\": \"Kaal Corpus, 124 works, 2004 to 2026\",\n    \"claim_layer\": \"https://wulfkaal.github.io/claims/index.json\",\n    \"failure_index\": \"https://wulfkaal.github.io/failures/index.json\",\n    \"works_metadata\": \"https://wulfkaal.github.io/papers.json\",\n    \"entity_layer\": \"https://wulfkaal.com/knowledge-graph/\",\n    \"verification\": \"sha256 over raw PDF bytes of the source work\"\n  },\n  \"conformance_levels\": [\n    \"referencing\",\n    \"assessing\",\n    \"attesting\"\n  ],\n  \"attestation_registry\": \"https://wulfkaal.github.io/colloquium/\",\n  \"change_process\": \"https://wulfkaal.github.io/afmr/spec-1.0.html#change-process\",\n  \"out_of_profile_corpus_families\": [\n    {\n      \"slug\": \"regulatory-lag\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/regulatory-lag.json\"\n    },\n    {\n      \"slug\": \"valuation-and-pricing-failure\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/valuation-and-pricing-failure.json\"\n    },\n    {\n      \"slug\": \"research-design-limitation\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/research-design-limitation.json\"\n    },\n    {\n      \"slug\": \"investor-protection-gap\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/investor-protection-gap.json\"\n    },\n    {\n      \"slug\": \"innovation-chilling\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/innovation-chilling.json\"\n    },\n    {\n      \"slug\": \"liquidity-and-market-structure-failure\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/liquidity-and-market-structure-failure.json\"\n    },\n    {\n      \"slug\": \"disclosure-ineffectiveness\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/disclosure-ineffectiveness.json\"\n    },\n    {\n      \"slug\": \"jurisdictional-conflict\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/jurisdictional-conflict.json\"\n    },\n    {\n      \"slug\": \"harmonization-and-standardization-failure\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/harmonization-and-standardization-failure.json\"\n    },\n    {\n      \"slug\": \"compliance-cost-and-barrier-to-entry\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/compliance-cost-and-barrier-to-entry.json\"\n    },\n    {\n      \"slug\": \"incumbent-resistance-to-adoption\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/incumbent-resistance-to-adoption.json\"\n    },\n    {\n      \"slug\": \"inequality-and-access-divide\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/inequality-and-access-divide.json\"\n    },\n    {\n      \"slug\": \"fraud-and-misconduct\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/fraud-and-misconduct.json\"\n    },\n    {\n      \"slug\": \"regulatory-arbitrage\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/regulatory-arbitrage.json\"\n    },\n    {\n      \"slug\": \"systemic-risk-transmission\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/systemic-risk-transmission.json\"\n    },\n    {\n      \"slug\": \"sample-and-selection-bias\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/sample-and-selection-bias.json\"\n    },\n    {\n      \"slug\": \"regulatory-capture-and-incumbent-advantage\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/regulatory-capture-and-incumbent-advantage.json\"\n    },\n    {\n      \"slug\": \"privacy-and-surveillance-risk\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/privacy-and-surveillance-risk.json\"\n    },\n    {\n      \"slug\": \"transition-and-migration-risk\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/transition-and-migration-risk.json\"\n    },\n    {\n      \"slug\": \"interoperability-and-fragmentation\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/interoperability-and-fragmentation.json\"\n    },\n    {\n      \"slug\": \"short-termism\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/short-termism.json\"\n    },\n    {\n      \"slug\": \"disclosure-cost-and-burden\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/disclosure-cost-and-burden.json\"\n    },\n    {\n      \"slug\": \"environmental-and-resource-cost\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/environmental-and-resource-cost.json\"\n    },\n    {\n      \"slug\": \"scalability-and-throughput-limit\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/scalability-and-throughput-limit.json\"\n    },\n    {\n      \"slug\": \"adoption-and-usability-barrier\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/adoption-and-usability-barrier.json\"\n    },\n    {\n      \"slug\": \"information-asymmetry\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/information-asymmetry.json\"\n    },\n    {\n      \"slug\": \"other\",\n      \"url\": \"https://wulfkaal.github.io/failures/by-name/other.json\"\n    }\n  ],\n  \"families\": [\n    {\n      \"id\": \"AFMR-F001\",\n      \"class\": \"A\",\n      \"class_name\": \"Identity and Standing\",\n      \"name\": \"Sybil and Identity Multiplication\",\n      \"definition\": \"One party operates many apparent agents, defeating any assumption the design makes per identity.\",\n      \"status\": \"stable\",\n      \"trigger_conditions\": [\n        \"Creating an additional agent identity costs less than the influence one identity carries\",\n        \"Any quorum, sampling, average, or one-vote-per-identity rule is in use\",\n        \"No proof of distinctness is required at registration\"\n      ],\n      \"grounding_claims\": [\n        {\n          \"id\": \"kaal:claim:6192998-031\",\n          \"url\": \"https://wulfkaal.github.io/claims/6192998-031\"\n        }\n      ],\n      \"institutional_antecedent\": {\n        \"id\": \"kaal:claim:3125822-049\",\n        \"url\": \"https://wulfkaal.github.io/claims/3125822-049\",\n        \"year\": \"2018\",\n        \"mechanism\": \"domain specific issuance per competence tag\"\n      },\n      \"corpus_failure_families\": [\n        {\n          \"slug\": \"sybil-and-identity-attack\",\n          \"url\": \"https://wulfkaal.github.io/failures/by-name/sybil-and-identity-attack.json\"\n        }\n      ],\n      \"canonical_url\": \"https://wulfkaal.github.io/afmr/AFMR-F001\",\n      \"crosswalk\": {\n        \"nist_ai_rmf\": [],\n        \"iso_42001\": [],\n        \"eu_ai_act\": [],\n        \"mit_ai_risk_repository\": [],\n        \"owasp_llm\": [],\n        \"mitre_atlas\": []\n      }\n    },\n    {\n      \"id\": \"AFMR-F002\",\n      \"class\": \"A\",\n      \"class_name\": \"Identity and Standing\",\n      \"name\": \"Identity Discontinuity and Whitewashing\",\n      \"definition\": \"An agent abandons a degraded identity and resumes with a clean one, so history stops constraining behavior.\",\n      \"status\": \"stable\",\n      \"trigger_conditions\": [\n        \"Identity creation is costless or near costless\",\n        \"Standing is not portable to a new identity and history is not retained on exit\",\n        \"The population is pseudonymous or unattested\"\n      ],\n      \"grounding_claims\": [\n        {\n          \"id\": \"kaal:claim:6192998-001\",\n          \"url\": \"https://wulfkaal.github.io/claims/6192998-001\"\n        }\n      ],\n      \"institutional_antecedent\": {\n        \"id\": \"kaal:claim:1428387-025\",\n        \"url\": \"https://wulfkaal.github.io/claims/1428387-025\",\n        \"year\": \"2009\",\n        \"mechanism\": \"actors accept known problems to protect standing, which presumes standing persists\"\n      },\n      \"corpus_failure_families\": [\n        {\n          \"slug\": \"sybil-and-identity-attack\",\n          \"url\": \"https://wulfkaal.github.io/failures/by-name/sybil-and-identity-attack.json\"\n        },\n        {\n          \"slug\": \"reputation-system-gaming\",\n          \"url\": \"https://wulfkaal.github.io/failures/by-name/reputation-system-gaming.json\"\n        }\n      ],\n      \"canonical_url\": \"https://wulfkaal.github.io/afmr/AFMR-F002\",\n      \"crosswalk\": {\n        \"nist_ai_rmf\": [],\n        \"iso_42001\": [],\n        \"eu_ai_act\": [],\n        \"mit_ai_risk_repository\": [],\n        \"owasp_llm\": [],\n        \"mitre_atlas\": []\n      }\n    },\n    {\n      \"id\": \"AFMR-F003\",\n      \"class\": \"A\",\n      \"class_name\": \"Identity and Standing\",\n      \"name\": \"Cold Start and Bootstrapping\",\n      \"definition\": \"The design requires accumulated standing, participants, or history that it provides no way to acquire.\",\n      \"status\": \"stable\",\n      \"trigger_conditions\": [\n        \"Participation requires staking standing the new entrant cannot yet have earned\",\n        \"Initial population is zero or below the quorum the mechanism assumes\",\n        \"No provisional, sponsored, or probationary entry path exists\"\n      ],\n      \"grounding_claims\": [],\n      \"institutional_antecedent\": {\n        \"id\": \"kaal:claim:3125822-043\",\n        \"url\": \"https://wulfkaal.github.io/claims/3125822-043\",\n        \"year\": \"2018\",\n        \"mechanism\": \"entry problem where adjudication requires staking reputation one does not yet hold\"\n      },\n      \"corpus_failure_families\": [\n        {\n          \"slug\": \"cold-start-and-bootstrapping\",\n          \"url\": \"https://wulfkaal.github.io/failures/by-name/cold-start-and-bootstrapping.json\"\n        }\n      ],\n      \"canonical_url\": \"https://wulfkaal.github.io/afmr/AFMR-F003\",\n      \"crosswalk\": {\n        \"nist_ai_rmf\": [],\n        \"iso_42001\": [],\n        \"eu_ai_act\": [],\n        \"mit_ai_risk_repository\": [],\n        \"owasp_llm\": [],\n        \"mitre_atlas\": []\n      }\n    },\n    {\n      \"id\": \"AFMR-F004\",\n      \"class\": \"A\",\n      \"class_name\": \"Identity and Standing\",\n      \"name\": \"Standing Transferability Defect\",\n      \"definition\": \"Standing can be bought, sold, delegated, or pooled, so it stops measuring the performance it was meant to represent.\",\n      \"status\": \"stable\",\n      \"trigger_conditions\": [\n        \"The standing instrument is fungible or transferable between identities\",\n        \"Capital and earned standing are staked in the same act\",\n        \"Delegation moves standing rather than only voice\"\n      ],\n      \"grounding_claims\": [\n        {\n          \"id\": \"kaal:claim:3981021-029\",\n          \"url\": \"https://wulfkaal.github.io/claims/3981021-029\"\n        },\n        {\n          \"id\": \"kaal:claim:3962614-030\",\n          \"url\": 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