Build a final, machine-readable argument snapshot from current H3 sections and refresh section fingerprints before merge.
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Use when `paper-review` needs a canonical manuscript text artifact before claim extraction.
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Write H2 chapter lead blocks (`sections/S<sec_id>_lead.md`) that preview the chapter's comparison lens and connect its H3 subsections, without adding new facts.
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Use when a broad paper candidate pool needs deterministic deduplication and a stable core set.
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Use when a tutorial concept DAG exists and the run needs an ordered teaching plan with objectives and outputs.
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Use when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose.
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Write one survey-quality paragraph from evidence packs (tension → contrast → evaluation anchor → limitation).
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Converge the screened direction pool into a small, discussion-ready shortlist, writing `output/trace/IDEA_SHORTLIST.md`.
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Retrieve arXiv paper metadata with keyword queries or import an offline arXiv export, and save results as JSONL (`papers/papers_raw.jsonl`).
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Use when `evidence-review` has an extraction table and needs lightweight risk-of-bias fields.
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Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope evidence and existing citation keys.
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Download a small corpus of open-access arXiv survey/review PDFs about agentic systems and extract text for style learning.
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