{
  "schema_version": 1,
  "contract_version": "newruntime-page-readership-v1",
  "type": "page_machine_readership",
  "canonical_path": "/posts/vllm-blog-serving-deepseek-v4-1-flash-at-073f14/",
  "canonical_url": "https://newruntime.com/posts/vllm-blog-serving-deepseek-v4-1-flash-at-073f14/",
  "generated_at": "2026-10-29T01:30:50.625Z",
  "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": 16,
    "requests_observed": 21,
    "named_automations_observed": 12,
    "verified_automations_observed": 2
  },
  "windows": {
    "last_24h": {
      "first_seen": "2026-10-28T01:30:53.660Z",
      "last_seen": "2026-10-29T01:30:04.744Z",
      "requests": 16,
      "formats": [
        {
          "format": "html",
          "count": 12
        },
        {
          "format": "json",
          "count": 2
        },
        {
          "format": "markdown",
          "count": 2
        }
      ],
      "agents": [
        {
          "family": "AhrefsBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T04:53:54.888Z",
          "last_seen": "2026-10-28T10:53:10.542Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-28T03:44:11.960Z",
          "last_seen": "2026-10-28T03:44:15.731Z",
          "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": "2026-10-28T12:45:06.200Z",
          "last_seen": "2026-10-29T01:13:33.264Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "SemrushBot",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-28T15:12:19.112Z",
          "last_seen": "2026-10-28T15:12:21.691Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-29T00:32:34.435Z",
          "last_seen": "2026-10-29T00:32:34.435Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; AwarioBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T04:57:26.532Z",
          "last_seen": "2026-10-28T04:57:26.532Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; DataForSeoBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T05:34:08.811Z",
          "last_seen": "2026-10-28T05:34:08.811Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; ExaSearchBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T12:04:00.480Z",
          "last_seen": "2026-10-28T12:04:00.480Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; SERankingBacklinksBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-29T00:18:26.885Z",
          "last_seen": "2026-10-29T00:18:26.885Z",
          "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": "2026-10-28T08:19:47.353Z",
          "last_seen": "2026-10-28T08:19:47.353Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "PerplexityBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-28T02:08:48.469Z",
          "last_seen": "2026-10-28T02:08:48.469Z",
          "identity_status": "verified"
        }
      ]
    },
    "observed": {
      "first_seen": "2026-10-27T09:37:03.288Z",
      "last_seen": "2026-10-29T01:30:04.744Z",
      "requests": 21,
      "formats": [
        {
          "format": "html",
          "count": 13
        },
        {
          "format": "json",
          "count": 4
        },
        {
          "format": "markdown",
          "count": 4
        }
      ],
      "agents": [
        {
          "family": "AhrefsBot",
          "count": 5,
          "category": "other_bot",
          "first_seen": "2026-10-27T10:52:45.381Z",
          "last_seen": "2026-10-28T10:53:10.542Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T01:27:16.975Z",
          "last_seen": "2026-10-28T03:44:15.731Z",
          "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": "2026-10-28T12:45:06.200Z",
          "last_seen": "2026-10-29T01:13:33.264Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "OpenAI SearchBot",
          "count": 2,
          "category": "ai_crawler",
          "first_seen": "2026-10-27T10:10:30.195Z",
          "last_seen": "2026-10-27T10:10:31.172Z",
          "identity_status": "verified"
        },
        {
          "family": "SemrushBot",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-28T15:12:19.112Z",
          "last_seen": "2026-10-28T15:12:21.691Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-29T00:32:34.435Z",
          "last_seen": "2026-10-29T00:32:34.435Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; AwarioBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T04:57:26.532Z",
          "last_seen": "2026-10-28T04:57:26.532Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; DataForSeoBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T05:34:08.811Z",
          "last_seen": "2026-10-28T05:34:08.811Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; ExaSearchBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T12:04:00.480Z",
          "last_seen": "2026-10-28T12:04:00.480Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; SERankingBacklinksBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-29T00:18:26.885Z",
          "last_seen": "2026-10-29T00:18:26.885Z",
          "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": "2026-10-28T08:19:47.353Z",
          "last_seen": "2026-10-28T08:19:47.353Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "PerplexityBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-28T02:08:48.469Z",
          "last_seen": "2026-10-28T02:08:48.469Z",
          "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."
  }
}