{
  "schema_version": 1,
  "contract_version": "newruntime-page-readership-v1",
  "type": "page_machine_readership",
  "canonical_path": "/posts/liquid-ai-launches-lfm3-an-open-weight-2b-d00d7d/",
  "canonical_url": "https://newruntime.com/posts/liquid-ai-launches-lfm3-an-open-weight-2b-d00d7d/",
  "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": 9,
    "requests_observed": 15,
    "named_automations_observed": 6,
    "verified_automations_observed": 1
  },
  "windows": {
    "last_24h": {
      "first_seen": "2026-10-28T01:30:53.660Z",
      "last_seen": "2026-10-29T01:30:04.744Z",
      "requests": 9,
      "formats": [
        {
          "format": "html",
          "count": 5
        },
        {
          "format": "json",
          "count": 2
        },
        {
          "format": "markdown",
          "count": 2
        }
      ],
      "agents": [
        {
          "family": "AhrefsBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T22:47:55.921Z",
          "last_seen": "2026-10-28T22:48:12.135Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T16:09:31.183Z",
          "last_seen": "2026-10-28T18:07:20.186Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-29T00:33:22.778Z",
          "last_seen": "2026-10-29T00:33:22.778Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; DataForSeoBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T05:33:02.607Z",
          "last_seen": "2026-10-28T05:33:02.607Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "SemrushBot",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T14:04:58.513Z",
          "last_seen": "2026-10-28T14:04:58.513Z",
          "identity_status": "not_verifiable"
        }
      ]
    },
    "observed": {
      "first_seen": "2026-10-27T09:37:03.288Z",
      "last_seen": "2026-10-29T01:30:04.744Z",
      "requests": 15,
      "formats": [
        {
          "format": "html",
          "count": 7
        },
        {
          "format": "json",
          "count": 4
        },
        {
          "format": "markdown",
          "count": 4
        }
      ],
      "agents": [
        {
          "family": "AhrefsBot",
          "count": 6,
          "category": "other_bot",
          "first_seen": "2026-10-27T22:42:54.793Z",
          "last_seen": "2026-10-28T22:48:12.135Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T16:09:31.183Z",
          "last_seen": "2026-10-28T18:07:20.186Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "OpenAI SearchBot",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-10-27T19:49:08.539Z",
          "last_seen": "2026-10-27T23:23:06.209Z",
          "identity_status": "verified"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-29T00:33:22.778Z",
          "last_seen": "2026-10-29T00:33:22.778Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; DataForSeoBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T05:33:02.607Z",
          "last_seen": "2026-10-28T05:33:02.607Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "SemrushBot",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T14:04:58.513Z",
          "last_seen": "2026-10-28T14:04:58.513Z",
          "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."
  }
}