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JesseMarkowitzandClaude Opus 5 fa3769d0fe Add story-to-pack research and a structured situation review 
Research toward building a content pack from a story corpus, kept on its own
branch and independent of the game. Records the selection experiments against
blind labels, and settles selection as gate G2 followed by a human review:
review.py writes REVIEW.md and a review.json form, apply_review.py checks the
filled form and writes situations.json for the next stage.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01C6UDQ9o6L6Ey173U7XVou6
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..
corpus
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review/k60-s24
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apply_review.py
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apply-test.log
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candidates-dev.json
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candidates-test.json
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choose-dev.log
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chunk.py
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chunks.json
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cluster.py
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embed-prose.log
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embed.py
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embeddings.json
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embeddings.measure.json
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evaluate_judge.py
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evaluate_recover.py
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evaluate-judge-3b.log
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evaluate-judge-14b.log
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evaluate-recover.log
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gate2-frozen.json
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gate2-tuning.json
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gate2.py
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gate3-frozen.json
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gate3-tuning.json
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gate3.py
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judge-3b.log
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judge-14b.log
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judge-qwen2.5_3b-instruct.json
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judge-qwen3_14b.json
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judge-result-qwen2.5_3b-instruct.json
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judge-result-qwen3_14b.json
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judge.py
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labels-dev.json
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labels-recover.json
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labels-test.json
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labels-validate3.json
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labels-validate.json
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make_sheets.py
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measure-prose.log
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measure-summary.log
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measure.py
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merge_dupes.py
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ollama.py
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recover-map.json
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recover-result.json
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recover.log
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recover.py
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review_format.py
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review.py
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rule-frozen.json
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sample_clusters.py
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sample-k60.log
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sample-k100.log
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select_rule.py
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sheet-dev.txt
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sheet-recover.txt
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sheet-test.txt
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sheet-validate3.txt
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sheet-validate.txt
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signals-dev.json
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signals-dev.log
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signals-test.json
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signals-test.log
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signals.py
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split.py
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stories.json
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strip_names.py
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summaries_clean.json
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summaries-v1-pilot.json
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summaries-v2-pilot-retry.json
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summaries.json
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summarise-full.log
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summarise-pilot-v2.log
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summarise-pilot.log
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summarise.py
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summary_embeddings.json
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summary_embeddings.measure.json
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sweep.py
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test_review.py
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test-result.json
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tune_gate2.py
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tune_gate3.py
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tune-gate2.log
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tune-gate3.log
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validate3-build.log
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validate3-map.json
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validate3-result.json
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validate3-score.log
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validate_gate2.py
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validate_gate3.py
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validate-build.log
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validate-map.json
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validate-result.json
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validate-score.log
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