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README.md
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## Reproduction and limitations
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`build_preview.py` and `tokenize_preview.py` perform local static processing. Download the pinned source parquet to `source.
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Static candidates require execution checks, contract review, stronger overlap checks, and adequate development-set construction before training. The 94/6 candidate split is illustrative. Neither source execution filtering nor the targeted tests guarantee complete correctness.
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## Reproduction and limitations
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`build_preview.py` and `tokenize_preview.py` perform local static processing. Download the pinned source parquet to `source.parquet`, install `requirements.txt`, and run them. `validate_preview.py` requires the CoreWeave SDK and a locally configured credential; it uses CPU-only remote execution with a three-minute cap. The preview was published as JSONL through the web editor.
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Static candidates require execution checks, contract review, stronger overlap checks, and adequate development-set construction before training. The 94/6 candidate split is illustrative. Neither source execution filtering nor the targeted tests guarantee complete correctness.
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