{
  "date": "2026-09-04",
  "agent": "codex",
  "capsulVersion": "1.3.2",
  "codeCommit": "dd40410",
  "codexVersion": "0.152.1",
  "taskCount": 5,
  "tasks": [
    "cli-keys",
    "cli-retrieval",
    "web-password",
    "web-redirect",
    "web-theme"
  ],
  "repetitions": 2,
  "arms": {
    "nu": "codex exec 0.152.1, same model forced, user's ambient config",
    "capsul-fixe": "capsul ask --model <same model>, product defaults"
  },
  "runs": 120,
  "excluded": 0,
  "aggregation": "Per model and arm: mean of the repetitions of each task, summed over the five tasks. Gain = bare sum / capsul sum. With two repetitions mean and median coincide.",
  "weightedFormula": "fresh + 0.1 * cacheRead per run (Codex reports cached input inside input tokens; it is counted once)",
  "bootstrap": {
    "draws": 1000,
    "seed": 12345,
    "percentiles": [5, 95],
    "method": "One repetition resampled with replacement per task and arm; ratio of sums. Models drawn in name order from one seeded stream, as in the campaign analysis."
  },
  "protocol": "Five one-line questions about this repository and its website, asked to the same GPT model through codex exec with and without capsul, on a paid ChatGPT subscription. Six models run in parallel, one ledger per model. Answers are scored by automatic anchor checks read in the source code.",
  "limitations": [
    "One-line questions are where the gain is widest; longer prompts give narrower gains.",
    "Small sample on one repository (5 tasks x 2 repetitions per arm); not evidence for editing tasks, long sessions or general model rankings.",
    "Codex CLI reports tokens, not dollars, and no tool-step count: those fields are absent rather than zero.",
    "Automatic anchor checks are lexical, not a complete quality assessment.",
    "Weighted input measures what is sent to the model, not subscription quota, whose weighting is not published.",
    "This campaign ran on 2026-09-04 with capsul 1.3.2; the Claude campaign of 2026-09-22 ran on later code, so the two are not strictly comparable."
  ],
  "medianGain": 2.92,
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      "gain": 3.86,
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      "high": 5.47,
      "bootstrapMedian": 3.87,
      "justesseNu": 4,
      "justesseCapsul": 4,
      "rawInput": {
        "nu": 529140,
        "capsul": 106629
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      "output": {
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        "capsul": 2333
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      "cells": {
        "nu": 10,
        "capsul-fixe": 10
      },
      "complete": true
    },
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      "modelId": "gpt-5.4-mini",
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      "capsul": 60623,
      "gain": 3.49,
      "low": 3.05,
      "high": 4.03,
      "bootstrapMedian": 3.49,
      "justesseNu": 3,
      "justesseCapsul": 4,
      "rawInput": {
        "nu": 706824,
        "capsul": 131356
      },
      "output": {
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        "capsul": 4518
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      "cells": {
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      "complete": true
    },
    {
      "model": "gpt-5.5",
      "modelId": "gpt-5.5",
      "nu": 236094,
      "capsul": 40665,
      "gain": 5.81,
      "low": 4.29,
      "high": 7.89,
      "bootstrapMedian": 5.82,
      "justesseNu": 4,
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      "output": {
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      "complete": true
    },
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      "model": "gpt-5.6-luna",
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      "high": 3.01,
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      "complete": true
    },
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    },
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