{
  "schema_version": 1,
  "contract_version": "newruntime-page-readership-v1",
  "type": "page_machine_readership",
  "canonical_path": "/signals/taming-the-ml-firehose-scaling-feature-consistency-a8c02d/",
  "canonical_url": "https://newruntime.com/signals/taming-the-ml-firehose-scaling-feature-consistency-a8c02d/",
  "generated_at": "2026-10-19T04:30:39.478Z",
  "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": 12,
    "requests_observed": 21,
    "named_automations_observed": 9,
    "verified_automations_observed": 0
  },
  "windows": {
    "last_24h": {
      "first_seen": "2026-10-18T04:30:38.455Z",
      "last_seen": "2026-10-19T04:30:03.393Z",
      "requests": 12,
      "formats": [
        {
          "format": "html",
          "count": 4
        },
        {
          "format": "json",
          "count": 4
        },
        {
          "format": "markdown",
          "count": 4
        }
      ],
      "agents": [
        {
          "family": "ClaudeBot",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-10-19T04:08:36.417Z",
          "last_seen": "2026-10-19T04:09:14.229Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "AhrefsBot",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-18T20:06:08.482Z",
          "last_seen": "2026-10-18T20:06:41.260Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-18T18:40:17.386Z",
          "last_seen": "2026-10-18T18:40:19.818Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; ExaSearchBot/1.0; +public-url-redacted",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-18T07:13:32.420Z",
          "last_seen": "2026-10-18T19:29:30.470Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "SemrushBot",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-18T23:49:02.825Z",
          "last_seen": "2026-10-19T01:51:50.212Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; QlyzeBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-18T14:10:08.622Z",
          "last_seen": "2026-10-18T14:10:08.622Z",
          "identity_status": "not_verifiable"
        }
      ]
    },
    "observed": {
      "first_seen": "2026-10-16T17:11:40.265Z",
      "last_seen": "2026-10-19T04:30:03.393Z",
      "requests": 21,
      "formats": [
        {
          "format": "html",
          "count": 11
        },
        {
          "format": "json",
          "count": 5
        },
        {
          "format": "markdown",
          "count": 5
        }
      ],
      "agents": [
        {
          "family": "Mozilla/5.0 (compatible; ExaSearchBot/1.0; +public-url-redacted",
          "count": 5,
          "category": "other_bot",
          "first_seen": "2026-10-16T18:31:05.180Z",
          "last_seen": "2026-10-18T19:29:30.470Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "AhrefsBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-17T06:41:53.146Z",
          "last_seen": "2026-10-18T20:06:41.260Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ClaudeBot",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-10-19T04:08:36.417Z",
          "last_seen": "2026-10-19T04:09:14.229Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "SemrushBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-17T18:45:17.174Z",
          "last_seen": "2026-10-19T01:51:50.212Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-18T18:40:17.386Z",
          "last_seen": "2026-10-18T18:40:19.818Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; Reflectionbot/1.0; +public-url-redacted Chrome/151",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-17T12:16:03.887Z",
          "last_seen": "2026-10-18T03:04:57.578Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; QlyzeBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-18T14:10:08.622Z",
          "last_seen": "2026-10-18T14:10:08.622Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (Linux; Android 7.0;) AppleWebKit/537.36 (HTML, like Gecko) Mobile Safari/537.36 (compatible; PetalBot;+http",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-17T03:20:19.968Z",
          "last_seen": "2026-10-17T03:20:19.968Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; Amazonbot/0.1; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-18T03:25:29.486Z",
          "last_seen": "2026-10-18T03:25:29.486Z",
          "identity_status": "not_verifiable"
        }
      ]
    }
  },
  "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."
  }
}