{
  "schema_version": 1,
  "contract_version": "newruntime-page-readership-v1",
  "type": "page_machine_readership",
  "canonical_path": "/posts/development-starts-in-november-with-a-small-model-a4f874/",
  "canonical_url": "https://newruntime.com/posts/development-starts-in-november-with-a-small-model-a4f874/",
  "generated_at": "2026-10-29T05:00:54.636Z",
  "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": 15,
    "requests_observed": 22,
    "named_automations_observed": 11,
    "verified_automations_observed": 3
  },
  "windows": {
    "last_24h": {
      "first_seen": "2026-10-28T05:00:47.248Z",
      "last_seen": "2026-10-29T05:00:05.321Z",
      "requests": 15,
      "formats": [
        {
          "format": "html",
          "count": 8
        },
        {
          "format": "json",
          "count": 4
        },
        {
          "format": "markdown",
          "count": 3
        }
      ],
      "agents": [
        {
          "family": "AhrefsBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T16:51:01.259Z",
          "last_seen": "2026-10-28T16:51:14.604Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Meta-ExternalAgent",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-10-28T12:56:27.378Z",
          "last_seen": "2026-10-28T12:57:13.224Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T16:09:24.091Z",
          "last_seen": "2026-10-28T18:07:09.633Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ClaudeBot",
          "count": 2,
          "category": "ai_crawler",
          "first_seen": "2026-10-29T01:35:08.503Z",
          "last_seen": "2026-10-29T03:16:14.109Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ChatGPT-User",
          "count": 1,
          "category": "ai_user_agent",
          "first_seen": "2026-10-28T05:54:29.636Z",
          "last_seen": "2026-10-28T05:54:29.636Z",
          "identity_status": "verified"
        },
        {
          "family": "Mozilla/5.0 (compatible; SERankingBacklinksBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-29T02:20:47.817Z",
          "last_seen": "2026-10-29T02:20:47.817Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "PerplexityBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-29T02:32:59.991Z",
          "last_seen": "2026-10-29T02:32:59.991Z",
          "identity_status": "verified"
        },
        {
          "family": "SemrushBot",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T18:59:08.525Z",
          "last_seen": "2026-10-28T18:59:08.525Z",
          "identity_status": "not_verifiable"
        }
      ]
    },
    "observed": {
      "first_seen": "2026-10-27T19:07:09.973Z",
      "last_seen": "2026-10-29T05:00:05.321Z",
      "requests": 22,
      "formats": [
        {
          "format": "html",
          "count": 11
        },
        {
          "format": "json",
          "count": 6
        },
        {
          "format": "markdown",
          "count": 5
        }
      ],
      "agents": [
        {
          "family": "PerplexityBot",
          "count": 4,
          "category": "ai_crawler",
          "first_seen": "2026-10-28T02:22:07.261Z",
          "last_seen": "2026-10-29T02:32:59.991Z",
          "identity_status": "verified"
        },
        {
          "family": "AhrefsBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T16:51:01.259Z",
          "last_seen": "2026-10-28T16:51:14.604Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Meta-ExternalAgent",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-10-28T12:56:27.378Z",
          "last_seen": "2026-10-28T12:57:13.224Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T16:09:24.091Z",
          "last_seen": "2026-10-28T18:07:09.633Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ClaudeBot",
          "count": 2,
          "category": "ai_crawler",
          "first_seen": "2026-10-29T01:35:08.503Z",
          "last_seen": "2026-10-29T03:16:14.109Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "OpenAI SearchBot",
          "count": 2,
          "category": "ai_crawler",
          "first_seen": "2026-10-27T19:56:11.020Z",
          "last_seen": "2026-10-27T19:56:11.462Z",
          "identity_status": "verified"
        },
        {
          "family": "ChatGPT-User",
          "count": 1,
          "category": "ai_user_agent",
          "first_seen": "2026-10-28T05:54:29.636Z",
          "last_seen": "2026-10-28T05:54:29.636Z",
          "identity_status": "verified"
        },
        {
          "family": "Mozilla/5.0 (compatible; DataForSeoBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T04:33:01.884Z",
          "last_seen": "2026-10-28T04:33:01.884Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; SERankingBacklinksBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-29T02:20:47.817Z",
          "last_seen": "2026-10-29T02:20:47.817Z",
          "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": "2026-10-28T02:17:03.328Z",
          "last_seen": "2026-10-28T02:17:03.328Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "SemrushBot",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T18:59:08.525Z",
          "last_seen": "2026-10-28T18:59:08.525Z",
          "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."
  }
}