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hypothesis-evolve-grounding
Generate exactly one grounded child hypothesis by strengthening evidence, specificity, and literature support.
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Skill 资源库
AI Skill 资源库
把 Skill 的源码、资源快照、README、包体和安装信号放进一个可搜索、可筛选的公开目录。
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hypothesis-evolve-simplification
Generate exactly one child hypothesis that preserves the core idea while reducing unnecessary complexity.
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hypothesis-generate-debate
Generate exactly one hypothesis candidate through a structured scientific debate.
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hypothesis-initial-review
Run the initial review gate for a hypothesis.
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hypothesis-proximity-update
Update hypothesis proximity state by invoking the canonical embedding bridge for one hypothesis.
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hypothesis-review-pipeline
Run the decomposed review pipeline for a single hypothesis and persist each review stage as a structured artifact.
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imaging-data-commons
Query and download NCI Imaging Data Commons (IDC) cancer radiology and pathology datasets via the idc-index Python client. No authentication required: the parquet index ships inside the pip wheel, SQL…
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langsmith-observability
LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets, monitoring production systems, or building systemati…
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hypothesis-evolve-inspiration
Generate exactly one cross-parent child hypothesis by transferring a useful principle from one parent context into another.
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hypothesis-full-review
Run the full literature-grounded review for a hypothesis.
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hypothesis-generate-literature
Generate exactly one literature-grounded hypothesis candidate for the active round.
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hypothesis-observation-review
Evaluate a hypothesis against prior observations.
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hypothesis-ranked-tournament
Judge one ranked-tournament matchup between two top frontier hypotheses.
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hypothesis-review-summary
Summarize the completed reviews for a hypothesis.
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insights-from-reviews
Extract recurring critique patterns from the completed review of a hypothesis.
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literature-review
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature…
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hypothesis-evolve-out-of-box
Generate exactly one divergent but still testable child hypothesis that challenges the shared assumptions of the parent set.
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hypothesis-generate-assumptions
Generate exactly one hypothesis candidate by enumerating and combining testable assumptions.
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hypothesis-generation
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design expe…
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hypothesis-placement-tournament
Judge one placement-tournament matchup between a candidate hypothesis and one opponent.
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hypothesis-ranking-pipeline
Update ranking artifacts for one reviewed hypothesis using canonical placement-opponent selection, ranked-frontier selection, tournament judgments, and Elo updates.
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hypothesis-simulation-review
Simulate the hypothesis mechanism and identify failure scenarios.
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island-select
Select the next island strategy and parent hypothesis set for one evolution round.
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llm-wiki
Karpathy's LLM Wiki — build and maintain a persistent, interlinked markdown knowledge base. Ingest sources, query compiled knowledge, and lint for consistency.
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