Research

Systematically extract effect sizes and conditions from papers for meta-analytic synthesis

Systematically generate boundary inputs — boundary values, adversarial constructions, distribution shifts, rare combinations, scale extremes.

Extract ecosystem-level organization patterns (symbiosis, emergence, resilience) as design templates for complex systems.

Extract ecosystem-level organization patterns (symbiosis, emergence, cycles, resilience).

SOP: 应用 ECLIPSE 框架结构化混合方法研究问题

Strategy for continuous rating updates using Elo, Glicko-2, TrueSkill 2, and Whole-History Rating for live ranking systems and A/B testing.

Three-point PERT estimation for implementation activities

Identify dominant paradigms and assumptions constraining thinking in a research field.

Identify dominant paradigms constraining the field and use de Bono lateral thinking provocations to escape them.

Identify dominated and non-dominated alternatives in a score matrix using Pareto dominance.

Scan distant domains for transferable principles. Uses web-search and paper-overview to identify analogous solutions in unrelated fields.

Scan and select maximally diverse source domains. Ensures creative search covers genuinely unrelated fields with high transfer potential.

Assess documentation completeness against BetterBench/Datasheets standards

Maximize portfolio diversity and coverage using MAP-Elites, Niche coverage, Maximum dispersion, and Anti-clustering methods.

Identifies agreement and disagreement patterns across multiple perspective evaluations. Maps consensus clusters and persistent divergence points.

Assign probability distributions to uncertain parameters based on available evidence and domain knowledge.

SOP: 设计能区分竞争假设的关键预测和观察方案

Compare same-method scores across sources, flag significant deviations

Identify discrepancies between reported and reproducible scores — 15 methods, 45 data points, 30 web searches budget

Produce a structured disagreement map showing clusters, arguments, and fault lines.

Map disagreement structure by collecting judgments, clustering opinions, extracting arguments per cluster, and visualizing fault lines.

Map the structure of disagreement across perspectives using Policy Delphi, Argument Delphi, or SAST methods.

Focus within the user's chosen field(s). Identify specific sub-directions through deep paper and web research, then present ranked candidates. Use after landscape-reconnaissance has identified fields of interest.

Find structurally similar systems in nature/technology/society. Map structural parallels to generate transferable solution principles.