{
  "accounting_source_sha256": {
    "proxy-usage-after.jsonl": "c8bef0b9e45f5db5788186d3c99da9ca034be18f178d99768d41c6d55d5e7087",
    "quota-astra-after.json": "851bffbec9e5e7d99237839ff69f67a2d415ef4779e9c7e4b210fdccda75071f",
    "quota-astra-before.json": "90ec41879ed7aa34461e2f426af73e12788009657fe2807503dc7f3c1e95304a",
    "quota-baseline-provenance.json": "1fac3a0135abe559c7f69472694a77c9153f8294b251e179dc3a7f2dd64d883a",
    "quota-glm-after.json": "f5b597cb786eab4b2e6017e9064bfbe00417e7dd4c3a8e366cafea57e10d62ef",
    "quota-glm-before.json": "421987af9655d667c9091bebffd08ab9ab2d4ac731d106a1d1a4415e891cdb4e",
    "quota-grok-after.json": "15076a5d477f4ce655f79b2005b4b531bcddb3c4b42d2fa89011f0ce0aaefc46",
    "quota-grok-before.json": "2d3daa03df6b029f5741c771c7d1f454578ea619ed6ae06da772367032534d78"
  },
  "as_of": "2026-09-13T04:55:52.120664+00:00",
  "billing": "Existing subscriptions; no separately billed inference API calls. Provider dollar estimates are not charges.",
  "campaign": "native-20260913-scoped-final",
  "configurations": [
    {
      "cached_input_tokens": 629760,
      "campaign": "native-20260913-scoped-final",
      "category": "benchmark (including reusable pilot)",
      "finished_at": "2026-09-13T04:40:55.004235+00:00",
      "input_tokens": 846372,
      "median_seconds": 6.594,
      "output_tokens": 7033,
      "reasoning": "low",
      "reasoning_output_tokens": 6223,
      "receipts_with_positive_token_totals": 92,
      "receipts_with_usage": 92,
      "request_receipts": 92,
      "requested_model": "gpt-6-astra",
      "run_key": "astra",
      "runtime_variants": {
        "private-native-config": 92
      },
      "started_at": "2026-09-13T04:37:28.517880+00:00",
      "total_tokens": 853405
    },
    {
      "cached_input_tokens": 688896,
      "campaign": "native-20260913-scoped-final",
      "category": "benchmark (including reusable pilot)",
      "finished_at": "2026-09-13T04:49:51.507209+00:00",
      "input_tokens": 1989238,
      "median_seconds": 20.157,
      "output_tokens": 76583,
      "reasoning": "low",
      "reasoning_output_tokens": 75598,
      "receipts_with_positive_token_totals": 141,
      "receipts_with_usage": 141,
      "request_receipts": 141,
      "requested_model": "grok-4.6",
      "run_key": "grok",
      "runtime_variants": {
        "existing-native-wrapper": 141
      },
      "started_at": "2026-09-13T04:37:28.562396+00:00",
      "total_tokens": 2065821
    },
    {
      "cached_input_tokens": 8576,
      "campaign": "native-20260913-scoped-final",
      "category": "benchmark (including reusable pilot)",
      "finished_at": "2026-09-13T04:51:44.014316+00:00",
      "input_tokens": 56425,
      "median_seconds": 16.08,
      "output_tokens": 163457,
      "reasoning": "native-default",
      "reasoning_output_tokens": 162749,
      "receipts_with_positive_token_totals": 141,
      "receipts_with_usage": 141,
      "request_receipts": 141,
      "requested_model": "glm-5.3",
      "run_key": "glm",
      "runtime_variants": {
        "existing-native-wrapper": 141
      },
      "started_at": "2026-09-13T04:37:28.469712+00:00",
      "total_tokens": 219882
    },
    {
      "cached_input_tokens": 276736,
      "campaign": "native-20260913-scoped-final",
      "category": "benchmark (including reusable pilot)",
      "finished_at": "2026-09-13T04:38:36.359570+00:00",
      "input_tokens": 321109,
      "median_seconds": 2.081,
      "output_tokens": 352,
      "reasoning": "none",
      "reasoning_output_tokens": 0,
      "receipts_with_positive_token_totals": 50,
      "receipts_with_usage": 50,
      "request_receipts": 50,
      "requested_model": "gpt-5.6-luna",
      "run_key": "luna-none",
      "runtime_variants": {
        "private-native-config": 50
      },
      "started_at": "2026-09-13T04:37:28.495355+00:00",
      "total_tokens": 321461
    },
    {
      "cached_input_tokens": 365056,
      "campaign": "native-20260913-scoped-final",
      "category": "benchmark (including reusable pilot)",
      "finished_at": "2026-09-13T04:39:39.897751+00:00",
      "input_tokens": 411005,
      "median_seconds": 4.708,
      "output_tokens": 5336,
      "reasoning": "low",
      "reasoning_output_tokens": 4773,
      "receipts_with_positive_token_totals": 64,
      "receipts_with_usage": 64,
      "request_receipts": 64,
      "requested_model": "gpt-5.6-luna",
      "run_key": "luna-low",
      "runtime_variants": {
        "private-native-config": 64
      },
      "started_at": "2026-09-13T04:37:28.525239+00:00",
      "total_tokens": 416341
    },
    {
      "cached_input_tokens": 423936,
      "campaign": "native-20260913-scoped-final",
      "category": "benchmark (including reusable pilot)",
      "finished_at": "2026-09-13T04:39:56.764770+00:00",
      "input_tokens": 501702,
      "median_seconds": 4.716,
      "output_tokens": 8826,
      "reasoning": "medium",
      "reasoning_output_tokens": 8127,
      "receipts_with_positive_token_totals": 78,
      "receipts_with_usage": 78,
      "request_receipts": 78,
      "requested_model": "gpt-5.6-luna",
      "run_key": "luna-medium",
      "runtime_variants": {
        "private-native-config": 78
      },
      "started_at": "2026-09-13T04:37:28.595687+00:00",
      "total_tokens": 510528
    },
    {
      "cached_input_tokens": 471040,
      "campaign": "native-20260913-scoped-final",
      "category": "benchmark (including reusable pilot)",
      "finished_at": "2026-09-13T04:41:13.103246+00:00",
      "input_tokens": 553410,
      "median_seconds": 7.356,
      "output_tokens": 18230,
      "reasoning": "high",
      "reasoning_output_tokens": 17451,
      "receipts_with_positive_token_totals": 86,
      "receipts_with_usage": 86,
      "request_receipts": 86,
      "requested_model": "gpt-5.6-luna",
      "run_key": "luna-high",
      "runtime_variants": {
        "private-native-config": 86
      },
      "started_at": "2026-09-13T04:37:28.533590+00:00",
      "total_tokens": 571640
    },
    {
      "cached_input_tokens": 665344,
      "campaign": "native-20260913-scoped-final",
      "category": "benchmark (including reusable pilot)",
      "finished_at": "2026-09-13T04:44:09.926132+00:00",
      "input_tokens": 756381,
      "median_seconds": 9.165,
      "output_tokens": 39557,
      "reasoning": "xhigh",
      "reasoning_output_tokens": 38487,
      "receipts_with_positive_token_totals": 118,
      "receipts_with_usage": 118,
      "request_receipts": 118,
      "requested_model": "gpt-5.6-luna",
      "run_key": "luna-xhigh",
      "runtime_variants": {
        "private-native-config": 118
      },
      "started_at": "2026-09-13T04:37:28.498852+00:00",
      "total_tokens": 795938
    },
    {
      "cached_input_tokens": 747776,
      "campaign": "native-20260913-scoped-final",
      "category": "benchmark (including reusable pilot)",
      "finished_at": "2026-09-13T04:55:25.035283+00:00",
      "input_tokens": 908526,
      "median_seconds": 18.302,
      "output_tokens": 140176,
      "reasoning": "max",
      "reasoning_output_tokens": 138897,
      "receipts_with_positive_token_totals": 142,
      "receipts_with_usage": 142,
      "request_receipts": 142,
      "requested_model": "gpt-5.6-luna",
      "run_key": "luna-max",
      "runtime_variants": {
        "private-native-config": 142
      },
      "started_at": "2026-09-13T04:37:28.502483+00:00",
      "total_tokens": 1048702
    }
  ],
  "cumulative_interrupted_launches_without_receipts": 76,
  "cumulative_native_usage_unknown_count": 106,
  "cumulative_recorded_cli_launches": 8753,
  "cumulative_recorded_native_tokens_including_setup": {
    "cached_input_tokens": 40038656,
    "input_tokens": 58912628,
    "output_tokens": 2826246,
    "reasoning_output_tokens": 2756117,
    "total_tokens": 61738874
  },
  "cumulative_request_receipts": 8677,
  "cumulative_separately_recorded_proxy_only_tokens": 189590,
  "imported_configurations": [
    {
      "imported_observations": 182,
      "run_key": "astra"
    },
    {
      "imported_observations": 133,
      "run_key": "grok"
    },
    {
      "imported_observations": 133,
      "run_key": "glm"
    },
    {
      "imported_observations": 224,
      "run_key": "luna-none"
    },
    {
      "imported_observations": 210,
      "run_key": "luna-low"
    },
    {
      "imported_observations": 196,
      "run_key": "luna-medium"
    },
    {
      "imported_observations": 188,
      "run_key": "luna-high"
    },
    {
      "imported_observations": 156,
      "run_key": "luna-xhigh"
    },
    {
      "imported_observations": 132,
      "run_key": "luna-max"
    }
  ],
  "imported_observations": 1554,
  "interrupted_invocations": {
    "completed_receipt_overlaps_excluded": 0,
    "configurations": [],
    "missing_receipt_launches": 0,
    "native_usage_unknown_count": 0,
    "overlap_check_incomplete_count": 0,
    "proxy_only_usage": {
      "known_sessions": 0,
      "launches_without_positive_recorded_proxy_usage": 0,
      "matched_proxy_requests": 0,
      "matched_sessions": 0,
      "notes": "Only interrupted sessions without native receipts; separate from all native token totals. Missing proxy usage is unknown consumption, not zero.",
      "proxy_input_tokens": 0,
      "proxy_output_tokens": 0,
      "proxy_total_tokens": 0,
      "requests_by_configuration": {},
      "sessions_with_positive_recorded_usage": 0
    }
  },
  "limitations": [
    "Quota changes include other users of each subscription and are rounded by providers.",
    "No supported conversion from token counts to exact percentage of a subscription limit is available.",
    "Input totals include cached tokens; output totals include reasoning. These subsets must not be added again.",
    "Native calls with no returned token usage may have consumed unreported tokens; receipt coverage is explicit for each configuration.",
    "Interrupted launches without receipts have unknown native usage and no inferred latency. Any proxy-only usage is reported separately and never added to native totals.",
    "Imported observations are counted separately; their source receipt, token, latency and session usage is not charged again to this campaign.",
    "Setup receipts are excluded from benchmark scores but included in subscription usage.",
    "Included setup receipts may predate the main campaign baseline; token totals cover all included receipts, while quota deltas cover only the recorded measurement windows.",
    "Cumulative totals add only each supplied report's own campaign and included setup, never its cumulative fields. Quota percentages are not aggregated.",
    "Overlap checks use reported campaign/configuration identities; historical reports without those identities cannot reveal renamed or copied receipt groups.",
    "Earlier expanded-campaign proxy-only tokens are retained separately from native totals. Missing native usage remains incomplete even where separate proxy consumption is known; no exact marginal subscription fraction is available."
  ],
  "native_usage_unknown_count": 0,
  "observation_reconciliation": {
    "completed_observations": 2466,
    "configurations": [
      {
        "abstention": 5,
        "completed": 274,
        "fresh": 92,
        "imports": 182,
        "probability": 269,
        "run_key": "astra"
      },
      {
        "abstention": 1,
        "completed": 274,
        "fresh": 141,
        "imports": 133,
        "probability": 273,
        "run_key": "grok"
      },
      {
        "completed": 274,
        "fresh": 141,
        "imports": 133,
        "probability": 274,
        "run_key": "glm"
      },
      {
        "abstention": 5,
        "completed": 274,
        "fresh": 50,
        "imports": 224,
        "probability": 269,
        "run_key": "luna-none"
      },
      {
        "abstention": 1,
        "completed": 274,
        "fresh": 64,
        "imports": 210,
        "probability": 273,
        "run_key": "luna-low"
      },
      {
        "abstention": 2,
        "completed": 274,
        "fresh": 78,
        "imports": 196,
        "probability": 272,
        "run_key": "luna-medium"
      },
      {
        "abstention": 1,
        "completed": 274,
        "fresh": 86,
        "imports": 188,
        "probability": 273,
        "run_key": "luna-high"
      },
      {
        "abstention": 1,
        "completed": 274,
        "fresh": 118,
        "imports": 156,
        "probability": 273,
        "run_key": "luna-xhigh"
      },
      {
        "completed": 274,
        "fresh": 142,
        "imports": 132,
        "probability": 274,
        "run_key": "luna-max"
      }
    ],
    "explicit_abstentions": 16,
    "fresh_completed_receipts": 912,
    "imported_observations": 1554,
    "imports_by_origin_campaign": {
      "native-20260913-neutral": 138,
      "native-20260913-scoped": 873,
      "native-20260913-scoped-expanded": 543
    },
    "interrupted_native_launches_without_receipts": 0,
    "notes": "All nine configurations have 274 completed observations. Imported source receipt hashes and immutable usage/session fields verified; copied observations are excluded from fresh usage.",
    "numerical_readouts": 2450
  },
  "openai_proxy_attribution": {
    "accounts": [
      {
        "account": "subscription 1",
        "cache_details": "Use native receipts; this proxy feed does not expose Codex cache splits.",
        "matched_proxy_requests": 90,
        "proxy_input_tokens": 605816,
        "proxy_output_tokens": 33092,
        "requests_by_configuration": {
          "astra": 10,
          "luna-high": 11,
          "luna-low": 15,
          "luna-max": 21,
          "luna-medium": 8,
          "luna-none": 4,
          "luna-xhigh": 21
        }
      },
      {
        "account": "subscription 2",
        "cache_details": "Use native receipts; this proxy feed does not expose Codex cache splits.",
        "matched_proxy_requests": 90,
        "proxy_input_tokens": 604811,
        "proxy_output_tokens": 27905,
        "requests_by_configuration": {
          "astra": 10,
          "luna-high": 13,
          "luna-low": 6,
          "luna-max": 19,
          "luna-medium": 14,
          "luna-none": 10,
          "luna-xhigh": 18
        }
      },
      {
        "account": "subscription 3",
        "cache_details": "Use native receipts; this proxy feed does not expose Codex cache splits.",
        "matched_proxy_requests": 90,
        "proxy_input_tokens": 616231,
        "proxy_output_tokens": 34765,
        "requests_by_configuration": {
          "astra": 14,
          "luna-high": 12,
          "luna-low": 6,
          "luna-max": 26,
          "luna-medium": 11,
          "luna-none": 10,
          "luna-xhigh": 11
        }
      },
      {
        "account": "subscription 4",
        "cache_details": "Use native receipts; this proxy feed does not expose Codex cache splits.",
        "matched_proxy_requests": 90,
        "proxy_input_tokens": 621105,
        "proxy_output_tokens": 39042,
        "requests_by_configuration": {
          "astra": 16,
          "luna-high": 13,
          "luna-low": 10,
          "luna-max": 19,
          "luna-medium": 9,
          "luna-none": 8,
          "luna-xhigh": 15
        }
      },
      {
        "account": "subscription 5",
        "cache_details": "Use native receipts; this proxy feed does not expose Codex cache splits.",
        "matched_proxy_requests": 90,
        "proxy_input_tokens": 615059,
        "proxy_output_tokens": 30818,
        "requests_by_configuration": {
          "astra": 14,
          "luna-high": 14,
          "luna-low": 10,
          "luna-max": 23,
          "luna-medium": 10,
          "luna-none": 5,
          "luna-xhigh": 14
        }
      },
      {
        "account": "subscription 6",
        "cache_details": "Use native receipts; this proxy feed does not expose Codex cache splits.",
        "matched_proxy_requests": 90,
        "proxy_input_tokens": 614298,
        "proxy_output_tokens": 32215,
        "requests_by_configuration": {
          "astra": 13,
          "luna-high": 9,
          "luna-low": 11,
          "luna-max": 19,
          "luna-medium": 16,
          "luna-none": 5,
          "luna-xhigh": 17
        }
      },
      {
        "account": "subscription 7",
        "cache_details": "Use native receipts; this proxy feed does not expose Codex cache splits.",
        "matched_proxy_requests": 90,
        "proxy_input_tokens": 621185,
        "proxy_output_tokens": 21673,
        "requests_by_configuration": {
          "astra": 15,
          "luna-high": 14,
          "luna-low": 6,
          "luna-max": 15,
          "luna-medium": 10,
          "luna-none": 8,
          "luna-xhigh": 22
        }
      }
    ],
    "matched_proxy_requests": 630,
    "matched_sessions": 630,
    "receipt_sessions": 630,
    "scope": "Exact experiment session IDs; no personal account names or session IDs published.",
    "unmatched_sessions": 0
  },
  "previous_campaign_proxy_only_usage": [
    {
      "campaign": "native-20260913-scoped-expanded",
      "source_report": "subscription-usage-native-20260913-scoped-expanded.json",
      "source_sha256": "2a90da3252efef74b84e38feca8a4c0da4504fb27e9eb00fb7dfb9bc7b93b2d2",
      "usage": {
        "attribution": "Exact expanded campaign actor; successful session IDs absent from all current and imported native receipts. No question or Luna reasoning-level pairing inferred.",
        "error_events_counted_as_extra_native_launches": false,
        "first_unmatched_success_at": "2026-09-13T04:26:43.981Z",
        "included_in_native_token_totals": false,
        "last_unmatched_success_at": "2026-09-13T04:27:32.693Z",
        "models": {
          "gpt-5.6-luna": 23,
          "gpt-6-astra": 4
        },
        "notes": "Positive proxy-only usage is separately evidenced. It cannot reconstruct full native usage, cache/reasoning splits, or per-Luna-setting totals. Session-less backend retry/error events are not additional native CLI launches. Existing interrupted_invocations.proxy_only_usage describes only direct invocation-to-session matches; this supplement preserves campaign-attributed sessions without such a pairing.",
        "proxy_input_tokens": 184215,
        "proxy_output_tokens": 5375,
        "proxy_total_tokens": 189590,
        "retry_or_error_events_without_session_ids": 472,
        "retry_or_error_status_counts": {
          "429": 449,
          "503": 23
        },
        "source_file": "proxy-usage-campaign-after.jsonl",
        "source_sha256": "f200a6fd8f77c1c1e1a12c4b5473a8a4dbe405f9a570c91dfb332acfbf73a721",
        "successful_requests_without_native_receipts": 27,
        "successful_sessions_without_native_receipts": 27
      }
    }
  ],
  "previous_campaigns": [
    {
      "as_of": "2026-09-12T23:59:28.099069+00:00",
      "campaign": "native-20260912",
      "interrupted_launches_without_receipts": 0,
      "native_usage_unknown_count": 30,
      "recorded_cli_launches": 5382,
      "request_receipts": 5382,
      "source_sha256": "8726cc5355e26e9606676498fab1572364935ad24fcfd96e93027aaaf6c4d877",
      "total_recorded_native_tokens_including_setup": {
        "cached_input_tokens": 25553280,
        "input_tokens": 36176240,
        "output_tokens": 1684130,
        "reasoning_output_tokens": 1640472,
        "total_tokens": 37860370
      }
    },
    {
      "as_of": "2026-09-13T03:24:04.221129+00:00",
      "campaign": "native-20260913-neutral",
      "interrupted_launches_without_receipts": 36,
      "native_usage_unknown_count": 36,
      "recorded_cli_launches": 513,
      "request_receipts": 477,
      "source_sha256": "552bbcd7d96f227220ee13a2602d3051f8b22eeaa4579f921b84d06f2bd98593",
      "total_recorded_native_tokens_including_setup": {
        "cached_input_tokens": 1524736,
        "input_tokens": 3389423,
        "output_tokens": 81836,
        "reasoning_output_tokens": 77913,
        "total_tokens": 3471259
      }
    },
    {
      "as_of": "2026-09-13T03:50:12.206225+00:00",
      "campaign": "native-20260913-scoped",
      "interrupted_launches_without_receipts": 4,
      "native_usage_unknown_count": 4,
      "recorded_cli_launches": 913,
      "request_receipts": 909,
      "source_sha256": "65b06bb0bfda038ebd54de1e72fe1ff150a8d793188298f58c4438a3c507eb5d",
      "total_recorded_native_tokens_including_setup": {
        "cached_input_tokens": 3817856,
        "input_tokens": 6219261,
        "output_tokens": 385217,
        "reasoning_output_tokens": 377933,
        "total_tokens": 6604478
      }
    },
    {
      "as_of": "2026-09-13T04:30:49.960139+00:00",
      "campaign": "native-20260913-scoped-expanded",
      "interrupted_launches_without_receipts": 36,
      "native_usage_unknown_count": 36,
      "recorded_cli_launches": 1033,
      "request_receipts": 997,
      "source_sha256": "2a90da3252efef74b84e38feca8a4c0da4504fb27e9eb00fb7dfb9bc7b93b2d2",
      "total_recorded_native_tokens_including_setup": {
        "cached_input_tokens": 4865664,
        "input_tokens": 6783536,
        "output_tokens": 215513,
        "reasoning_output_tokens": 207494,
        "total_tokens": 6999049
      }
    }
  ],
  "provider_limit_documentation": {
    "glm": "https://docs.z.ai/devpack/faq"
  },
  "providers": [
    {
      "after": 12,
      "after_at": "2026-09-13T04:55:52.120664+00:00",
      "before": 12,
      "before_at": "2026-09-13T04:30:49.960139+00:00",
      "notes": "Shared with other fleet sessions; whole-percent native readings. Attributable request/token counts are separate; the provider exposes no exact marginal quota conversion.",
      "provider": "OpenAI \u00b7 subscription 1",
      "unit": "percentage points of this subscription",
      "used_delta": 0,
      "window": "weekly",
      "window_reset_detected": false
    },
    {
      "after": 31,
      "after_at": "2026-09-13T04:55:52.120664+00:00",
      "before": 29,
      "before_at": "2026-09-13T04:30:49.960139+00:00",
      "notes": "Shared with other fleet sessions; whole-percent native readings. Attributable request/token counts are separate; the provider exposes no exact marginal quota conversion.",
      "provider": "OpenAI \u00b7 subscription 2",
      "unit": "percentage points of this subscription",
      "used_delta": 2,
      "window": "weekly",
      "window_reset_detected": false
    },
    {
      "after": 59,
      "after_at": "2026-09-13T04:55:52.120664+00:00",
      "before": 56,
      "before_at": "2026-09-13T04:30:49.960139+00:00",
      "notes": "Shared with other fleet sessions; whole-percent native readings. Attributable request/token counts are separate; the provider exposes no exact marginal quota conversion.",
      "provider": "OpenAI \u00b7 subscription 3",
      "unit": "percentage points of this subscription",
      "used_delta": 3,
      "window": "weekly",
      "window_reset_detected": false
    },
    {
      "after": 1,
      "after_at": "2026-09-13T04:55:52.120664+00:00",
      "before": 1,
      "before_at": "2026-09-13T04:30:49.960139+00:00",
      "notes": "Shared with other fleet sessions; whole-percent native readings. Attributable request/token counts are separate; the provider exposes no exact marginal quota conversion.",
      "provider": "OpenAI \u00b7 subscription 4",
      "unit": "percentage points of this subscription",
      "used_delta": 0,
      "window": "weekly",
      "window_reset_detected": false
    },
    {
      "after": 5,
      "after_at": "2026-09-13T04:55:52.120664+00:00",
      "before": 5,
      "before_at": "2026-09-13T04:30:49.960139+00:00",
      "notes": "Shared with other fleet sessions; whole-percent native readings. Attributable request/token counts are separate; the provider exposes no exact marginal quota conversion.",
      "provider": "OpenAI \u00b7 subscription 5",
      "unit": "percentage points of this subscription",
      "used_delta": 0,
      "window": "weekly",
      "window_reset_detected": false
    },
    {
      "after": 49,
      "after_at": "2026-09-13T04:55:52.120664+00:00",
      "before": 42,
      "before_at": "2026-09-13T04:30:49.960139+00:00",
      "notes": "Shared with other fleet sessions; whole-percent native readings. Attributable request/token counts are separate; the provider exposes no exact marginal quota conversion.",
      "provider": "OpenAI \u00b7 subscription 6",
      "unit": "percentage points of this subscription",
      "used_delta": 7,
      "window": "weekly",
      "window_reset_detected": false
    },
    {
      "after": 25,
      "after_at": "2026-09-13T04:55:52.120664+00:00",
      "before": 24,
      "before_at": "2026-09-13T04:30:49.960139+00:00",
      "notes": "Shared with other fleet sessions; whole-percent native readings. Attributable request/token counts are separate; the provider exposes no exact marginal quota conversion.",
      "provider": "OpenAI \u00b7 subscription 7",
      "unit": "percentage points of this subscription",
      "used_delta": 1,
      "window": "weekly",
      "window_reset_detected": false
    },
    {
      "after": 0,
      "after_at": "2026-09-13T04:55:50.619240+00:00",
      "before": 0,
      "before_at": "2026-09-13T04:30:48.606308+00:00",
      "notes": "Native quota endpoint; includes excluded setup within the measurement window and any concurrent account activity. Reset timestamp changed; no delta attributed.",
      "provider": "Z.ai GLM coding plan",
      "unit": "percentage points",
      "used_delta": null,
      "window": "TIME_LIMIT (provider unit 5 \u00d7 1)",
      "window_reset_detected": true
    },
    {
      "after": 5,
      "after_at": "2026-09-13T04:55:50.619240+00:00",
      "before": 4,
      "before_at": "2026-09-13T04:30:48.606308+00:00",
      "notes": "Native quota endpoint; includes excluded setup within the measurement window and any concurrent account activity. Window identifiers are preserved as returned by the provider.",
      "provider": "Z.ai GLM coding plan",
      "unit": "percentage points",
      "used_delta": 1,
      "window": "5-hour token window",
      "window_reset_detected": false
    },
    {
      "after": 1,
      "after_at": "2026-09-13T04:55:50.619240+00:00",
      "before": 1,
      "before_at": "2026-09-13T04:30:48.606308+00:00",
      "notes": "Native quota endpoint; includes excluded setup within the measurement window and any concurrent account activity. Window identifiers are preserved as returned by the provider.",
      "provider": "Z.ai GLM coding plan",
      "unit": "percentage points",
      "used_delta": 0,
      "window": "weekly token window (provider unit 6)",
      "window_reset_detected": false
    },
    {
      "after": 2.0,
      "after_at": "2026-09-13T04:55:50.619240+00:00",
      "after_reset_display": "September 19, 14:25",
      "before": 2.0,
      "before_at": "2026-09-13T04:30:48.606308+00:00",
      "before_reset_display": "September 19, 14:25",
      "notes": "Native /usage screen, whole-percent resolution; shared-account delta. A zero displayed change does not mean zero consumption. Same weekly reset verified.",
      "provider": "Grok SuperGrok Heavy",
      "unit": "percentage points",
      "used_delta": 0.0,
      "window": "weekly"
    }
  ],
  "proxy_only_accounting_note": "The 189590 proxy-only tokens from the interrupted expanded campaign remain separate from every native token total; no Luna reasoning-level pairing, full native usage reconstruction, or marginal quota fraction is inferred. The same campaign is included once.",
  "receipts_without_native_usage": 0,
  "recorded_cli_launches": 912,
  "schema_version": 1,
  "total_recorded_native_tokens_including_setup": {
    "cached_input_tokens": 4277120,
    "input_tokens": 6344168,
    "output_tokens": 459550,
    "reasoning_output_tokens": 452305,
    "total_tokens": 6803718
  }
}