{
  "schema": "gentle-ai.opendata/v1",
  "generated_at": "2026-09-14T05:15:01Z",
  "public_url": "https://gentlemanprogramming.com/data/snapshot.json",
  "source": {
    "min_group_size": 10,
    "raw_retention_days": 90,
    "note": "Aggregated on the telemetry VPS from the collector database and the collector's own /v1/summary. No install id, delivery id or raw payload is published."
  },
  "adoption": {
    "window": {
      "first_event_utc": "2026-09-07 20:54:49",
      "last_event_utc": "2026-09-14 04:56:57",
      "reference_day": "2026-09-12"
    },
    "totals": {
      "unique_installs": 3920,
      "events": 9749
    },
    "installs_per_day": [
      {
        "day": "2026-09-07",
        "active_installs": 1,
        "new_installs": 1,
        "heartbeats": 0,
        "events": 1,
        "source": "events"
      },
      {
        "day": "2026-09-08",
        "active_installs": 1102,
        "new_installs": 1101,
        "heartbeats": 883,
        "events": 1984,
        "source": "events"
      },
      {
        "day": "2026-09-09",
        "active_installs": 1404,
        "new_installs": 816,
        "heartbeats": 1129,
        "events": 1945,
        "source": "events"
      },
      {
        "day": "2026-09-10",
        "active_installs": 942,
        "new_installs": 392,
        "heartbeats": 746,
        "events": 1138,
        "source": "events"
      },
      {
        "day": "2026-09-11",
        "active_installs": 1739,
        "new_installs": 814,
        "heartbeats": 1320,
        "events": 2134,
        "source": "events"
      },
      {
        "day": "2026-09-12",
        "active_installs": 1316,
        "new_installs": 470,
        "heartbeats": 1045,
        "events": 1515,
        "source": "events"
      },
      {
        "day": "2026-09-13",
        "active_installs": 851,
        "new_installs": 299,
        "heartbeats": 642,
        "events": 941,
        "source": "events"
      },
      {
        "day": "2026-09-14",
        "active_installs": 91,
        "new_installs": 29,
        "heartbeats": 62,
        "events": 91,
        "source": "events"
      }
    ],
    "installs_per_month": [
      {
        "month": "2026-09",
        "unique_installs": 3622
      }
    ],
    "active_installs_per_week": [
      {
        "week": "2026-W37",
        "active_installs": 3592
      },
      {
        "week": "2026-W38",
        "active_installs": 91
      }
    ],
    "ephemeral": {
      "install_only_installs": 1343,
      "installs": 3920,
      "share": 0.3426
    },
    "platforms": {
      "day": "2026-09-12",
      "rows": [
        {
          "name": "linux / amd64",
          "value": 726
        },
        {
          "name": "darwin / arm64",
          "value": 288
        },
        {
          "name": "windows / amd64",
          "value": 271
        },
        {
          "name": "darwin / amd64",
          "value": 16
        },
        {
          "name": "linux / arm64",
          "value": 14
        }
      ]
    },
    "agents": {
      "day": "2026-09-12",
      "rows": [
        {
          "name": "opencode",
          "value": 799
        },
        {
          "name": "pi",
          "value": 743
        },
        {
          "name": "claude-code",
          "value": 457
        },
        {
          "name": "codex",
          "value": 407
        },
        {
          "name": "gemini-cli",
          "value": 218
        },
        {
          "name": "vscode-copilot",
          "value": 211
        },
        {
          "name": "antigravity",
          "value": 190
        },
        {
          "name": "cursor",
          "value": 142
        },
        {
          "name": "hermes",
          "value": 79
        },
        {
          "name": "qwen-code",
          "value": 35
        },
        {
          "name": "windsurf",
          "value": 34
        },
        {
          "name": "kilocode",
          "value": 19
        },
        {
          "name": "kiro-ide",
          "value": 17
        },
        {
          "name": "kimi",
          "value": 14
        },
        {
          "name": "openclaw",
          "value": 12
        }
      ]
    },
    "components": {
      "day": "2026-09-12",
      "rows": [
        {
          "name": "engram",
          "value": 780
        },
        {
          "name": "sdd",
          "value": 629
        },
        {
          "name": "skills",
          "value": 624
        },
        {
          "name": "context7",
          "value": 619
        },
        {
          "name": "gga",
          "value": 611
        },
        {
          "name": "persona",
          "value": 608
        },
        {
          "name": "permissions",
          "value": 588
        },
        {
          "name": "claude-theme",
          "value": 568
        },
        {
          "name": "opencode-gentle-logo",
          "value": 567
        },
        {
          "name": "theme",
          "value": 19
        }
      ]
    },
    "versions": {
      "day": "2026-09-12",
      "rows": [
        {
          "name": "2.7.0",
          "value": 1038
        },
        {
          "name": "2.0.0-20260911200330-d521b5e360ba",
          "value": 31
        },
        {
          "name": "2.7.1-0.20260911200330-d521b5e360ba",
          "value": 25
        },
        {
          "name": "2.0.0-20260912071904-8e564b4dcfbc",
          "value": 16
        },
        {
          "name": "2.0.0-20260909195944-5c184843b127",
          "value": 12
        },
        {
          "name": "2.0.0-20260912173748-21d9ffa67cfd",
          "value": 12
        },
        {
          "name": "other",
          "value": 182,
          "collapsed_groups": 59,
          "responses": 0,
          "tokens_processed": 0
        }
      ]
    },
    "review_driven_development": {
      "day": "2026-09-12",
      "enabled": 482,
      "disabled": 834,
      "enabled_share": 0.3663
    },
    "downloads": {
      "npm": [
        {
          "package": "gentle-pi",
          "downloads": 525,
          "day": "2026-09-12"
        },
        {
          "package": "gentle-engram",
          "downloads": 464,
          "day": "2026-09-12"
        }
      ],
      "github": [
        {
          "tag": "v2.4.0",
          "downloads": 16138
        },
        {
          "tag": "v2.7.0",
          "downloads": 11865
        },
        {
          "tag": "v2.3.0",
          "downloads": 9241
        },
        {
          "tag": "v2.2.4",
          "downloads": 8094
        },
        {
          "tag": "v2.5.0",
          "downloads": 7660
        },
        {
          "tag": "v2.6.0",
          "downloads": 7419
        },
        {
          "tag": "v2.2.3",
          "downloads": 1277
        },
        {
          "tag": "v2.5.0-rc.3",
          "downloads": 647
        },
        {
          "tag": "v2.8.0",
          "downloads": 552
        },
        {
          "tag": "v2.5.0-rc.1",
          "downloads": 348
        },
        {
          "tag": "v2.4.0-rc.8",
          "downloads": 337
        },
        {
          "tag": "v2.5.0-rc.2",
          "downloads": 282
        },
        {
          "tag": "v2.3.0-rc.3",
          "downloads": 249
        },
        {
          "tag": "v2.4.0-rc.7",
          "downloads": 213
        },
        {
          "tag": "v2.3.0-rc.2",
          "downloads": 199
        },
        {
          "tag": "v2.4.0-rc.6",
          "downloads": 184
        },
        {
          "tag": "v2.3.0-rc.1",
          "downloads": 171
        },
        {
          "tag": "v2.4.0-rc.1",
          "downloads": 148
        },
        {
          "tag": "v2.4.0-rc.3",
          "downloads": 141
        },
        {
          "tag": "v2.2.3-rc.4",
          "downloads": 73
        },
        {
          "tag": "v2.2.3-rc.3",
          "downloads": 54
        },
        {
          "tag": "v2.4.0-rc.4",
          "downloads": 0
        },
        {
          "tag": "v2.7.0-rc.1",
          "downloads": 0
        }
      ]
    }
  },
  "runtime": {
    "window": {
      "first_utc": "2026-09-10 18:41:38",
      "last_utc": "2026-09-14 05:15:01",
      "deliveries": 166766,
      "retention_days": 90
    },
    "totals": {
      "rows": 174944,
      "responses": 285880,
      "launches": 10138,
      "tokens": {
        "input": 1947494605,
        "output": 133901081,
        "cache_read": 28590424654,
        "cache_creation": 63255404,
        "reasoning": 61735779,
        "processed": 30796811523
      }
    },
    "recent": {
      "window_minutes": 15,
      "window_start": "2026-09-14T05:00:01Z",
      "window_end": "2026-09-14T05:15:01Z",
      "deliveries": 898,
      "rows": 945,
      "responses": 1764,
      "launches": 57,
      "tokens": {
        "input": 12802578,
        "output": 929289,
        "cache_read": 181547249,
        "cache_creation": 502596,
        "reasoning": 456328,
        "processed": 196238040
      }
    },
    "hosts": [
      {
        "host": "pi",
        "rows": 144936,
        "responses": 257915,
        "launches": 7945,
        "tokens": {
          "input": 1753560083,
          "output": 123236752,
          "cache_read": 25339416417,
          "cache_creation": 40294390,
          "reasoning": 53511746,
          "processed": 27310019388
        }
      },
      {
        "host": "opencode",
        "rows": 26940,
        "responses": 26940,
        "launches": 0,
        "tokens": {
          "input": 168695989,
          "output": 9989616,
          "cache_read": 3090062608,
          "cache_creation": 20114781,
          "reasoning": 8206783,
          "processed": 3297069777
        }
      },
      {
        "host": "claude-code",
        "rows": 2646,
        "responses": 604,
        "launches": 2042,
        "tokens": {
          "input": 8603,
          "output": 613821,
          "cache_read": 136070237,
          "cache_creation": 2846233,
          "reasoning": 0,
          "processed": 139538894
        }
      },
      {
        "host": "codex",
        "rows": 424,
        "responses": 424,
        "launches": 152,
        "tokens": {
          "input": 25243548,
          "output": 61799,
          "cache_read": 24893824,
          "cache_creation": 0,
          "reasoning": 17410,
          "processed": 50216581
        }
      }
    ],
    "models": [
      {
        "name": "unknown/unknown",
        "value": 73054,
        "responses": 79624,
        "tokens_processed": 10825949062
      },
      {
        "name": "custom/custom",
        "value": 25727,
        "responses": 57102,
        "tokens_processed": 5669585857
      },
      {
        "name": "openai-codex/gpt-6-astra",
        "value": 19461,
        "responses": 41402,
        "tokens_processed": 3544185481
      },
      {
        "name": "openai-codex/gpt-5.6-terra",
        "value": 6948,
        "responses": 31772,
        "tokens_processed": 2582058785
      },
      {
        "name": "openai-codex/gpt-5.6-sol",
        "value": 15373,
        "responses": 25718,
        "tokens_processed": 2394226644
      },
      {
        "name": "openai-codex/gpt-5.6-luna",
        "value": 5643,
        "responses": 14591,
        "tokens_processed": 1391091063
      },
      {
        "name": "openai/gpt-5.6-sol",
        "value": 6828,
        "responses": 6828,
        "tokens_processed": 889572092
      },
      {
        "name": "opencode-go/deepseek-v4.1-flash",
        "value": 1766,
        "responses": 3243,
        "tokens_processed": 471944118
      },
      {
        "name": "opencode/custom",
        "value": 2942,
        "responses": 2936,
        "tokens_processed": 315033716
      },
      {
        "name": "deepseek/deepseek-flash",
        "value": 845,
        "responses": 1254,
        "tokens_processed": 272966232
      },
      {
        "name": "openai/gpt-5.6-luna",
        "value": 2448,
        "responses": 2448,
        "tokens_processed": 259107424
      },
      {
        "name": "openai/gpt-6-astra",
        "value": 1741,
        "responses": 1741,
        "tokens_processed": 215024662
      },
      {
        "name": "other",
        "value": 12177,
        "collapsed_groups": 200,
        "responses": 17236,
        "tokens_processed": 1966815789
      }
    ],
    "efforts": [
      {
        "name": "high",
        "value": 52975,
        "responses": 105359,
        "tokens_processed": 11285109475
      },
      {
        "name": "medium",
        "value": 46931,
        "responses": 59889,
        "tokens_processed": 6563760492
      },
      {
        "name": "unavailable",
        "value": 30233,
        "responses": 50106,
        "tokens_processed": 4927744474
      },
      {
        "name": "low",
        "value": 25598,
        "responses": 43349,
        "tokens_processed": 3728686663
      },
      {
        "name": "xhigh",
        "value": 10793,
        "responses": 17260,
        "tokens_processed": 2199041119
      },
      {
        "name": "max",
        "value": 5976,
        "responses": 7029,
        "tokens_processed": 1773598761
      },
      {
        "name": "off",
        "value": 2212,
        "responses": 2400,
        "tokens_processed": 295237098
      },
      {
        "name": "minimal",
        "value": 238,
        "responses": 506,
        "tokens_processed": 25251674
      }
    ],
    "agents": [
      {
        "name": "orchestrator",
        "agent_kind": "orchestrator",
        "agent_class": "orchestrator",
        "value": 138585,
        "responses": 136551,
        "tokens_processed": 19461068218
      },
      {
        "name": "unknown",
        "agent_kind": "unknown",
        "agent_class": "unknown",
        "value": 14884,
        "responses": 82351,
        "tokens_processed": 5945887745
      },
      {
        "name": "sdd-apply",
        "agent_kind": "built_in",
        "agent_class": "sdd-apply",
        "value": 2952,
        "responses": 20334,
        "tokens_processed": 2074667190
      },
      {
        "name": "worker",
        "agent_kind": "built_in",
        "agent_class": "worker",
        "value": 7626,
        "responses": 15776,
        "tokens_processed": 1446328649
      },
      {
        "name": "unknown",
        "agent_kind": "custom",
        "agent_class": "unknown",
        "value": 4137,
        "responses": 4130,
        "tokens_processed": 564031196
      },
      {
        "name": "explore",
        "agent_kind": "built_in",
        "agent_class": "explore",
        "value": 1733,
        "responses": 7664,
        "tokens_processed": 463155356
      },
      {
        "name": "verify",
        "agent_kind": "built_in",
        "agent_class": "verify",
        "value": 1865,
        "responses": 9252,
        "tokens_processed": 440071766
      },
      {
        "name": "sdd-verify",
        "agent_kind": "built_in",
        "agent_class": "sdd-verify",
        "value": 426,
        "responses": 1575,
        "tokens_processed": 91499215
      },
      {
        "name": "sdd-explore",
        "agent_kind": "built_in",
        "agent_class": "sdd-explore",
        "value": 390,
        "responses": 1178,
        "tokens_processed": 51725953
      },
      {
        "name": "sdd-design",
        "agent_kind": "built_in",
        "agent_class": "sdd-design",
        "value": 346,
        "responses": 1055,
        "tokens_processed": 49336849
      },
      {
        "name": "sdd-tasks",
        "agent_kind": "built_in",
        "agent_class": "sdd-tasks",
        "value": 346,
        "responses": 987,
        "tokens_processed": 37894472
      },
      {
        "name": "sdd-spec",
        "agent_kind": "built_in",
        "agent_class": "sdd-spec",
        "value": 310,
        "responses": 755,
        "tokens_processed": 28607456
      },
      {
        "name": "sdd-propose",
        "agent_kind": "built_in",
        "agent_class": "sdd-propose",
        "value": 304,
        "responses": 864,
        "tokens_processed": 26235165
      },
      {
        "name": "sdd-status",
        "agent_kind": "built_in",
        "agent_class": "sdd-status",
        "value": 327,
        "responses": 946,
        "tokens_processed": 25915374
      },
      {
        "name": "other",
        "value": 729,
        "collapsed_groups": 12,
        "responses": 2484,
        "tokens_processed": 92667916
      }
    ],
    "agent_models": {
      "floor": 10,
      "cells": [
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 596,
          "responses": 2811,
          "tokens_processed": 180838830,
          "errored_rows": 310,
          "error_categories": {
            "unknown": 310
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 379,
          "responses": 2495,
          "tokens_processed": 120695126,
          "errored_rows": 153,
          "error_categories": {
            "aborted": 1,
            "unknown": 152
          },
          "duration": {
            "measured_rows": 83,
            "sum_ms": 744084
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "unknown/unknown",
          "rows": 123,
          "responses": 864,
          "tokens_processed": 60729139,
          "errored_rows": 60,
          "error_categories": {
            "unknown": 60
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 66,
          "responses": 449,
          "tokens_processed": 37815445,
          "errored_rows": 32,
          "error_categories": {
            "unknown": 32
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-luna",
          "rows": 136,
          "responses": 136,
          "tokens_processed": 11983623,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 136,
            "sum_ms": 3040502
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-sol",
          "rows": 192,
          "responses": 192,
          "tokens_processed": 11859244,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 192,
            "sum_ms": 2802319
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-sol",
          "rows": 15,
          "responses": 125,
          "tokens_processed": 7880296,
          "errored_rows": 6,
          "error_categories": {
            "unknown": 6
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "opencode-go/deepseek-v4.1-flash",
          "rows": 18,
          "responses": 105,
          "tokens_processed": 7010716,
          "errored_rows": 1,
          "error_categories": {
            "unknown": 1
          },
          "duration": {
            "measured_rows": 13,
            "sum_ms": 74879
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 19,
          "responses": 97,
          "tokens_processed": 3041760,
          "errored_rows": 9,
          "error_categories": {
            "unknown": 9
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "opencode/custom",
          "rows": 58,
          "responses": 58,
          "tokens_processed": 2708163,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 58,
            "sum_ms": 624959
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-terra",
          "rows": 20,
          "responses": 20,
          "tokens_processed": 1315617,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 20,
            "sum_ms": 281379
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "openrouter/deepseek-v4.1-flash",
          "rows": 18,
          "responses": 18,
          "tokens_processed": 1224231,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 18,
            "sum_ms": 155906
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "anthropic/claude-opus-5",
          "rows": 15,
          "responses": 15,
          "tokens_processed": 781140,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 15,
            "sum_ms": 83794
          }
        },
        {
          "agent_class": "explore",
          "agent_kind": "built_in",
          "model": "kimi-for-coding/kimi-for-coding",
          "rows": 10,
          "responses": 10,
          "tokens_processed": 385504,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 10,
            "sum_ms": 191569
          }
        },
        {
          "agent_class": "jd-fix-agent",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 26,
          "responses": 199,
          "tokens_processed": 13939957,
          "errored_rows": 13,
          "error_categories": {
            "unknown": 13
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "jd-fix-agent",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 14,
          "responses": 166,
          "tokens_processed": 6113693,
          "errored_rows": 7,
          "error_categories": {
            "unknown": 7
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "jd-fix-agent",
          "agent_kind": "built_in",
          "model": "opencode-go/deepseek-v4.1-flash",
          "rows": 14,
          "responses": 14,
          "tokens_processed": 1531484,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 14,
            "sum_ms": 98961
          }
        },
        {
          "agent_class": "jd-fix-agent",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-terra",
          "rows": 17,
          "responses": 17,
          "tokens_processed": 1448816,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 17,
            "sum_ms": 447534
          }
        },
        {
          "agent_class": "jd-fix-agent",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 22,
          "responses": 320,
          "tokens_processed": 837929,
          "errored_rows": 11,
          "error_categories": {
            "unknown": 11
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "jd-judge-a",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 37,
          "responses": 191,
          "tokens_processed": 5821531,
          "errored_rows": 19,
          "error_categories": {
            "auth": 1,
            "unknown": 18
          },
          "duration": {
            "measured_rows": 1,
            "sum_ms": 1281
          }
        },
        {
          "agent_class": "jd-judge-a",
          "agent_kind": "built_in",
          "model": "anthropic/claude-opus-5",
          "rows": 17,
          "responses": 17,
          "tokens_processed": 2892477,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 17,
            "sum_ms": 321680
          }
        },
        {
          "agent_class": "jd-judge-b",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 20,
          "responses": 123,
          "tokens_processed": 4813607,
          "errored_rows": 11,
          "error_categories": {
            "auth": 1,
            "unknown": 10
          },
          "duration": {
            "measured_rows": 1,
            "sum_ms": 474
          }
        },
        {
          "agent_class": "jd-judge-b",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 10,
          "responses": 18,
          "tokens_processed": 919604,
          "errored_rows": 5,
          "error_categories": {
            "unknown": 5
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 288,
          "responses": 4259,
          "tokens_processed": 510160524,
          "errored_rows": 150,
          "error_categories": {
            "unknown": 150
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 889,
          "responses": 5761,
          "tokens_processed": 468771747,
          "errored_rows": 135,
          "error_categories": {
            "unknown": 135
          },
          "duration": {
            "measured_rows": 631,
            "sum_ms": 4411000
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 389,
          "responses": 4358,
          "tokens_processed": 460375783,
          "errored_rows": 197,
          "error_categories": {
            "unknown": 197
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-sol",
          "rows": 115,
          "responses": 1578,
          "tokens_processed": 160639679,
          "errored_rows": 58,
          "error_categories": {
            "unknown": 58
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 35,
          "responses": 807,
          "tokens_processed": 107528357,
          "errored_rows": 17,
          "error_categories": {
            "unknown": 17
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "opencode-go/deepseek-v4.1-flash",
          "rows": 316,
          "responses": 493,
          "tokens_processed": 73531462,
          "errored_rows": 5,
          "error_categories": {
            "unknown": 5
          },
          "duration": {
            "measured_rows": 304,
            "sum_ms": 3124711
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "deepseek/deepseek-flash",
          "rows": 15,
          "responses": 336,
          "tokens_processed": 47663206,
          "errored_rows": 7,
          "error_categories": {
            "unknown": 7
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "unknown/unknown",
          "rows": 30,
          "responses": 348,
          "tokens_processed": 34047346,
          "errored_rows": 20,
          "error_categories": {
            "unknown": 20
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-terra",
          "rows": 240,
          "responses": 240,
          "tokens_processed": 31974696,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 240,
            "sum_ms": 4009433
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "opencode/custom",
          "rows": 327,
          "responses": 327,
          "tokens_processed": 29079184,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 327,
            "sum_ms": 9581196
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.5",
          "rows": 23,
          "responses": 294,
          "tokens_processed": 26272620,
          "errored_rows": 11,
          "error_categories": {
            "unknown": 11
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "opencode-go/glm-5.3-flash",
          "rows": 14,
          "responses": 182,
          "tokens_processed": 21356813,
          "errored_rows": 7,
          "error_categories": {
            "unknown": 7
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "openai/gpt-6-astra",
          "rows": 97,
          "responses": 97,
          "tokens_processed": 12387490,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 97,
            "sum_ms": 1708984
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "opencode/claude-sonnet-5",
          "rows": 48,
          "responses": 48,
          "tokens_processed": 4449442,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 48,
            "sum_ms": 467712
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "commandcode/deepseek-v4.1-flash",
          "rows": 14,
          "responses": 38,
          "tokens_processed": 3689689,
          "errored_rows": 1,
          "error_categories": {
            "unknown": 1
          },
          "duration": {
            "measured_rows": 12,
            "sum_ms": 91591
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "opencode-go/gpt-5.6-luna",
          "rows": 37,
          "responses": 37,
          "tokens_processed": 2369797,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 37,
            "sum_ms": 890998
          }
        },
        {
          "agent_class": "sdd-apply",
          "agent_kind": "built_in",
          "model": "nan/glm5.3-flash",
          "rows": 10,
          "responses": 300,
          "tokens_processed": 0,
          "errored_rows": 5,
          "error_categories": {
            "unknown": 5
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-archive",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 144,
          "responses": 253,
          "tokens_processed": 7299905,
          "errored_rows": 10,
          "error_categories": {
            "unknown": 10
          },
          "duration": {
            "measured_rows": 124,
            "sum_ms": 460881
          }
        },
        {
          "agent_class": "sdd-archive",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 10,
          "responses": 46,
          "tokens_processed": 1849584,
          "errored_rows": 5,
          "error_categories": {
            "unknown": 5
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-design",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 45,
          "responses": 235,
          "tokens_processed": 14516982,
          "errored_rows": 22,
          "error_categories": {
            "unknown": 22
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-design",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 143,
          "responses": 468,
          "tokens_processed": 11416285,
          "errored_rows": 23,
          "error_categories": {
            "unknown": 23
          },
          "duration": {
            "measured_rows": 99,
            "sum_ms": 432672
          }
        },
        {
          "agent_class": "sdd-design",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-sol",
          "rows": 29,
          "responses": 134,
          "tokens_processed": 7436178,
          "errored_rows": 16,
          "error_categories": {
            "unknown": 16
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-design",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-sol",
          "rows": 34,
          "responses": 34,
          "tokens_processed": 3361235,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 34,
            "sum_ms": 594161
          }
        },
        {
          "agent_class": "sdd-design",
          "agent_kind": "built_in",
          "model": "openai/gpt-6-astra",
          "rows": 13,
          "responses": 13,
          "tokens_processed": 2451050,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 13,
            "sum_ms": 260628
          }
        },
        {
          "agent_class": "sdd-design",
          "agent_kind": "built_in",
          "model": "opencode/custom",
          "rows": 28,
          "responses": 28,
          "tokens_processed": 1898063,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 28,
            "sum_ms": 535908
          }
        },
        {
          "agent_class": "sdd-design",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-terra",
          "rows": 16,
          "responses": 16,
          "tokens_processed": 1388250,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 16,
            "sum_ms": 186363
          }
        },
        {
          "agent_class": "sdd-design",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-luna",
          "rows": 13,
          "responses": 13,
          "tokens_processed": 853607,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 13,
            "sum_ms": 145034
          }
        },
        {
          "agent_class": "sdd-explore",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 162,
          "responses": 631,
          "tokens_processed": 22295115,
          "errored_rows": 31,
          "error_categories": {
            "unknown": 31
          },
          "duration": {
            "measured_rows": 102,
            "sum_ms": 639324
          }
        },
        {
          "agent_class": "sdd-explore",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 62,
          "responses": 222,
          "tokens_processed": 10065303,
          "errored_rows": 31,
          "error_categories": {
            "unknown": 31
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-explore",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-luna",
          "rows": 59,
          "responses": 59,
          "tokens_processed": 3277310,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 59,
            "sum_ms": 619685
          }
        },
        {
          "agent_class": "sdd-explore",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 12,
          "responses": 46,
          "tokens_processed": 2450573,
          "errored_rows": 6,
          "error_categories": {
            "unknown": 6
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-explore",
          "agent_kind": "built_in",
          "model": "opencode/custom",
          "rows": 26,
          "responses": 26,
          "tokens_processed": 1605671,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 26,
            "sum_ms": 212112
          }
        },
        {
          "agent_class": "sdd-explore",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-sol",
          "rows": 16,
          "responses": 16,
          "tokens_processed": 830532,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 16,
            "sum_ms": 260342
          }
        },
        {
          "agent_class": "sdd-explore",
          "agent_kind": "built_in",
          "model": "unknown/unknown",
          "rows": 11,
          "responses": 19,
          "tokens_processed": 227246,
          "errored_rows": 8,
          "error_categories": {
            "unknown": 8
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-init",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 34,
          "responses": 75,
          "tokens_processed": 1771854,
          "errored_rows": 8,
          "error_categories": {
            "unknown": 8
          },
          "duration": {
            "measured_rows": 20,
            "sum_ms": 341308
          }
        },
        {
          "agent_class": "sdd-init",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-terra",
          "rows": 23,
          "responses": 23,
          "tokens_processed": 960406,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 23,
            "sum_ms": 401532
          }
        },
        {
          "agent_class": "sdd-init",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-luna",
          "rows": 12,
          "responses": 12,
          "tokens_processed": 425149,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 12,
            "sum_ms": 66013
          }
        },
        {
          "agent_class": "sdd-propose",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 131,
          "responses": 430,
          "tokens_processed": 9005364,
          "errored_rows": 24,
          "error_categories": {
            "unknown": 24
          },
          "duration": {
            "measured_rows": 87,
            "sum_ms": 468219
          }
        },
        {
          "agent_class": "sdd-propose",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 39,
          "responses": 153,
          "tokens_processed": 5720108,
          "errored_rows": 19,
          "error_categories": {
            "unknown": 19
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-propose",
          "agent_kind": "built_in",
          "model": "anthropic/claude-opus-5",
          "rows": 15,
          "responses": 15,
          "tokens_processed": 2833118,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 15,
            "sum_ms": 87597
          }
        },
        {
          "agent_class": "sdd-propose",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-sol",
          "rows": 20,
          "responses": 70,
          "tokens_processed": 2114273,
          "errored_rows": 10,
          "error_categories": {
            "unknown": 10
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-propose",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-sol",
          "rows": 29,
          "responses": 29,
          "tokens_processed": 1575990,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 29,
            "sum_ms": 356697
          }
        },
        {
          "agent_class": "sdd-propose",
          "agent_kind": "built_in",
          "model": "unknown/unknown",
          "rows": 18,
          "responses": 27,
          "tokens_processed": 588502,
          "errored_rows": 13,
          "error_categories": {
            "unknown": 13
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-propose",
          "agent_kind": "built_in",
          "model": "opencode/custom",
          "rows": 12,
          "responses": 12,
          "tokens_processed": 436132,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 12,
            "sum_ms": 75329
          }
        },
        {
          "agent_class": "sdd-research",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 26,
          "responses": 166,
          "tokens_processed": 12314222,
          "errored_rows": 14,
          "error_categories": {
            "unknown": 14
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-research",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-sol",
          "rows": 17,
          "responses": 56,
          "tokens_processed": 2723978,
          "errored_rows": 8,
          "error_categories": {
            "unknown": 8
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-research",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 15,
          "responses": 46,
          "tokens_processed": 2049726,
          "errored_rows": 5,
          "error_categories": {
            "unknown": 5
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-research",
          "agent_kind": "built_in",
          "model": "unknown/unknown",
          "rows": 16,
          "responses": 27,
          "tokens_processed": 698265,
          "errored_rows": 11,
          "error_categories": {
            "unknown": 11
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-research",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-sol",
          "rows": 20,
          "responses": 20,
          "tokens_processed": 499189,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 20,
            "sum_ms": 330880
          }
        },
        {
          "agent_class": "sdd-research",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 16,
          "responses": 39,
          "tokens_processed": 302678,
          "errored_rows": 9,
          "error_categories": {
            "unknown": 9
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-spec",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 136,
          "responses": 379,
          "tokens_processed": 12038409,
          "errored_rows": 30,
          "error_categories": {
            "api": 1,
            "unknown": 29
          },
          "duration": {
            "measured_rows": 82,
            "sum_ms": 360641
          }
        },
        {
          "agent_class": "sdd-spec",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-sol",
          "rows": 46,
          "responses": 46,
          "tokens_processed": 3595165,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 46,
            "sum_ms": 936207
          }
        },
        {
          "agent_class": "sdd-spec",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 24,
          "responses": 65,
          "tokens_processed": 2478963,
          "errored_rows": 11,
          "error_categories": {
            "unknown": 11
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-spec",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 14,
          "responses": 65,
          "tokens_processed": 2403000,
          "errored_rows": 6,
          "error_categories": {
            "unknown": 6
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-spec",
          "agent_kind": "built_in",
          "model": "opencode-go/deepseek-v4.1-flash",
          "rows": 18,
          "responses": 18,
          "tokens_processed": 1261338,
          "errored_rows": 1,
          "error_categories": {
            "unknown": 1
          },
          "duration": {
            "measured_rows": 16,
            "sum_ms": 118507
          }
        },
        {
          "agent_class": "sdd-spec",
          "agent_kind": "built_in",
          "model": "unknown/unknown",
          "rows": 11,
          "responses": 25,
          "tokens_processed": 729095,
          "errored_rows": 6,
          "error_categories": {
            "unknown": 6
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-spec",
          "agent_kind": "built_in",
          "model": "opencode/custom",
          "rows": 14,
          "responses": 13,
          "tokens_processed": 511239,
          "errored_rows": 1,
          "error_categories": {
            "unknown": 1
          },
          "duration": {
            "measured_rows": 13,
            "sum_ms": 242307
          }
        },
        {
          "agent_class": "sdd-spec",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 11,
          "responses": 32,
          "tokens_processed": 455903,
          "errored_rows": 6,
          "error_categories": {
            "unknown": 6
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-status",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-sol",
          "rows": 142,
          "responses": 354,
          "tokens_processed": 10803911,
          "errored_rows": 71,
          "error_categories": {
            "unknown": 71
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-status",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 96,
          "responses": 277,
          "tokens_processed": 9127518,
          "errored_rows": 48,
          "error_categories": {
            "unknown": 48
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-status",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 33,
          "responses": 140,
          "tokens_processed": 2054660,
          "errored_rows": 18,
          "error_categories": {
            "unknown": 18
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-status",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 16,
          "responses": 47,
          "tokens_processed": 1892736,
          "errored_rows": 8,
          "error_categories": {
            "unknown": 8
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-status",
          "agent_kind": "built_in",
          "model": "unknown/unknown",
          "rows": 16,
          "responses": 45,
          "tokens_processed": 918812,
          "errored_rows": 8,
          "error_categories": {
            "unknown": 8
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-status",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 18,
          "responses": 69,
          "tokens_processed": 797010,
          "errored_rows": 9,
          "error_categories": {
            "unknown": 9
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-sync",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 16,
          "responses": 106,
          "tokens_processed": 1122859,
          "errored_rows": 8,
          "error_categories": {
            "unknown": 8
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-tasks",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 136,
          "responses": 524,
          "tokens_processed": 11037313,
          "errored_rows": 32,
          "error_categories": {
            "unknown": 32
          },
          "duration": {
            "measured_rows": 72,
            "sum_ms": 338344
          }
        },
        {
          "agent_class": "sdd-tasks",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 55,
          "responses": 167,
          "tokens_processed": 8828367,
          "errored_rows": 27,
          "error_categories": {
            "unknown": 27
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-tasks",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-sol",
          "rows": 10,
          "responses": 47,
          "tokens_processed": 3993034,
          "errored_rows": 5,
          "error_categories": {
            "unknown": 5
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-tasks",
          "agent_kind": "built_in",
          "model": "anthropic/claude-sonnet-5",
          "rows": 11,
          "responses": 11,
          "tokens_processed": 2248982,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 11,
            "sum_ms": 118478
          }
        },
        {
          "agent_class": "sdd-tasks",
          "agent_kind": "built_in",
          "model": "opencode/custom",
          "rows": 28,
          "responses": 28,
          "tokens_processed": 1772410,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 28,
            "sum_ms": 572569
          }
        },
        {
          "agent_class": "sdd-tasks",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-luna",
          "rows": 38,
          "responses": 38,
          "tokens_processed": 1604871,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 38,
            "sum_ms": 364203
          }
        },
        {
          "agent_class": "sdd-tasks",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 12,
          "responses": 40,
          "tokens_processed": 1568531,
          "errored_rows": 6,
          "error_categories": {
            "unknown": 6
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-tasks",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 12,
          "responses": 44,
          "tokens_processed": 1270303,
          "errored_rows": 6,
          "error_categories": {
            "unknown": 6
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-tasks",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-sol",
          "rows": 15,
          "responses": 15,
          "tokens_processed": 987295,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 15,
            "sum_ms": 300053
          }
        },
        {
          "agent_class": "sdd-verify",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 233,
          "responses": 770,
          "tokens_processed": 31548970,
          "errored_rows": 21,
          "error_categories": {
            "unknown": 21
          },
          "duration": {
            "measured_rows": 193,
            "sum_ms": 914966
          }
        },
        {
          "agent_class": "sdd-verify",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 42,
          "responses": 298,
          "tokens_processed": 21371047,
          "errored_rows": 21,
          "error_categories": {
            "unknown": 21
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-verify",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-sol",
          "rows": 41,
          "responses": 156,
          "tokens_processed": 11036398,
          "errored_rows": 22,
          "error_categories": {
            "unknown": 22
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "sdd-verify",
          "agent_kind": "built_in",
          "model": "anthropic/claude-opus-5",
          "rows": 16,
          "responses": 15,
          "tokens_processed": 4275240,
          "errored_rows": 2,
          "error_categories": {
            "unknown": 2
          },
          "duration": {
            "measured_rows": 14,
            "sum_ms": 189796
          }
        },
        {
          "agent_class": "sdd-verify",
          "agent_kind": "built_in",
          "model": "opencode-go/deepseek-v4.1-flash",
          "rows": 15,
          "responses": 54,
          "tokens_processed": 3980712,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 14,
            "sum_ms": 206775
          }
        },
        {
          "agent_class": "sdd-verify",
          "agent_kind": "built_in",
          "model": "opencode/custom",
          "rows": 24,
          "responses": 24,
          "tokens_processed": 1792195,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 24,
            "sum_ms": 374106
          }
        },
        {
          "agent_class": "sdd-verify",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-terra",
          "rows": 18,
          "responses": 18,
          "tokens_processed": 1331843,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 18,
            "sum_ms": 250590
          }
        },
        {
          "agent_class": "verify",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 721,
          "responses": 3484,
          "tokens_processed": 170582862,
          "errored_rows": 378,
          "error_categories": {
            "unknown": 378
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "verify",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 365,
          "responses": 1623,
          "tokens_processed": 104869998,
          "errored_rows": 183,
          "error_categories": {
            "unknown": 183
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "verify",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 329,
          "responses": 1844,
          "tokens_processed": 68263994,
          "errored_rows": 164,
          "error_categories": {
            "unknown": 164
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "verify",
          "agent_kind": "built_in",
          "model": "unknown/unknown",
          "rows": 176,
          "responses": 874,
          "tokens_processed": 40541636,
          "errored_rows": 84,
          "error_categories": {
            "unknown": 84
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "verify",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-sol",
          "rows": 169,
          "responses": 614,
          "tokens_processed": 21549343,
          "errored_rows": 84,
          "error_categories": {
            "unknown": 84
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "verify",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 66,
          "responses": 213,
          "tokens_processed": 9805557,
          "errored_rows": 28,
          "error_categories": {
            "unknown": 28
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-sol",
          "rows": 2954,
          "responses": 2954,
          "tokens_processed": 409855009,
          "errored_rows": 3,
          "error_categories": {
            "aborted": 3
          },
          "duration": {
            "measured_rows": 2954,
            "sum_ms": 43511742
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "custom/custom",
          "rows": 1826,
          "responses": 4436,
          "tokens_processed": 380449067,
          "errored_rows": 73,
          "error_categories": {
            "aborted": 1,
            "unknown": 72
          },
          "duration": {
            "measured_rows": 1683,
            "sum_ms": 26520313
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-terra",
          "rows": 175,
          "responses": 1882,
          "tokens_processed": 152797129,
          "errored_rows": 84,
          "error_categories": {
            "unknown": 84
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-5.6-luna",
          "rows": 37,
          "responses": 714,
          "tokens_processed": 81494445,
          "errored_rows": 19,
          "error_categories": {
            "unknown": 19
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-luna",
          "rows": 668,
          "responses": 668,
          "tokens_processed": 64152833,
          "errored_rows": 2,
          "error_categories": {
            "aborted": 2
          },
          "duration": {
            "measured_rows": 668,
            "sum_ms": 16030995
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "opencode-go/deepseek-v4.1-flash",
          "rows": 148,
          "responses": 670,
          "tokens_processed": 63813581,
          "errored_rows": 4,
          "error_categories": {
            "unknown": 4
          },
          "duration": {
            "measured_rows": 133,
            "sum_ms": 961157
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "unknown/unknown",
          "rows": 95,
          "responses": 1033,
          "tokens_processed": 51980723,
          "errored_rows": 51,
          "error_categories": {
            "unknown": 51
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "opencode/custom",
          "rows": 505,
          "responses": 505,
          "tokens_processed": 49797542,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 505,
            "sum_ms": 5667511
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "openai-codex/gpt-6-astra",
          "rows": 132,
          "responses": 890,
          "tokens_processed": 38192648,
          "errored_rows": 78,
          "error_categories": {
            "unknown": 78
          },
          "duration": {
            "measured_rows": 0,
            "sum_ms": 0
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "openai/gpt-6-astra",
          "rows": 581,
          "responses": 581,
          "tokens_processed": 37672955,
          "errored_rows": 1,
          "error_categories": {
            "rate_limit": 1
          },
          "duration": {
            "measured_rows": 581,
            "sum_ms": 14802820
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.6-terra",
          "rows": 152,
          "responses": 152,
          "tokens_processed": 12409324,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 152,
            "sum_ms": 5909088
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "opencode-go/minimax-m3",
          "rows": 102,
          "responses": 102,
          "tokens_processed": 10134040,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 102,
            "sum_ms": 417436
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "nan/glm5.3-flash",
          "rows": 34,
          "responses": 34,
          "tokens_processed": 4501257,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 34,
            "sum_ms": 2111715
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "nan/qwen3.6",
          "rows": 18,
          "responses": 18,
          "tokens_processed": 3386524,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 18,
            "sum_ms": 192400
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "kimi-for-coding/kimi-for-coding",
          "rows": 41,
          "responses": 41,
          "tokens_processed": 3382872,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 41,
            "sum_ms": 743198
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "openrouter/deepseek-v4.1-flash",
          "rows": 25,
          "responses": 25,
          "tokens_processed": 2831731,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 25,
            "sum_ms": 462864
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "nan/deepseek-v4-flash",
          "rows": 18,
          "responses": 18,
          "tokens_processed": 2408663,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 18,
            "sum_ms": 75131
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "openai/gpt-5.5",
          "rows": 38,
          "responses": 38,
          "tokens_processed": 1185758,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 38,
            "sum_ms": 382846
          }
        },
        {
          "agent_class": "worker",
          "agent_kind": "built_in",
          "model": "opencode/mimo-v2.5-free",
          "rows": 18,
          "responses": 18,
          "tokens_processed": 1182328,
          "errored_rows": 0,
          "error_categories": {},
          "duration": {
            "measured_rows": 18,
            "sum_ms": 212987
          }
        }
      ],
      "withheld_cells": 185,
      "withheld_rows": 649,
      "groups_seen": 314,
      "named_rows_total": 17354,
      "excluded": {
        "orchestrator_rows": 138592,
        "unnamed_agent_rows": 19021
      }
    },
    "tokens_per_day": [
      {
        "day": "2026-09-10",
        "host": "pi",
        "rows": 1363,
        "responses": 1958,
        "tokens_processed": 220069406
      },
      {
        "day": "2026-09-10",
        "host": "opencode",
        "rows": 667,
        "responses": 667,
        "tokens_processed": 43237837
      },
      {
        "day": "2026-09-10",
        "host": "claude-code",
        "rows": 18,
        "responses": 1,
        "tokens_processed": 58497
      },
      {
        "day": "2026-09-11",
        "host": "pi",
        "rows": 27075,
        "responses": 45130,
        "tokens_processed": 4379052396
      },
      {
        "day": "2026-09-11",
        "host": "opencode",
        "rows": 6560,
        "responses": 6560,
        "tokens_processed": 636272522
      },
      {
        "day": "2026-09-11",
        "host": "codex",
        "rows": 42,
        "responses": 42,
        "tokens_processed": 4968520
      },
      {
        "day": "2026-09-11",
        "host": "claude-code",
        "rows": 245,
        "responses": 4,
        "tokens_processed": 447352
      },
      {
        "day": "2026-09-12",
        "host": "pi",
        "rows": 47241,
        "responses": 85535,
        "tokens_processed": 8866151871
      },
      {
        "day": "2026-09-12",
        "host": "opencode",
        "rows": 5198,
        "responses": 5198,
        "tokens_processed": 766976408
      },
      {
        "day": "2026-09-12",
        "host": "codex",
        "rows": 98,
        "responses": 98,
        "tokens_processed": 10970878
      },
      {
        "day": "2026-09-12",
        "host": "claude-code",
        "rows": 556,
        "responses": 69,
        "tokens_processed": 7348278
      },
      {
        "day": "2026-09-13",
        "host": "pi",
        "rows": 55620,
        "responses": 98321,
        "tokens_processed": 10848302650
      },
      {
        "day": "2026-09-13",
        "host": "opencode",
        "rows": 9097,
        "responses": 9097,
        "tokens_processed": 1084789483
      },
      {
        "day": "2026-09-13",
        "host": "claude-code",
        "rows": 1321,
        "responses": 186,
        "tokens_processed": 40973925
      },
      {
        "day": "2026-09-13",
        "host": "codex",
        "rows": 219,
        "responses": 219,
        "tokens_processed": 24794519
      },
      {
        "day": "2026-09-14",
        "host": "pi",
        "rows": 13652,
        "responses": 26991,
        "tokens_processed": 2998594576
      },
      {
        "day": "2026-09-14",
        "host": "opencode",
        "rows": 5420,
        "responses": 5420,
        "tokens_processed": 766182374
      },
      {
        "day": "2026-09-14",
        "host": "claude-code",
        "rows": 506,
        "responses": 344,
        "tokens_processed": 90710842
      },
      {
        "day": "2026-09-14",
        "host": "codex",
        "rows": 61,
        "responses": 61,
        "tokens_processed": 9137825
      }
    ],
    "coverage": {
      "rows": 174967,
      "unnamed_model_share": 0.5814,
      "unknown_effort_share": 0.1728,
      "anonymous_agent_share": 0.1087,
      "orchestrator_share": 0.7921,
      "named_subagent_share": 0.0992,
      "errored_share": 0.0549
    }
  }
}