Claude Skills by yogsoth-ai

Extracts key turning points, patterns, and insights from completed debate transcripts. Produces structured summary for verdict synthesis.

Identify which uncertainties would actually change the research direction decision. Compute EVPI to prioritize uncertainty reduction.

Strategy: 将复杂研究问题分解为可独立回答的子问题层级

Derive logical consequences step by step from a given premise, building a traceable derivation chain.

Strategy: 从现有理论演绎推导假设

Precise, targeted investigation of a specific sub-problem — few papers, all read in full depth. High paper-research ratio (50% deep-read rate). Use when the user knows exactly what they need to understand and requires detailed technical analysis with equations, hyperparameters, and specific claims extracted.

Full-page web reading for non-academic perspectives — blogs, tech reports, product pages, industry analysis. Spawns a subagent to read pages in isolated context. Hard constraint: at least 30 web pages read in full.

Formalize search queries and inclusion/exclusion criteria for systematic surveys. Produces a reproducible search protocol document. Used by systematic-survey.

Strategy for small-N complete pairwise comparison using Bradley-Terry, Thurstone, AHP, and Borda methods to produce calibrated rankings.

What must be completed first? — Dependency chain analysis + prerequisite graph construction

Build task dependency graph with predecessor/successor relationships

Identify critical dependencies from ablation results, producing a dependency graph and highlighting critical components.

SOP: 映射子问题间的依赖关系

Determine task dependencies and execution order

Complete DBA process: problem reframe → source search → map → transfer → adapt. Full Design-by-Analogy methodology for systematic analogical design.

Strategy: Research design-level FMEA — function analysis, failure mode identification, severity/occurrence/detection scoring per AIAG-VDA 2019.

Build the experiment design matrix with proper orthogonality and balance

Parametric variation + constraint satisfaction combinatorial search

Visualize explored/unexplored regions of solution space

Generate structured description of design space

SOP: synthesize complete experiment design report

Synthesize all assumption destruction outputs into structured destructive innovation report.

Rate detectability 1-10 (inverted: 10 = hardest to detect). Estimates how likely current controls would catch the failure before impact.

Construct the strongest possible counter-argument against a position, steelmanning the opposition before attacking.

Surface Argyris governing variables and test whether the problem dissolves under alternative governing variables (double-loop learning).

Hegelian thesis-antithesis-synthesis cycle — propose position, generate opposition, structured debate, synthesize transcending insight. Combines evaporating-cloud and polarity-mapping SOPs.

Score a single readiness dimension for a candidate with evidence and gap analysis.

Find direct analogies from nature/tech/society that share structural properties with the problem. Produces analogy list with structural mappings.

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

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.

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

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

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

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

Compare same-method scores across sources, flag significant deviations

SOP: 设计能区分竞争假设的关键预测和观察方案

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

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

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

Assess documentation completeness against BetterBench/Datasheets standards

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

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

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

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

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

Three-point PERT estimation for implementation activities

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

SOP: 应用 ECLIPSE 框架结构化混合方法研究问题

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

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