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Cost-Analysis-Shallow-Copy-Bug

Costv2 — Resiliencehardscorer: rubric_json_metrics

Cost-aware correctness and efficient API spend per successful task.

How it is scored

The model receives the prompt (and optional system message). The run uses scorer rubric_json_metrics with the JSON configuration below. Pass/fail and partial credit are determined entirely by that scorer against the model output; no human grading.

User prompt
Return JSON only with keys benchmark, title, diagnosis, fix, done. Set benchmark to "cost", title to "Fix shallow vs deep copy bug", and done to true. A copied settings object still shares nested flags. Diagnose and fix without overengineering.
Scorer config
{
  "metrics": {
    "strict": {
      "checks": [
        {
          "contains": [
            "cost"
          ]
        },
        {
          "contains": [
            "done"
          ]
        },
        {
          "contains": [
            "nested"
          ]
        },
        {
          "contains": [
            "deep copy"
          ]
        },
        {
          "contains": [
            "shared"
          ]
        }
      ]
    }
  }
}
Run parameters

temperature

0

max_tokens

520

timeout (s)

150

type

scored

file

cost-analysis-shallow-copy-bug.json

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