{
  "schema_version": 1,
  "contract_version": "newruntime-page-readership-v1",
  "type": "page_machine_readership",
  "canonical_path": "/posts/liquid-ai-released-liquidcodec-a-74m-param-streaming-40a5e4/",
  "canonical_url": "https://newruntime.com/posts/liquid-ai-released-liquidcodec-a-74m-param-streaming-40a5e4/",
  "generated_at": "2026-11-15T12:01:01.041Z",
  "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": 13,
    "requests_observed": 13,
    "named_automations_observed": 6,
    "verified_automations_observed": 1
  },
  "windows": {
    "last_24h": {
      "first_seen": "2026-11-14T23:20:22.835Z",
      "last_seen": "2026-11-15T12:00:06.345Z",
      "requests": 13,
      "formats": [
        {
          "format": "html",
          "count": 9
        },
        {
          "format": "json",
          "count": 2
        },
        {
          "format": "markdown",
          "count": 2
        }
      ],
      "agents": [
        {
          "family": "ChatGPT-User",
          "count": 6,
          "category": "ai_user_agent",
          "first_seen": "2026-11-15T07:20:45.641Z",
          "last_seen": "2026-11-15T09:57:21.288Z",
          "identity_status": "verified"
        },
        {
          "family": "MJ12bot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-11-15T04:27:13.053Z",
          "last_seen": "2026-11-15T06:27:23.735Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "AhrefsBot",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-11-15T10:04:53.717Z",
          "last_seen": "2026-11-15T10:04:53.717Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-11-15T11:16:13.404Z",
          "last_seen": "2026-11-15T11:16:13.404Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; CrolBot/0.1; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-11-15T04:29:24.322Z",
          "last_seen": "2026-11-15T04:29:24.322Z",
          "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": "2026-11-15T11:02:47.575Z",
          "last_seen": "2026-11-15T11:02:47.575Z",
          "identity_status": "not_verifiable"
        }
      ]
    },
    "observed": {
      "first_seen": "2026-11-14T23:20:22.835Z",
      "last_seen": "2026-11-15T12:00:06.345Z",
      "requests": 13,
      "formats": [
        {
          "format": "html",
          "count": 9
        },
        {
          "format": "json",
          "count": 2
        },
        {
          "format": "markdown",
          "count": 2
        }
      ],
      "agents": [
        {
          "family": "ChatGPT-User",
          "count": 6,
          "category": "ai_user_agent",
          "first_seen": "2026-11-15T07:20:45.641Z",
          "last_seen": "2026-11-15T09:57:21.288Z",
          "identity_status": "verified"
        },
        {
          "family": "MJ12bot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-11-15T04:27:13.053Z",
          "last_seen": "2026-11-15T06:27:23.735Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "AhrefsBot",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-11-15T10:04:53.717Z",
          "last_seen": "2026-11-15T10:04:53.717Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-11-15T11:16:13.404Z",
          "last_seen": "2026-11-15T11:16:13.404Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; CrolBot/0.1; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-11-15T04:29:24.322Z",
          "last_seen": "2026-11-15T04:29:24.322Z",
          "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": "2026-11-15T11:02:47.575Z",
          "last_seen": "2026-11-15T11:02:47.575Z",
          "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."
  }
}