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  "headline": "Knapsack: a two-second timeout becomes a proved optimum in 10\u201313 ms.",
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  "quality_note": "All objectives below are minimization values: lower is better. Values are shown in repetition order. An incumbent is a feasible solution, not a proof of completion.",
  "tracks": [
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      "title": "Ordinary native branch-and-bound",
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      "description": "Both versions support every problem shown. Completion requires a solver proof and an independently checked optimum.",
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      "note": "External wall time includes process startup and model construction. Bars require all three repetitions to complete; unfinished runs have no completion-time bar. Small timing differences can reflect ordinary desktop activity."
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      "note": "External wall time includes process startup and model construction. Bars require all three repetitions to complete; unfinished runs have no completion-time bar. Small timing differences can reflect ordinary desktop activity."
    }
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      "id": "test_knapsack_large_1312000-native",
      "name": "Knapsack \u00b7 80 binary variables / native",
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      "id": "test_knapsack_large_1312000-dfs",
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    "headline": "Knapsack: a two-second timeout becomes a proved optimum in 10\u201313 ms.",
    "conclusion": "Every current run completed: 8/8 ordinary native models and 2/2 depth-first models, each repeated three times. Other families show small gains and slowdowns; this is a targeted improvement.",
    "rejected_pilot_note": "Generic objective-endpoint and DFS ordering was rejected after unchanged completion, a worse limited knapsack incumbent and more bin-packing nodes. The accepted study retains the same driver, runner, inputs, references, baseline and protocol. A separately tested macOS process-group cleanup fix changes the capture-helper hash between studies; both cohorts within the accepted study use that same final helper.",
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      "Fixed saved instances; no post-result selection, starts or reference feed.",
      "Ordinary Native and explicit DFS frontier are separate routes; no HiGHS solve is requested.",
      "No timing ratio unless every repetition completed and independently matched the optimum.",
      "Capped incumbents/bounds and failures remain in all denominators.",
      "Ordinary native node counts are unavailable through the frozen public API.",
      "External times include process and model construction; internal solve time is also retained.",
      "Three paired repetitions are a small diagnostic, not a statistical speed guarantee."
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}
