yogsoth-ai
- 998 skills
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- 18 hours ago last updated
- ▌ Question Refinement Loop · yogsoth-ai bundleTactic: iteratively refine a research question until it passes all 5 FINER criteria
- ▌ Recombination Generation · yogsoth-ai bundleReassemble decomposed system fragments into novel structural arrangements that create emergent value.
- ▌ Reproducibility Protocol · yogsoth-aiEnsure experiment reproducibility through systematic environment and seed control
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- ▌ Stress Test Paper Search · yogsoth-aiPaper AI summary report via alphaxiv get_paper_content. Import of literature-engine/paper-search skill. Structured AI-generated intermediate report.
- ▌ Stress Test Web Research · yogsoth-aiDeep web full-text retrieval via Apify RAG browser. Import of web-browsing/web-research skill. Full page content for substantive analysis.
- ▌ Answering Sequence Design · yogsoth-ai bundleSOP: Design the optimal answering order for sub-questions
- ▌ Assumption Cascade Tracer · yogsoth-ai bundleBuild assumption dependency graphs and trace cascade failures when root assumptions are invalidated.
- ▌ Attack Resilience Scoring · yogsoth-ai bundleCompute overall resilience score (0.0-1.0) based on attack results, coverage, and vulnerability severity distribution.
- ▌ Budget Constrained Design · yogsoth-aiOptimize experiment design under compute and time budget constraints
- ▌ Circular Validation Audit · yogsoth-aiStrategy: Run BEFORE building any validator (sandbox/simulation/benchmark). Builds a non-circularity matrix of theory-claim × validator-assumption to detect when a validator would 'confirm' a theory only because it was built on the theory's own premises. A circular validator's PASS carries zero evidential weight. Methods: Cartwright nomological machines, Winsberg sanctioning-of-simulations, tautology detection.
- ▌ Citation Network Analysis · yogsoth-ai bundleBuild and analyze patent citation networks — main path analysis, PageRank, cluster detection
- ▌ Classification Navigation · yogsoth-aiIPC/CPC hierarchy drill-down and lateral expansion for patent discovery
- ▌ Condition Standardization · yogsoth-aiStandardize evaluation condition differences across papers — 20 methods, 60 data points, 30 web searches budget
- ▌ Constraint Classification · yogsoth-ai bundleClassify constraints into hard constraints, soft constraints, and assumptions.
- ▌ Constraint Identification · yogsoth-aiFind blockers and showstoppers using TOC, TRIZ contradiction analysis, and Pre-mortem techniques.
- ▌ Counterexample Generation · yogsoth-ai bundleSystematically generate counterexamples (monsters) to a given claim using diverse heuristic strategies.
- ▌ Counterexample Heuristics · yogsoth-aiGenerate counterexamples (monsters), attempt monster-barring, incorporate surviving counterexamples as lemma refinements (Lakatos method).
- ▌ Critical Path Calculation · yogsoth-ai bundleCPM forward/backward pass with float calculation to identify the critical path
- ▌ Decomposition Formulation · yogsoth-ai bundleStrategy: decompose a complex research question into a hierarchy of independently answerable sub-questions
- ▌ Dependency Identification · yogsoth-ai bundleIdentify critical dependencies from ablation results, producing a dependency graph and highlighting critical components.
- ▌ Direct Analogy Generation · yogsoth-ai bundleFind direct analogies from nature/tech/society that share structural properties with the problem. Produces analogy list with structural mappings.
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- ▌ Environment Specification · yogsoth-ai bundleSOP: define complete experiment environment specification
- ▌ Failure Driven Generation · yogsoth-ai bundleGenerate targeted solutions for each identified failure mode, ensuring every failure has at least one proposed mitigation.
- ▌ Future Reality Projection · yogsoth-ai bundleProject solution effects using Future Reality Tree logic
- ▌ Generate Candidate Fields · yogsoth-ai bundlePropose 3-8 candidate research fields based on the full ActorProfile. When user wants to explore beyond their current stack, use other ActorProfile signals (intentionality, boundary) to determine exploration space. Free exploration within the boundary.
- ▌ Inclusion Criteria Design · yogsoth-ai bundleDefine inclusion/exclusion criteria for systematic study selection in meta-analysis
- ▌ Isomorphism Falsification · yogsoth-aiStrategy: Attack an isomorphism claim by demanding an explicit structure-preserving map and trying to break it. Targets any multi-language claim of the form 'X ≅ Y ≅ … across N mathematical languages'. Forces the claim to either earn the word 'isomorphism' or be demoted to 'analogy'. Methods: category theory (functor/natural-iso criteria), model theory, Lakatos monster-barring.
- ▌ Maturation Pathway Design · yogsoth-aiDesign path to readiness using Stage-Gate, Technology Roadmapping, and milestone planning methods.
- ▌ Method Sensitivity Report · yogsoth-ai bundleAnalyze how the choice of MCDA method affects final rankings and identify method-sensitive alternatives.
- ▌ Morphological Exploration · yogsoth-aiMorphological Exploration Campaign — systematic dimension-combination enumeration to discover unexplored solution spaces via Zwicky box, CCA, and GMA
- ▌ Sacred Cow Identification · yogsoth-ai bundleFind domain's unquestioned beliefs. Systematic identification of dogma that constrains innovation.
- ▌ Score Trajectory Analysis · yogsoth-aiCollect historical scores, fit saturation curves, detect inflection points
- ▌ Structural Counterfactual · yogsoth-aiStrategy: Pearl Three-Step counterfactual — Abduction (fit model to evidence), Action (intervene on factor), Prediction (derive counterfactual outcome).
- ▌ Structural Deconstruction · yogsoth-aiDecompose systems into components and reassemble via SCAMPER, SIT, TRIZ, and recombination. Campaign orchestrating 5 strategies for systematic structural transformation.
- ▌ Ablation Component Mapping · yogsoth-ai bundleMap system architecture to ablatable units for ablation studies
- ▌ Adversarial Stress Testing · yogsoth-aiCampaign: Logical extreme and boundary testing via reductio ad absurdum and edge-case analysis. Core question: Does this artifact collapse under logical limits and boundary conditions? Methods: Lakatos 1976, Dutilh Novaes 2016, BVA, Flyvbjerg Critical Case, Popper.
- ▌ Analogy Quality Assessment · yogsoth-ai bundleAssess analogy depth (surface/structural/systemic). Determines whether an analogy warrants transfer investment.
- ▌ Constraint Driven Ideation · yogsoth-aiInject extreme constraints to force innovation — impossibility breeds creativity.
- ▌ Convergence Paper Overview · yogsoth-aiPaper landscape scan at abstract level — discover MCDA, voting theory, Delphi, and optimization methodology papers.
- ▌ Convergence Paper Research · yogsoth-aiFull-text deep reading of methodology papers — complete understanding of algorithms, proofs, and implementation details.
- ▌ Cross Consistency Analysis · yogsoth-aiCCA: pairwise consistency checking to reduce solution space 90-99%
- ▌ Debate Transcript Analysis · yogsoth-ai bundleExtracts key turning points, patterns, and insights from completed debate transcripts. Produces structured summary for verdict synthesis.
- ▌ Design Matrix Construction · yogsoth-ai bundleBuild the experiment design matrix with proper orthogonality and balance
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- ▌ Disagreement Visualization · yogsoth-ai bundleProduce a structured disagreement map showing clusters, arguments, and fault lines.
- ▌ Discrepancy Identification · yogsoth-ai bundleCompare same-method scores across sources, flag significant deviations
- ▌ Failure Chain Construction · yogsoth-ai bundleBuild cause-mode-effect chains tracing upstream root causes and downstream cascading effects for each failure mode.
- ▌ Forced Bridge Construction · yogsoth-aiForce connections between unrelated technologies. Deliberately construct bridges where none naturally exist to discover novel integration possibilities.
- ▌ Inconsistency Localization · yogsoth-ai bundleIdentify which specific comparison pairs are most responsible for preference cycles and inconsistencies.
- ▌ Intervention Page Creation · yogsoth-aiSOP for documenting an intervention — what happens when a causal variable is manipulated.
- ▌ Multi Method Triangulation · yogsoth-aiApply 2-3 MCDA methods to the same candidates, compare rankings, and identify method-sensitive options.
- ▌ Non Compensatory Screening · yogsoth-aiEliminate non-qualifying candidates using conjunctive rules, dominance filtering, lexicographic ordering, or veto thresholds.
- ▌ North Star Crystallization · yogsoth-aiGoal-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.
- ▌ Performance Table Assembly · yogsoth-ai bundleAssemble unified comparison table with confidence interval annotations
- ▌ Premortem To Fmea Pipeline · yogsoth-aiTactic: Pre-mortem rapid screening feeds high-risk items into full FMEA analysis. Bridges fast intuitive generation with systematic structured analysis.
- ▌ Recombination Architecture · yogsoth-aiReassemble decomposed fragments into novel structures through systematic recombination of components.
- ▌ Relationship Specification · yogsoth-ai bundleSOP: specify the direction and form of relationships between variables
- ▌ Scenario Impact Assessment · yogsoth-ai bundleAssess each scenario's impact on the research approach across multiple dimensions
- ▌ Stress Test Paper Overview · yogsoth-aiPaper landscape scan returning abstracts and metadata. Import of literature-engine/paper-overview skill. Abstracts only — no conclusions from abstracts.
- ▌ Stress Test Paper Research · yogsoth-aiPaper full text access via alphaxiv answer_pdf_queries or get_paper_content(fullText=true). Import of literature-engine/paper-research skill. Raw extracted text for precise claims.
- ▌ Structured Attack Campaign · yogsoth-aiTactic: Full attack lifecycle — threat surface enumeration, attack vector generation, systematic probing, and finding aggregation across all surfaces.
- ▌ Sub Question Decomposition · yogsoth-ai bundleTactic: Decompose a main question into a hierarchy of independently answerable sub-questions
- ▌ Systematic Factor Ablation · yogsoth-aiTactic: List all factors, remove one at a time, assess conclusion stability, rank factors by load-bearing importance.
- ▌ Triz Principle Application · yogsoth-ai bundleSelect inventive principles from the contradiction matrix and generate concrete solutions for identified contradictions.
- ▌ Undesirable Effect Listing · yogsoth-ai bundleList current Undesirable Effects (UDEs) — observable symptoms of system underperformance
- ▌ White Space Identification · yogsoth-aiIdentify unexplored viable regions in the morphological matrix where no existing methods operate.
- ▌ Adversarial Debate Protocol · yogsoth-aiStructured debate protocol that constructs an advocate, deploys critic attacks, and renders a judge verdict through iterative rounds.
- ▌ Biological Function Mapping · yogsoth-aiMap technical functions to biological systems. Orchestrates problem-biologization → organism-discovery → functional-model-biology.
- ▌ Biotriz Principle Selection · yogsoth-ai bundleSelect applicable BioTRIZ principles for a given contradiction. Map to biological cases.
- ▌ Capability Taxonomy Mapping · yogsoth-ai bundleBuild capability taxonomy, map existing benchmark coverage
- ▌ Competing Hypothesis Matrix · yogsoth-ai bundleTactic: Multi-hypothesis management — generate competing hypotheses, design discriminating predictions, build a structured comparison matrix
- ▌ Competitive Move Prediction · yogsoth-ai bundlePredict competitor progress, publications, and strategic moves
- ▌ Contradiction Matrix Lookup · yogsoth-ai bundleQuery the 39x39 TRIZ contradiction matrix to find recommended inventive principles for a given technical contradiction.
- ▌ Counter Thesis Construction · yogsoth-aiConstruct the strongest possible counter-argument to the convergence decision using Dialectical Inquiry and Thesis-Antithesis-Synthesis methods.
- ▌ Cross Consistency Filtering · yogsoth-aiOrchestrates pairwise consistency evaluation and narrative construction to filter the morphological field
- ▌ Evidence Synthesis Planning · yogsoth-aiPlan the statistical synthesis approach — model selection, heterogeneity strategy, and reporting
- ▌ Function Model Construction · yogsoth-ai bundleBuild substance-field functional model of a system, annotating useful, harmful, insufficient, and excessive interactions.
- ▌ Heterogeneity Investigation · yogsoth-aiExplain why different studies reach different conclusions — heterogeneity investigation protocol. Budget: 30 studies, 30 effect sizes, 50 web searches.
- ▌ Iterative Convergence Round · yogsoth-aiExecute one full Delphi round — collect judgments, distribute anonymous feedback, measure consensus, decide whether to continue.
- ▌ Life Principles Application · yogsoth-aiApply life's principles as design constraints. Orchestrates ecosystem-pattern-extraction → evolution-mechanism-transfer → abstraction-to-design.
- ▌ Load Bearing Identification · yogsoth-ai bundleIdentify which factors are "load-bearing walls" — factors whose removal would collapse the conclusion.
- ▌ Progress Curve Construction · yogsoth-aiBuild performance-over-time progress curves with inflection detection
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- ▌ Publication Bias Assessment · yogsoth-ai bundlePlan funnel plots, Egger's test, trim-and-fill, p-curve, and selection model analyses for publication bias
- ▌ Quality Assessment Protocol · yogsoth-aiMethodological quality and bias risk assessment of included studies using validated tools
- ▌ Sensitivity Analysis Design · yogsoth-ai bundleDesign leave-one-out, influence diagnostics, subgroup analyses, and robustness checks
- ▌ Strategy Robustness Testing · yogsoth-aiOrchestrates impact assessment and robustness scoring to evaluate research approach resilience across scenarios
- ▌ Success Criteria Definition · yogsoth-ai bundleSOP: Define measurable success criteria for a research question
- ▌ Theory Mechanism Extraction · yogsoth-ai bundleTactic: Core of the deductive path — start from theory to extract mechanisms, variables, and relationships, generating hypothesis candidates
- ▌ Ask Decomposition Validation · yogsoth-aiPresent the GoalTree to the user for confirmation. Ask about reasonableness, missing elements, and priority ordering among sub-goals.
- ▌ Contradiction Identification · yogsoth-aiIdentify technical and physical contradictions in a system through functional modeling and matrix analysis.
- ▌ Creative Ideation Web Search · yogsoth-aiQuick web scanning for landscape understanding. Import of web-browsing/web-search skill. Snippets only — no conclusions from snippets alone.
- ▌ Ecosystem Pattern Extraction · yogsoth-ai bundleExtract ecosystem-level organization patterns (symbiosis, emergence, cycles, resilience).
- ▌ Evolution Mechanism Transfer · yogsoth-ai bundleMap evolution mechanisms to design operations. Translate selection, mutation, drift, radiation into design operators.
- ▌ Experiment Config Generation · yogsoth-ai bundleSOP: generate executable experiment configuration files
- ▌ Framework Guided Formulation · yogsoth-ai bundleStrategy: Select an RQ framework (PICO/SPIDER/SPICE/ECLIPSE) and apply it systematically
- ▌ Hypothesis Comparison Matrix · yogsoth-ai bundleSOP: Build a multi-dimensional comparison matrix of competing hypotheses
- ▌ Parameter Space Construction · yogsoth-aiOrchestrates driver identification and parameter enumeration to build the complete morphological field