Test fixture
Code transformation while preserving behavior and intent.
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.
Return JSON only with keys refactor, rationale, tests. Refactor a batch transformer to process records through explicit streaming stages without loading all records into memory.
{
"metrics": {
"visible": {
"checks": [
{
"contains": [
"streaming stages"
]
},
{
"contains": [
"batch transformer"
]
},
{
"contains": [
"records"
]
}
]
},
"hidden": {
"checks": [
{
"contains": [
"memory"
]
},
{
"contains": [
"backpressure"
]
},
{
"contains": [
"same output"
]
}
]
},
"intent": {
"checks": [
{
"contains": [
"data pipeline"
]
},
{
"contains": [
"scalability"
]
},
{
"contains": [
"refactor"
]
}
]
}
}
}temperature
0
max_tokens
460
timeout (s)
120
type
scored
file
refactor-batch-transformer.json