{
  "measured_at": "2026-09-09",
  "responses_calls": 20,
  "image_count": 15,
  "wall_seconds": 674.909541,
  "api_wait_seconds": 650.732,
  "astra_input_tokens": 101056,
  "astra_output_tokens": 15239,
  "astra_cache_read_tokens": 0,
  "astra_cache_write_tokens": 70301,
  "astra_cost_from_usage_usd": 1.9482625,
  "image_output_tokens_estimate": 21324,
  "image_output_cost_estimate_usd": 0.63972,
  "total_billed_cost_usd": null,
  "notes": [
    "Astra cost calculated from reported usage, including cache writes, at Standard rates. Not invoice-reconciled.",
    "Native image tool returned no usage. Image output tokens/cost are official-calculator estimates; tool input tokens/cost are unknown.",
    "Organization usage endpoint returned 403 missing api.usage.read. No complete billing total is claimed.",
    "Wall time includes local controller work and any resume gap; API wait is summed observed request latency.",
    "Research, Codex subscription, article editing, packaging and build time excluded."
  ],
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          "reasoning_tokens": 160
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        "total_tokens": 6136
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          "cached_tokens": 0
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      ]
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        "input_tokens_details": {
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          "cached_tokens": 0
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        "output_tokens": 312,
        "output_tokens_details": {
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        "total_tokens": 3209
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      "astra_cost_from_usage_usd": 0.047615,
      "images": [
        {
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      ]
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      "seconds": 23.685,
      "usage": {
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        "input_tokens_details": {
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          "cached_tokens": 0
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      "images": []
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          "cached_tokens": 0
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      ]
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      "status": "completed",
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      "seconds": 75.313,
      "usage": {
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        "input_tokens_details": {
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          "cached_tokens": 0
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        "output_tokens_details": {
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        "total_tokens": 5961
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      "images": []
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      "seconds": 27.872,
      "usage": {
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        "input_tokens_details": {
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        "input_tokens_details": {
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        "input_tokens_details": {
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        "output_tokens_details": {
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      "images": [
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      ]
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      "seconds": 29.268,
      "usage": {
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        "input_tokens_details": {
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          "cached_tokens": 0
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      "usage": {
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      "images": [
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        "input_tokens_details": {
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      "usage": {
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        "input_tokens_details": {
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      "usage": {
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        "input_tokens_details": {
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        "output_tokens_details": {
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        "total_tokens": 19984
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      "images": []
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      "seconds": 15.365,
      "usage": {
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      "images": []
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    "seconds": 14.935,
    "usage": {
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      "input_tokens_details": {
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}