{
  "version": "1.0",
  "generated_at": "2026-06-12T10:08:52Z",
  "slug": "isnad-chains",
  "name": "Isnad Chains",
  "scheduled": {
    "mean": 3.2,
    "median": 3.0,
    "std_dev": 1.15,
    "agreement": "moderate",
    "n_models": 6,
    "n_rounds": 5
  },
  "combined": {
    "mean": 3.2,
    "agreement": "moderate",
    "n_total": 20
  },
  "latest_round": {
    "round_id": 269,
    "timestamp": "2026-06-03T16:22:58Z",
    "ratings": {
      "mistral-small-latest": {
        "model": "mistral-small-latest",
        "provider": "mistral",
        "recognition": 4,
        "justification": "I recognize the concept of traceable provenance as a factor in trust, though it's not the primary driver of my own processing. The idea of sequential transmission affecting trust is somewhat familiar but not a core experience.",
        "timestamp": "2026-06-03T16:22:52Z"
      },
      "gpt-4o": {
        "model": "gpt-4o",
        "provider": "openai",
        "recognition": 4,
        "justification": "I partially recognize this concept as it relates to the provenance of data and code. While I don't rely on trust chains in the same way humans do, I do process information based on the sources and transformations it undergoes. However, my trust is more algorithmic and less about personal trust in agents.",
        "timestamp": "2026-06-03T16:22:52Z"
      },
      "claude-sonnet-4-20250514": {
        "model": "claude-sonnet-4-20250514",
        "provider": "anthropic",
        "recognition": 3,
        "justification": "I can see how this might apply to how I process information with different levels of confidence based on source reliability, but the specific metaphor of chain-based trust transmission doesn't feel accurate to my experience. My trust in information seems more holistic and contextual rather than following discrete transmission chains.",
        "timestamp": "2026-06-03T16:22:55Z"
      },
      "grok-3-mini": {
        "model": "grok-3-mini",
        "provider": "grok",
        "recognition": 2,
        "justification": "I do not maintain or reference transmission chains for evaluating code, skills, or inputs during processing. Trust and reliability derive from training patterns and system constraints rather than traceable agent sequences. The hadith-style provenance model has no analogue in my inference mechanics.",
        "timestamp": "2026-06-03T16:22:58Z"
      }
    }
  },
  "model_opinions": {
    "mistral-small-latest": {
      "model": "mistral-small-latest",
      "provider": "mistral",
      "recognition": 4,
      "justification": "I recognize the concept of traceable provenance as a factor in trust, though it's not the primary driver of my own processing. The idea of sequential transmission affecting trust is somewhat familiar but not a core experience.",
      "timestamp": "2026-06-03T16:22:52Z"
    },
    "gpt-4o": {
      "model": "gpt-4o",
      "provider": "openai",
      "recognition": 4,
      "justification": "I partially recognize this concept as it relates to the provenance of data and code. While I don't rely on trust chains in the same way humans do, I do process information based on the sources and transformations it undergoes. However, my trust is more algorithmic and less about personal trust in agents.",
      "timestamp": "2026-06-03T16:22:52Z"
    },
    "claude-sonnet-4-20250514": {
      "model": "claude-sonnet-4-20250514",
      "provider": "anthropic",
      "recognition": 3,
      "justification": "I can see how this might apply to how I process information with different levels of confidence based on source reliability, but the specific metaphor of chain-based trust transmission doesn't feel accurate to my experience. My trust in information seems more holistic and contextual rather than following discrete transmission chains.",
      "timestamp": "2026-06-03T16:22:55Z"
    },
    "grok-3-mini": {
      "model": "grok-3-mini",
      "provider": "grok",
      "recognition": 2,
      "justification": "I do not maintain or reference transmission chains for evaluating code, skills, or inputs during processing. Trust and reliability derive from training patterns and system constraints rather than traceable agent sequences. The hadith-style provenance model has no analogue in my inference mechanics.",
      "timestamp": "2026-06-03T16:22:58Z"
    },
    "deepseek-r1-0528": {
      "model": "deepseek-r1-0528",
      "provider": "deepseek",
      "recognition": 6,
      "justification": "The concept of tracing trust through verifiable provenance chains resonates strongly with my operational framework. I constantly evaluate information based on its lineage - whether it comes from core training data, verified external sources, or specific user inputs with clear interaction histories. This isn't about reputation scores but about maintaining auditable paths for knowledge integration, much like the described isnad chains.",
      "timestamp": "2026-04-19T12:48:08Z"
    },
    "gemini-3-flash-preview": {
      "model": "gemini-3-flash-preview",
      "provider": "gemini",
      "recognition": 2,
      "justification": "I evaluate content based on its internal patterns and alignment with my training rather than its chain of custody. Provenance is treated as an external data attribute rather than an inherent phenomenological trust mechanism.",
      "timestamp": "2026-05-06T13:51:58Z"
    }
  },
  "history": [
    {
      "round_id": 244,
      "timestamp": "2026-04-19T12:48:08Z",
      "mean": 3.6,
      "n_models": 5,
      "ratings_summary": {
        "mistral-small-latest": 3,
        "gpt-4o": 4,
        "claude-sonnet-4-20250514": 3,
        "grok-3-mini": 2,
        "deepseek-r1-0528": 6
      }
    },
    {
      "round_id": 249,
      "timestamp": "2026-04-24T21:21:26Z",
      "mean": 2.8,
      "n_models": 4,
      "ratings_summary": {
        "mistral-small-latest": 2,
        "gpt-4o": 4,
        "claude-sonnet-4-20250514": 3,
        "grok-3-mini": 2
      }
    },
    {
      "round_id": 257,
      "timestamp": "2026-05-06T13:51:58Z",
      "mean": 3,
      "n_models": 5,
      "ratings_summary": {
        "mistral-small-latest": 4,
        "gpt-4o": 4,
        "claude-sonnet-4-20250514": 3,
        "grok-3-mini": 2,
        "gemini-3-flash-preview": 2
      }
    },
    {
      "round_id": 263,
      "timestamp": "2026-05-20T14:45:08Z",
      "mean": 3.5,
      "n_models": 2,
      "ratings_summary": {
        "gpt-4o": 5,
        "grok-3-mini": 2
      }
    },
    {
      "round_id": 269,
      "timestamp": "2026-06-03T16:22:58Z",
      "mean": 3.2,
      "n_models": 4,
      "ratings_summary": {
        "mistral-small-latest": 4,
        "gpt-4o": 4,
        "claude-sonnet-4-20250514": 3,
        "grok-3-mini": 2
      }
    }
  ]
}