cluster-analysis
Identify natural opinion clusters from collected judgments and characterize each cluster.
Browse reusable Agent Skills, each with a clear purpose and practical guidance.
Identify natural opinion clusters from collected judgments and characterize each cluster.
Strategy for auditing preference consistency using Consistency Ratio, cycle enumeration, and mElo to detect and resolve intransitivities.
Full crystallization strategy for users who have no research direction at all. Covers actor profiling, landscape reconnaissance, direction narrowing, obstacle analysis, goal decomposition, and north-star synthesis. Use when the user's first message reveals zero specificity about what they want to research.
Evaluate new combinations for feasibility and novelty
Strategy: Construct comparative research questions — systematic comparison of A vs B
Execute a pairwise comparison between two candidates, producing a judgment with winner, confidence, and reasoning.
Strategy: Construct multiple competing hypotheses for the same phenomenon
SOP: Generate mechanistically distinct competing hypotheses for the same phenomenon
Tactic: Multi-hypothesis management — generate competing hypotheses, design discriminating predictions, build a structured comparison matrix
Normalize results by compute budget (Pareto analysis)