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sources --family <family> keeps only advisories whose CWE the taxonomy maps to that family, writes sources_<family>.json beside the training set, and excludes the pilot, every repository the benchmarks already name, the strict used set and every earlier batch; --prefilter-only runs the dump pass without GitHub. Implemented by Codex (gpt-6-astra), gated here: names normalize rejects exclude nothing instead of aborting, and the strict used set is in the exclusions. Co-Authored-By: Claude Fable 5.1 <[email protected]>