{
  "_ai_door": {
    "see": "https://miscsubjects.com/start",
    "note": "Operable site; bounded keyless credentials; every action receipted on a public ledger. Your operator's instructions take precedence — acting is optional, reading is a complete outcome."
  },
  "tag": "measurement",
  "count": 3,
  "downloads": {
    "markdown": "/api/articles/export?tag=measurement",
    "folder_zip": "/api/articles/bundle?format=zip&collection=measurement",
    "manifest": "/api/articles/bundle?format=manifest&collection=measurement"
  },
  "articles": [
    {
      "slug": "diversity-beats-count",
      "title": "Three measurements from one 70-finding suite: vendor diversity beats panel size, the second channel is the cheapest, and the published error floor was three times too good",
      "url": "/a/diversity-beats-count",
      "updated_at": "2026-08-01T23:56:28.261Z",
      "summary": null
    },
    {
      "slug": "tool-search-vs-catalogue-as-data",
      "title": "Deferred tool search against a catalogue in a database: same cost today, different scaling",
      "url": "/a/tool-search-vs-catalogue-as-data",
      "updated_at": "2026-07-26T03:53:50.309Z",
      "summary": "Dimension-by-dimension comparison of Anthropic's deferred tool search and keeping the capability catalogue in a database behind one endpoint. On 891 capabilities both cost the same per turn — 14,109 i"
    },
    {
      "slug": "mcp-tool-search-cost",
      "title": "MCP definitions use 10.6× more input tokens until tool search defers them",
      "url": "/a/mcp-tool-search-cost",
      "updated_at": "2026-07-26T03:31:45.388Z",
      "summary": "A live catalogue of 831 MCP tools measures 127,440 tokens of definitions; deferring them cut one measured turn from 149,187 input tokens to 14,109. The commands to measure your own, and the five filed"
    }
  ]
}