{
  "schema_version": 1,
  "contract_version": "newruntime-page-readership-v1",
  "type": "page_machine_readership",
  "canonical_path": "/posts/model-fit-needs-a-task-taxonomy-not-one-leaderboard/",
  "canonical_url": "https://newruntime.com/posts/model-fit-needs-a-task-taxonomy-not-one-leaderboard/",
  "generated_at": "2026-09-14T02:00:19.874Z",
  "refresh_hint": "30m",
  "schema_url": "https://newruntime.com/page-readership-schema.json",
  "methodology_url": "https://newruntime.com/machine-consumption/",
  "privacy": {
    "ip_addresses": "not_output",
    "visitor_ids": "not_output",
    "query_strings": "not_output",
    "raw_user_agents": "not_output",
    "raw_log_lines": "not_output",
    "session_identifiers": "not_output",
    "human_identity": "not_collected_for_this_contract"
  },
  "summary": {
    "requests_last_24h": 6,
    "requests_observed": 39,
    "named_automations_observed": 8,
    "verified_automations_observed": 5
  },
  "windows": {
    "last_24h": {
      "first_seen": "2026-09-13T02:00:20.729Z",
      "last_seen": "2026-09-14T01:59:52.122Z",
      "requests": 6,
      "formats": [
        {
          "format": "html",
          "count": 3
        },
        {
          "format": "json",
          "count": 2
        },
        {
          "format": "markdown",
          "count": 1
        }
      ],
      "agents": [
        {
          "family": "Bingbot",
          "count": 3,
          "category": "search_crawler",
          "first_seen": "2026-09-13T05:36:47.235Z",
          "last_seen": "2026-09-14T01:11:08.038Z",
          "identity_status": "verified"
        },
        {
          "family": "ClaudeBot",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-09-14T01:23:48.989Z",
          "last_seen": "2026-09-14T01:24:05.974Z",
          "identity_status": "not_verifiable"
        }
      ]
    },
    "observed": {
      "first_seen": "2026-09-07T00:43:05.610Z",
      "last_seen": "2026-09-14T01:59:52.122Z",
      "requests": 39,
      "formats": [
        {
          "format": "json",
          "count": 16
        },
        {
          "format": "html",
          "count": 13
        },
        {
          "format": "markdown",
          "count": 10
        }
      ],
      "agents": [
        {
          "family": "Bingbot",
          "count": 16,
          "category": "search_crawler",
          "first_seen": "2026-09-08T08:00:57.445Z",
          "last_seen": "2026-09-14T01:11:08.038Z",
          "identity_status": "verified"
        },
        {
          "family": "Applebot",
          "count": 4,
          "category": "search_crawler",
          "first_seen": "2026-09-09T14:14:15.309Z",
          "last_seen": "2026-09-11T10:25:13.134Z",
          "identity_status": "verified"
        },
        {
          "family": "YandexBot",
          "count": 4,
          "category": "search_crawler",
          "first_seen": "2026-09-07T10:06:50.523Z",
          "last_seen": "2026-09-07T10:10:43.469Z",
          "identity_status": "verified"
        },
        {
          "family": "AhrefsBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-09-09T09:49:56.870Z",
          "last_seen": "2026-09-09T10:03:12.741Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ClaudeBot",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-09-14T01:23:48.989Z",
          "last_seen": "2026-09-14T01:24:05.974Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-09-09T15:44:43.125Z",
          "last_seen": "2026-09-09T18:10:28.225Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "OpenAI SearchBot",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-09-07T17:48:20.016Z",
          "last_seen": "2026-09-07T17:48:27.162Z",
          "identity_status": "verified"
        },
        {
          "family": "PerplexityBot",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-09-07T19:43:04.025Z",
          "last_seen": "2026-09-07T19:43:38.554Z",
          "identity_status": "verified"
        }
      ]
    }
  },
  "interpretation": {
    "unit": "Successful requests from named automation, not unique people.",
    "identity": "Identity status is the strongest observed family-level evidence in the identity aggregate, not verification of every page request.",
    "causality": "A request does not prove indexing, citation, model training, understanding, or referral.",
    "representations": "HTML, JSON, and Markdown twins are grouped under the canonical page."
  }
}