Add Phase 0 eval gate#4
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Serves PLAN.md Phase 0 exit criteria: eval gate for extraction recall, planted-error recall, and false-positive budget.
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Implements the Phase 0 eval gate in eval/run_eval.py, including the documented pipeline I/O contract, markdown answer-key parsing, extraction recall, planted-error recall, precision, false-positive-per-episode scoring, and readable diffs. Keeps the existing scorer API stable for tests and benchmark tooling while supporting the season JSON key through --expected. Verified with python eval/run_eval.py --demo, python eval/run_eval.py --dump-ground-truth | python -m json.tool >/dev/null, and python -m pytest -q.