Use when a broad paper candidate pool needs deterministic deduplication and a stable core set.
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Run score Not tested
See how to installReview the instructions the agent will receive before you install.
papers/core_set.csv（无需再次 churn）。Turns a raw candidate pool into a deduped pool and a stable core set.
papers/papers_raw.jsonlpapers/papers_dedup.jsonlpapers/core_set.csvscripts/run.py should own only:
paper_id generationUse shared domain packs or pipeline contract metadata for topic-specific or product-specific behavior.
The script should prefer pipeline contract metadata over profile-name branching.
Current important field:
quality_contract.candidate_pool_policy.keep_full_deduped_poolquality_contract.candidate_pool_policy.include_domain_pinsquality_contract.candidate_pool_policy.minimum_domain_surveysquality_contract.candidate_pool_policy.survey_title_bonusIf true, the script keeps the full deduped pool in papers/core_set.csv unless the user explicitly overrides core size.
Focused briefing Workflows can disable unconditional domain pins, reserve a
smaller survey floor, and remove the generic survey-title bonus without
changing broad Survey defaults.
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Internal template for creating or refactoring a skill into the repository's reference-first shape. **Trigger**: reference-first template, blueprint skill, create a reusable skill, refactor a script-heavy skill. **Use when**: you need a lean `SKILL.md`, explicit `references/`, machine-readable `assets/`, and a minimal deterministic `run.py`.
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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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Extract per-subsection “anchor facts” (NO PROSE) from evidence packs so the writer is forced to include concrete numbers/benchmarks/limitations instead of generic summaries.
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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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Build a final, machine-readable argument snapshot from current H3 sections and refresh section fingerprints before merge.
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Audit one research Workspace for declared Unit outputs and Pipeline target Artifacts, writing `output/CONTRACT_REPORT.md`; use for mid-Run coverage snapshots or final delivery completeness, not deep provenance integrity.
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