Claude Skills by yogsoth-ai

Assign distinct perspectives to attack a decision from multiple angles, then synthesize findings into a unified assessment.

Strategy: Multi-stakeholder review panel — diverse expert perspectives evaluate artifact simultaneously, then synthesize through structured deliberation.

Apply CATWOE from multiple stakeholder viewpoints and reframing matrix to reveal aspects invisible from the dominant perspective.

Simulate multiple stakeholder perspectives evaluating a research gap, method, or proposal. Identifies blind spots from single-perspective analysis.

Multi-worldview comparison — CATWOE from multiple perspectives, reframing matrix across professional lenses, identify overlooked framings. Reveals what single-perspective analysis misses.

Campaign: Multi-agent structured debate for adversarial validation. Core question: Can this artifact survive structured adversarial debate? Methods: Irving AI Safety via Debate, Du Society of Mind, Liang MAD, Toulmin Argumentation, D3 framework.

Theory-driven reading tactic — define a theoretical framework first, then guide reading to fill it with evidence. Five stages (theme identification, argument construction, evidence collection, counter-evidence, synthesis). The most intellectually demanding tactic.

Theory-driven literature review for building arguments and frameworks. Flexible, subjective, and narrative-focused — selects evidence strategically to support a thesis. High web-research budget for blogs, opinion pieces, and industry perspectives. Use when the user is writing a position paper, survey introduction, or constructing a coherent narrative around a research theme.

What is the story of each future? — Shell method narrative construction for rich qualitative scenario understanding

Evaluate the probability of necessity (PN) for a causal factor — would the conclusion fail if this factor were absent?

Strategy: Probability of Necessity and Sufficiency (PNS/PS) — systematically evaluate whether each factor is necessary, sufficient, both, or neither for the conclusion.

Define strongest plausible alternatives (negations) for each assumption to enable perturbation analysis.

Compare N methods simultaneously including indirect evidence — network meta-analysis protocol design. Budget: 50 studies, 80 effect sizes, 60 web searches.

Define niches within the solution space, map candidates to niches, score coverage completeness, and identify gaps requiring attention.

Define niches and capability areas that a portfolio should cover based on domain structure and objectives.

Map each candidate to the niches it covers, indicating strength of coverage for each assignment.

Eliminate non-qualifying candidates using conjunctive rules, dominance filtering, lexicographic ordering, or veto thresholds.

Normalize a score matrix using a specified method to make scores comparable across criteria.

Goal-Driven Requirement Refinement Engine for Research. Crystallize a user's fuzzy research intent into a North Star statement and structured ResearchBrief through adaptive dialogue and on-demand investigation.

Converge all accumulated context into a crystallized North Star statement and structured ResearchBrief. Performs self-review before presenting to user. Use as the final tactic in any start mode — this is where everything comes together.

SOP: 评估研究 gap 的新颖性潜力，识别差异化方向并输出评分

Novice perspective — question the 'obvious' by adopting deliberate ignorance to reveal hidden complexity.

Define optimization objectives, constraints, and trade-off preferences from context and candidate information.

Identify what blocks the user from pursuing their chosen direction, assess severity, propose mitigations with search-validated evidence, and get user acceptance. Use after direction-narrowing has identified a specific direction.

TOC Prerequisite Tree — list obstacles preventing direct achievement of the objective

Rate failure mode occurrence probability 1-10. Estimates how likely each failure mode is to manifest during research execution.

SOP: 将抽象概念操作化为可测量的指标和方法

Execute multi-objective optimization on candidates to produce a Pareto front of non-dominated solutions.

Find organisms solving similar problems. Search across kingdoms for biological champions.

Select the next comparison pairs that maximize information gain given current ratings and comparison history.

Tactic: 通过相对比较而非绝对评分对 gaps 进行排序，适用于难以量化的场景

Pairwise Ranking Campaign — produce global rankings through pairwise comparisons and voting aggregation using Bradley-Terry, Elo, TrueSkill, Condorcet, Borda, Schulze methods.

Compare two methods across multiple studies — paired meta-analysis protocol design. Budget: 30 studies, 30 effect sizes, 40 web searches.

Abstract-level paper scanning for broad coverage. Import of literature-engine/literature-overview skill. Abstract-level only — no methodology conclusions from abstracts.

Full-depth paper reading with raw text extraction. Import of literature-engine/literature-research skill. Must read fullText (true) — equations, hyperparameters, specific claims extracted.

AI-summarized paper reading for intermediate depth. Import of literature-engine/literature-search skill. Must call get_paper_content for every analyzed paper.

Enumerate possible values for each uncertainty driver using MECE principles

Identify the key parameters/dimensions of a problem space. Produces a structured parameter list with value ranges for morphological analysis.

Quick Morris method screening to identify which parameters have large effects and which can be safely ignored.

Orchestrates driver identification and parameter enumeration to build the complete morphological field

Identify all parameter dimensions along which a claim's validity might vary.

Systematic one-factor-at-a-time parameter sweep

Build the Pareto frontier from multi-objective optimization, visualize trade-offs, and select a portfolio from non-dominated solutions.

Create visual representation of the Pareto frontier showing trade-offs between objectives with narrative explanation.

Classify patents by tech subdomain, application scenario, and value chain position

Forward/backward patent citation and priority tracing until saturation

Systematic Patent Analysis Campaign — 5 strategies for patent landscape analysis, prior art search, white space identification, competitive intelligence, and claim analysis. Produces structured patent intelligence reports.

Construct keyword + IPC/CPC + assignee combination search strategies for patent databases

Produce final structured patent intelligence report from all analysis results

Generate combination paths through consistent space