[
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f01",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F01",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f01.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 1",
    "ownerAnchor": "clm-k04-rep-047-f01",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Human-only triage cannot match high-volume machine-speed attacks; defenders need continuous autonomous preparation, detection, prioritization, containment, remediation, and verification.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 1 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f01",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "Doctrinal Shifts: Persistent Engagement and Machine-Speed Command",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  },
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f02",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F02",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f02.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 2",
    "ownerAnchor": "clm-k04-rep-047-f02",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Cyber Reasoning Systems are strongest when machine reasoning is combined with fuzzing, static analysis, sanitizers, formal checks, and independent patch validation rather than relying on one general model.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 2 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f02",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "The Evolution of Defense: Cyber Reasoning Systems and the AIxCC Paradigm",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  },
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f03",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F03",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f03.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 3",
    "ownerAnchor": "clm-k04-rep-047-f03",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Monolithic agents are brittle in long-horizon tasks, so ensemble and role-separated architectures improve fault isolation and evidence quality.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 3 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f03",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "Performance Metrics and Competition Architecture",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  },
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f04",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F04",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f04.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 4",
    "ownerAnchor": "clm-k04-rep-047-f04",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Autonomous offensive systems remain limited by real-world state tracking, ambiguity, dependency failures, and the gap between a laboratory benchmark and a heterogeneous enterprise.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 4 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f04",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "Architectural Philosophies in Autonomous Defense",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  },
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f05",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F05",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f05.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 5",
    "ownerAnchor": "clm-k04-rep-047-f05",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Indirect prompt injection and poisoned external context can turn a privileged defensive agent into a confused deputy, requiring strict tool, memory, identity, and data-domain separation.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 5 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f05",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "The Offensive Counterpart: LLMs in Penetration Testing",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  },
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f06",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F06",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f06.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 6",
    "ownerAnchor": "clm-k04-rep-047-f06",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Multi-agent chains amplify compromise when internal messages are implicitly trusted; every action should be independently authorized at the tool boundary.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 6 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f06",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "The Architecture of Autonomous Exploitation",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  },
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f07",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F07",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f07.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 7",
    "ownerAnchor": "clm-k04-rep-047-f07",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Defensive deception and moving-target defense can invalidate adversary reconnaissance, but change must remain safe for availability, observability, and OT timing.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 7 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f07",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "Benchmarking the Threat: The Lab-to-Real Gap",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  },
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f08",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F08",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f08.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 8",
    "ownerAnchor": "clm-k04-rep-047-f08",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Reinforcement-learning defense needs constrained action spaces, causal consequence models, rollback, and independent monitors to prevent the defender from damaging the mission.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 8 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f08",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "Agentic Attack Surfaces and Cascading Failures",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  },
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f09",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F09",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f09.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 9",
    "ownerAnchor": "clm-k04-rep-047-f09",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Game-theoretic models can structure resource allocation and adaptive defense but do not substitute for empirical validation, legal authority, or operational intelligence.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 9 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f09",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "Prompt Injection and Environmental Poisoning",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  },
  {
    "canonicalClaimUrl": "https://xn--mwe.com/research/hyperwar-autonomous-cyber-warfare/#clm-k04-rep-047-f10",
    "claimStatus": "RESEARCH FINDING",
    "correctionStatus": "CURRENT K04 RECORD",
    "id": "CLM-K04-REP-047-F10",
    "lastReviewed": "2026-08-16",
    "machineRecordUrl": "https://xn--mwe.com/data/claims/clm-k04-rep-047-f10.json",
    "name": "The Hyperwar Era: Autonomous Cyber Warfare and the Confrontation of Machine Intelligence — finding 10",
    "ownerAnchor": "clm-k04-rep-047-f10",
    "ownerId": "REP-K04-047",
    "ownerRoute": "/research/hyperwar-autonomous-cyber-warfare/",
    "ownerType": "report",
    "proposition": "Autonomous cyber capability must be governed as privileged infrastructure with provenance, audit, abort, deconfliction, and post-action correction.",
    "qualification": "The report is dual-use research. K04 publishes defensive architecture, evaluation, and governance concepts while excluding procedural exploitation, payload, persistence, or evasion instructions. Quantitative benchmark claims remain attributed research assertions until independently validated.",
    "releaseId": "K12-2026-08-16",
    "releaseVersion": "2.1.0",
    "researchCutoff": "2026-08-16",
    "scope": "Governed finding 10 from report REP-K04-047; public reliance is limited to the report synthesis, source hash, correction state, and stated project claim status.",
    "slug": "clm-k04-rep-047-f10",
    "sourceIds": [],
    "sourceReport": {
      "filename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
      "id": "REP-K04-047",
      "originalFilename": "AI vs AI Cyber Warfare(2).md",
      "sha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
      "sizeBytes": 53569
    },
    "sourceSections": [
      {
        "section": "Multi-Agent Cascading Failures and the Confused Deputy Problem",
        "sourceFilename": "machine-intelligence-vs-machine-intelligence-cyber-warfare.md",
        "sourceReportId": "REP-K04-047",
        "sourceSha256": "dc0726549b89059d8b39117e020cf9385e624de1ccb39f643ebea94220f81763",
        "supportRelationship": "GOVERNED REPORT FINDING"
      }
    ],
    "type": "ClaimRecord"
  }
]
