Tier 4

fnd - Skill Finder

Skill Finder

Input: $ARGUMENTS


Purpose

You have 318 skills. You don’t need to remember them. Describe what you want to do and this skill matches you to the right one(s).


Instructions

  1. Read the user’s input (what they want to do)
  2. Scan the registry below for the best semantic matches
  3. Return top 3-5 matches, ranked by relevance
  4. For each match, explain in one sentence why it fits and how it differs from the other matches
  5. If no strong match exists, say so and show the closest options
  6. If the input is ambiguous, briefly explain the tradeoff between the top candidates so the user can choose

Output Format

SKILL FINDER RESULTS
====================

Your request: "[user's input]"

TOP MATCHES:

1. /[skill_name] - [description]
   Why: [1 sentence on why this fits]

2. /[skill_name] - [description]
   Why: [1 sentence on why this fits]

3. /[skill_name] - [description]
   Why: [1 sentence on why this fits]

[If matches are similar:]
KEY DIFFERENCES:
- /skill_a focuses on [X], while /skill_b focuses on [Y]
- Use /skill_a when [condition], use /skill_b when [condition]

Matching Priority

Match on intent, not keywords. The user might say:

  • “figure out what went wrong” → root_cause_analysis, debugging, failure_attribution
  • “help me decide” → multi_criteria_decision, decision_trees, selection
  • “think through this deeply” → araw, uaua, meta_reasoning_core
  • “make sure I haven’t missed anything” → mece_validation, comprehensive_aspects, checklist_search

When Multiple Skills Form a Workflow

If the user’s need spans multiple skills, say so:

SUGGESTED WORKFLOW:
1. First: /skill_a (to do X)
2. Then: /skill_b (to do Y)
3. Finally: /skill_c (to do Z)

Skill Registry (318 skills)

Categories

Skills fall into these categories (a skill can belong to multiple):

  • communication - Writing, speaking, presenting, narrative
  • decision_making - Choosing between options, evaluating tradeoffs
  • goal_analysis - Understanding, decomposing, refining goals
  • guessing - Generating hypotheses, exploring unknowns
  • meta - GOSM system internals, framework maintenance
  • planning - Ordering, scheduling, strategy, roadmaps
  • problem_solving - Diagnosing issues, finding root causes
  • reasoning - Logic, analysis, mental models, evidence
  • search - Finding information, options, solutions
  • validation - Checking, verifying, testing, auditing

Full Registry

SkillDescriptionCategories
academic_masteryMaster academic subjects through structured learning, concept mapping, and competency verification-
active_listeningSystematic procedure for listening deeply to understand others, build trust, and improve communication outcomesgoal_analysis
active_recallUse retrieval practice and self-testing to strengthen learning and identify gapsproblem_solving, validation
adaptive_extraction_pipelineBreadth-first, learned extraction pipeline that clarifies goals first, samples broadly, learns user preferences, and extracts selectively from highest-value itemsgoal_analysis
adversarial_reviewNothing is a fact until it survives an assassination attempt. Builder constructs claims, Breaker tries to destroy themvalidation, guessing
advocacy_infrastructure_setupSet up foundational infrastructure for autonomous advocacy operations-
after_action_reviewStructured debrief to learn from completed actions - what happened, why, what to do differently-
ai_biomedical_agentAI agent for biomedical research tasksmeta
algorithmic_optimizationOrderings based on classic algorithm design paradigms: greedy, dynamic programming, divide-and-conquerplanning
alphacode_pass1_explicitFirst pass explicit analysis for competitive programming problemsmeta
alphacode_pass2_implicitSecond pass implicit analysis for competitive programming problemsmeta
alphacode_pass3_metaThird pass meta-analysis for competitive programming problemsmeta
analogy_searchMany problems have been solved before - just in different domains. Find and transfer solutionsproblem_solving, search
anticipated_failures_analysisPre-mortem: what could go wrong and how to prevent itreasoning
api_designProcedure for designing, implementing, and documenting effective APIs-
api_middleman_strategiesStrategies for working around API limitations including rate limits and access restrictions-
arawAssume Right / Assume Wrong - The core exploration method. For every claim, branch into what follows if true vs what alternatives exist if falsereasoning, search, guessing
araw_gosm_integrationTranslate ARAW exploration outputs into GOSM planning inputsreasoning, communication, meta
araw_to_gosm_bridgeBridges ARAW exploration outputs to GOSM planning inputsreasoning, planning, communication, meta
architecture_designOrderings for software development architectural decisionsplanning
architecture_patternsEvaluate, choose, and implement software architecture patterns-
argumentative_documentWrite structured argumentative documentsmeta
assumeright_assumewrong_searchRecursive search that explores possibility space by branching on assume-right and assume-wrongreasoning, planning, search
assumption_eliminationBefore asserting anything, verify it can be confirmed by the listenervalidation
assumption_extractionExtract hidden assumptions from any content. Surfaces what must be true for claims to hold-
assumption_inversionInvert assumptions to discover blind spots. What if the opposite were true?-
assumption_surfacingMake invisible assumptions visible in plans and beliefsplanning
assumption_verificationVerify assumptions systematicallymeta
automated_extraction_pipelineIndustrial-scale automation for extracting procedures from YouTube channels and other sources-
backward_reasoningReason from conclusions back to premises. Given a conclusion, what journey led here?reasoning, planning
bandit_explorationMulti-armed bandit algorithms for balancing exploration vs exploitationplanning
better_option_checkPrevent settling on suboptimal option by systematically checking if better options existvalidation
binary_elimination_searchLike 20 Questions - each yes/no eliminates half the possibilitiessearch, guessing
bounded_inquiryPrevent unbounded inquiry - every answer opens new questions, so bound the searchguessing
budget_managementManage limited financial resources with maximum value extractiongoal_analysis
budgetingCreate, manage, and optimize budgets for projects or personal finances-
business_operationsComprehensive procedure for business goals including starting, growing, operatinggoal_analysis
capability_gatePre-step check: can AI execute directly, needs delegation, or is task infeasible?validation
career_path_planningStrategic framework for assessing career options and planning transitionsplanning
cash_flow_managementTrack and optimize cash flow: income, expenses, runway, burn ratereasoning
category_analysisAnalyze a category of guesses to determine which apply. Test each against evidencereasoning, validation, guessing
checklist_searchSimplest search: enumerate items, check each against criteriavalidation, search
client_retentionRetain clients through tiered engagement and value-add touchpointsgoal_analysis
code_reviewConduct effective code reviews that improve quality and share knowledge-
cognitive_amplificationAmplify your cognitive capabilities beyond natural limits-
collective_goalsHandler for goals requiring building collectives, communities, or movementsgoal_analysis
communication_narrativeOrderings for presentations, writing, and communicationplanning, communication
comparisonEvaluate each option against each criterion to identify viable candidatesreasoning, problem_solving, decision_making
competitive_analysisAnalyze competitive landscape using Porter’s Five Forces and competitor mappingreasoning
component_selectionEvaluate multiple component options against criteriadecision_making
comprehensive_aspectsMeta-procedure ensuring any analysis covers all relevant aspectsreasoning, decision_making, meta
conflict_resolutionDe-escalate tensions, find common ground, navigate difficult conversationssearch
constraint_solvingOrderings for constraint satisfaction and guided search problemsproblem_solving, planning, search
constraint_workaroundsWhen a constraint blocks progress, find workarounds. Never give up-
content_strategyDevelop and execute content strategy that attracts, engages, convertsplanning
convergent_validationSolve the n+1 critic problem: any critic can be criticized, so convergeproblem_solving, validation
cost_benefit_analysisQuantify costs and benefits including NPV, sensitivity analysis, intangiblesreasoning, decision_making
crisis_handlerHandle crisis situations systematicallymeta
crisis_triageResource-constrained emergency prioritizationplanning
criteria_weightingWeighted scoring model / Decision matrix / Pugh matrixdecision_making
cross_domain_analogyFind analogies from other domains to generate novel insights-
cross_domain_bridgeTransfer winning strategies from other domains. Most new strategies are old strategies from elsewheresearch
cross_project_pattern_detectionAnalyze patterns across completed GOSM projects to improve the systemmeta
customer_discoveryValidate customer problems and solutions before buildingproblem_solving, search
data_collectionGather research data through surveys, interviews, observation, secondary sourcessearch
debuggingSystematic diagnosis and fixing of software bugs-
decision_treesStructure complex decisions with multiple branches, probabilities, and outcomesdecision_making
decompositionBreak complex goals into simpler, manageable sub-goalsgoal_analysis
deductive_adversarial_review_integrationBridge deductive strategy with adversarial review testingplanning, validation
deductive_strategy_discoveryDerive strategies by working backward from success criteriadecision_making, planning, search
deductive_strategy_evaluationEvaluate strategies based on logical soundness of their derivationreasoning, decision_making, planning
delayed_outcome_trackingTrack outcomes that take months or years to manifest-
deliberate_practiceDesign targeted practice sessions that maximize skill improvement-
dependency_extractionExtract dependencies between steps/tasks. What must happen before what?-
deploymentPlan and execute reliable software deploymentsplanning
design_proceduresSystematic design of mechanical systems, chassis, physical products-
design_systemComplete system design workflow composing multiple sub-procedures-
design_thinking_leanDesign Thinking + Lean methodology for innovationreasoning
detection_verificationDetect cheating, fraud, deception, and anomaliesplanning
dimension_discoveryIdentify key dimensions that define a problem space. Use before space_enumeration-
diversity_searchPrioritize behavioral diversity, novelty, and coverage in searchplanning, search
documentation_proceduresCreate comprehensive project documentation-
domain_templateCreate domain-specific skill configurations. Pre-configure skill chains for specific domains-
economic_researchAnalyze economic viability, cost structures, and comparative advantagereasoning, search
email_acquisitionAcquire and configure email addresses for system operations-
empirical_validationAdd external reality testing beyond coherence checks to GOSM plans-
engineering_calculationsStandard engineering calculation procedures-
epistemic_hierarchyLayered framework for building from certain foundations toward determinate action-
evaluation_dimensionsUniversal dimensions for evaluating any claim, problem, or solutionproblem_solving, guessing
event_driven_automationMaintain project continuity through event monitoring and automated state management-
evolutionary_strategiesApply evolutionary optimization principlesreasoning
existence_checkCheck if a solution already exists before investing effort in creationvalidation
expected_valueCalculate expected value, adjust for risk, optimize resource allocation under uncertaintygoal_analysis
experimental_designDesign rigorous experiments with proper controls, variables, and validity-
exploratory_goalsHandle goals that are about exploration rather than known endpointsgoal_analysis, meta
external_source_searchSearch external sources for informationsearch, meta
failure_anticipationIdentify potential failures, assess risk, plan mitigations before executionproblem_solving, planning
failure_attributionWhen a project fails, analyze the root cause-
failure_journeysMap failure paths, not just success pathsplanning, goal_analysis
failure_recoveryStructured recovery when projects encounter failuresdecision_making
fairness_allocationBalance competing priorities and prevent starvationplanning
feedbackGenerate filtered feedback for self-improvement. Only high-leverage items-
feedback_deliveryDeliver feedback that is heard, received, and acted upon-
financial_modelingBuild financial models for projections, scenario analysis, sensitivity testingreasoning, decision_making, validation
framework_extensionExtend the GOSM framework with new procedures, gates, or capabilitiesmeta
freelancingBuild a sustainable freelance practicesearch
fundraising_advocacyBuild self-sustaining funding for advocacy through multiple revenue streams-
fundraising_financialRaise investment capital through investor outreach, pitches, term sheets-
future_space_searchExplore possible futures systematicallysearch
gate_as_claim_auditConvert gates from vibe checks into explicit, checkable claim-interfacesvalidation, guessing
gate_execution_engineSystematic execution of GOSM gates with enforcementmeta
generate_then_searchThe fundamental pattern: generate candidates, then search/filtersearch
generationGenerate all possible options for a decision or selectiondecision_making
goal_decompositionDecompose abstract goals into specific, actionable componentsgoal_analysis
goal_journey_systemChain of goals forming a journey to an endpointplanning, goal_analysis, meta
goal_refinementTransform vague goals into SMART goalsgoal_analysis
goal_reframingTransform impossible goals into achievable versions through decompositionproblem_solving, goal_analysis
goal_structure_reconstructionReconstruct the goal-structure behind any conclusion or claimgoal_analysis, guessing
goal_understandingMANDATORY first step: parse input as guesses, classify OPEN vs CLOSED, fill goal journeyplanning, goal_analysis, guessing
gosmMain GOSM entry point - routes to procedure_enginemeta
gosm_approach_auditHonest audit of GOSM’s approach, claims, and limitationsmeta, guessing
grant_writingFind grants, write proposals, manage grant relationshipssearch
graph_traversalOrderings from graph traversal algorithms (BFS, DFS, etc.)planning
group_decision_makingMake effective decisions in groups, avoid groupthink, leverage collective intelligencedecision_making
growth_experimentsRun systematic experiments to discover and validate growth leversvalidation, search
guess_generationGenerate exhaustive guesses using ALL search methods with coverage trackingsearch, guessing
habit_formationBuild new habits and break unwanted ones using behavioral sciencecommunication
health_optimizationComprehensive procedure for health goals: fitness, nutrition, sleep, wellnessgoal_analysis
high_quality_writingWrite high-quality prosemeta
high_volatility_handlerHandle high-volatility situationsmeta
human_delegationDelegate physical or in-person tasks to humans when AI cannot-
hypothesis_testingFormulate testable hypotheses, design tests, update beliefs on evidencevalidation
impossible_to_achievableTransform seemingly impossible goals into achievable onesmeta
income_stream_developmentIdentify, build, and scale new income streamsproblem_solving
inference_space_searchInformation implies other information. Trace inferences systematicallysearch, communication
innovation_engineSystematic search for non-obvious strategies via cross-domain mappingsearch
insight_synthesisSynthesize insights from multiple sources into coherent, actionable understanding-
interpretation_space_searchWhen ambiguity exists, explore multiple interpretationssearch
interview_preparationComprehensive preparation for job interviewssearch
intuition_goalsHandle goals driven by intuition rather than explicit criteriagoal_analysis, meta
inversion_methodMunger’s inversion: find ways to fail, then avoid themsearch
investment_strategyDevelop personal investment strategies: allocation, risk tolerance, selectiondecision_making, planning
iterative_discovery_goalsGoals where success IS discovering the unknown, not executing a known planplanning, goal_analysis, search
job_search_strategyTreat job search as a funnel to optimizeplanning, search
journey_extractionExtract the underlying goal journey from any sourceplanning, goal_analysis
journey_matchingGiven a situation, find matching journeys from the libraryproblem_solving, planning, goal_analysis, search
language_goal_identificationAll language has a goal - identify what language is trying to achievegoal_analysis
learning_discoveryOrderings for acquiring knowledge and validating hypothesesplanning, search
learning_systemCapture, analyze, and apply learnings for continuous improvement-
learning_transferApply knowledge from one domain to new contexts-
leverage_point_discoveryFind places where small effort produces large impactsearch
leverage_pointsIdentify high-leverage intervention points in complex systems-
limitation_analysisIdentify limitations across multiple dimensionsreasoning, problem_solving
literature_reviewConduct comprehensive literature reviews on any topic-
local_searchLocal search optimization: improve from current positionplanning, search
logical_proof_systemTreat strategy selection as theorem provingreasoning, decision_making, planning
luck_dependent_goalsHandle goals that depend on luck/chancegoal_analysis, meta
market_researchIdentify, validate, and size market opportunitiesproblem_solving, search
marketing_funnelOptimize customer journey from awareness to revenue (AARRR)planning
matchingDefine criteria for filtering optionsdecision_making
mcp_setupConfigure MCP servers for autonomous GOSM executionmeta
mece_validationValidate that a list is Mutually Exclusive, Collectively Exhaustive-
mental_modelsBuild and apply mental models for better thinking across domainsreasoning
mentioned_coverage_gateVerify all user-mentioned items have been addressed. Prevents dropping aspects-
meta_reasoning_coreUnified meta-cognitive loop for deciding what to do nextreasoning, meta
metaphor_methodSystematic method for using metaphors to understand and communicatemeta
method_derivationDerive the appropriate method from the situation-
military_strategyOrderings from military doctrine and strategic principlesplanning
model_space_searchFind a model that fits. Understanding = finding the right modelgoal_analysis, search
morphological_analysisZwicky’s method: break problem into dimensions, enumerate combinationsreasoning, problem_solving, search
motivation_psychologyAccount for human psychological factors: energy, motivation, willpowerreasoning, planning
multi_criteria_decisionDecisions with multiple criteria, tradeoffs, and stakeholdersdecision_making
multi_party_goalsNavigate institutions, groups, politics for multi-stakeholder goalsgoal_analysis
multi_plan_aggregationGenerate, evaluate, and manage multiple alternative plans for same goalreasoning, decision_making, planning, goal_analysis
music_composition_performanceOrderings inspired by musical forms and performanceplanning
negotiationPrepare and conduct negotiations for mutually beneficial agreements-
negotiation_strategyOrderings for strategic interactions and negotiationsplanning
networkingBuild genuine professional relationships that create value-
novelty_space_searchCreativity = novelty + value. Search for novel approachesgoal_analysis, search
ooda_loopObserve-Orient-Decide-Act cycle for competitive environments-
optical_pooled_screeningOptical pooled screening for biological researchmeta
optimizationRank options from best to worst using multi-criteria optimizationdecision_making
order_procedureDetermine correct execution order based on dependenciesplanning
ordering_variationsAlternative ordering strategies for procedure stepsplanning
ordering_variations_integrationGuide for integrating ordering variations into GOSM workflowplanning, meta
outreach_campaignsExecute multi-channel persuasion campaigns for advocacy-
outreach_communicationCraft outreach communications that maximize response rates-
pairwise_comparisonCompare pairs instead of rating absolutely (easier, more reliable)decision_making
paradox_goalsHandle goals with inherent tensions where optimizing one dimension hurts anothergoal_analysis
pedagogy_educationalOrderings based on learning science and educational psychologyplanning, search
personal_optimizationN-of-1 experimentation for improving personal health, productivity, wellbeing-
persuasive_writingWrite content that influences readers and motivates action-
phone_acquisitionAcquire and configure phone numbers for system operations-
plan_space_searchThere are always multiple ways to achieve a goal. Explore the space of plansplanning, goal_analysis, search
policy_researchFind evidence-based, neglected, tractable policies for advocacyproblem_solving, search
population_based_searchMaintain multiple candidate solutions simultaneouslyplanning, search
positioningDevelop market positioning: category design, differentiation, messaging-
possibility_analysisSystematically explore what could be donereasoning, search
pre_mortemGary Klein’s technique: assume it went wrong, ask whyreasoning, communication
preference_elicitationElicit preferences via concrete trade-offs, not open-ended questionsgoal_analysis, communication, guessing
presentation_designDesign effective presentations and slidescommunication
preventive_goalsGoals focused on preventing bad outcomesgoal_analysis
priority_frameworksClassic priority frameworks for classifying and ordering workplanning
proactive_question_rotation24-week rotating questions for weekly reviewguessing
probabilistic_reasoningEstimate probabilities, update beliefs with evidence, calibrate predictionsreasoning
problem_identificationBefore solving, identify: what is the actual problem?problem_solving
procedure_discoveryFind or create procedures needed to execute a planplanning, search
procedure_effectivenessTrack procedure effectiveness over time-
procedure_engineGOSM main router: handles goals, problems, questions, decisions, situations, feelingsproblem_solving, decision_making, goal_analysis, meta, guessing
procedure_extractionAfter completing a goal, extract reusable procedures for the librarygoal_analysis, meta
procedure_extraction_from_sourceExtract procedures from any external source into GOSM formatmeta
procedure_hierarchyNot all procedures are equal. Understand the hierarchy-
procedure_improvementImprove library procedures using schema-driven validationvalidation, meta
procedure_registry_reviewReview and improve procedure registry schema-
procedure_validationValidate procedure completeness and executability before running-
procurement_proceduresManage procurement of components and materials-
progress_trackingMonitor and report project status-
progressive_buildingBuild complexity incrementally, ensuring each step is solidplanning
project_closureComplete projects with proper handoff and learning capture-
project_initiationLaunch projects with clear charter, stakeholders, success criteriadecision_making
project_managementFormal project management (PERT, CPM, Agile, etc.)planning
project_scopingDefine project scope: what’s in, what’s out-
public_speakingPrepare and deliver impactful presentations, speeches, talkscommunication
qualitative_measurementMeasure outcomes that resist quantification-
qualitative_researchQualitative analysis: coding, thematic analysis, grounded theory, interviewsreasoning, search
question_about_guessesGenerate high-quality questions about identified guessesdecision_making, goal_analysis, guessing
question_analysis_frameworkAnalyze questions to determine type, scope, and best approachreasoning, guessing
question_generationWhen you don’t know something, the right question is worth more than a wrong answerguessing
queue_schedulingManage queues and process items by priorityplanning
reading_effectivelyRead strategically for comprehension, retention, and applicationsearch
recursive_causal_interrogationTrace causes through systematic questioningreasoning, guessing
refactoringImprove code structure without changing behavior-
relationship_goalsHandle relationship-oriented goalsgoal_analysis, meta
requirements_gatheringElicit and document system requirements from stakeholdersgoal_analysis
resource_optimizationMaximize throughput, minimize wasteplanning
restoration_goalsRebuild from damage, not improve from baselinegoal_analysis
resume_optimizationCraft resumes that pass ATS filters and capture attention-
retrospectiveLearn from completed work to improve future performance-
reversibility_analysisAnalyze decision reversibility, option value, and commitment timingreasoning, decision_making, goal_analysis
risk_assessmentIdentify, analyze, and plan responses to risksproblem_solving, planning
risk_managementManage uncertainty, preserve optionsplanning
roi_analysisCalculate return on investment for projects and decisionsreasoning, decision_making
root_cause_5_whysToyota’s 5 Whys technique for root cause analysisproblem_solving
root_cause_analysisTrace symptoms to underlying root causes using structured diagnosticsreasoning, problem_solving
salary_negotiationNegotiate job offers to maximize total compensation-
scenario_planningPlan for multiple possible futures instead of predicting oneplanning
search_methods_comprehensiveExhaustive inventory of search methods from nature, science, and engineeringsearch
search_paradigm_extensionsExtend search paradigm to non-obvious domainssearch
security_practicesImplement security throughout the software development lifecycle-
selectionMake the final selection from ranked options after analysisreasoning, decision_making
self_audit_apply_analysis_protocol_clarity_and_validityAudit gate/procedure for interpretability, checkability, stopping rulesreasoning, validation, guessing
self_audit_apply_detectors_and_generatorsRun detector suite to find ambiguity, proxy substitution, bundled checksvalidation, search, guessing
self_audit_apply_evidence_standard_applicationAudit claims against evidence standardsvalidation, guessing
self_audit_apply_intent_and_speech_actsClassify utterances so system answers the right thingguessing
self_audit_cross_reference_integrityEnsure gates/procedures link correctly to dependenciesplanning
self_audit_detector_sweepScan files for ambiguity, proxying, bundled questions, undefined termsguessing
self_audit_divergence_risk_testEstimate where two executors would diverge on same inputvalidation
self_audit_gate_schema_consistency_auditFind inconsistent gate schemas across the libraryproblem_solving
self_audit_procedure_executability_auditCheck if procedure steps can be executed without interpretationplanning, validation, communication, guessing
self_audit_question_rewrite_chainsRewrite unclear questions by separating intent from targetmeta, guessing
self_audit_rci_on_protocol_choicesApply Recursive Causal Interrogation to protocol choices-
self_audit_repo_unclarity_scanRepo-wide scan for patterns requiring interpretationsearch, guessing
self_audit_two_run_divergence_auditRun same procedure twice, compare outputs, find divergencescommunication
seo_basicsBuild organic search visibility: keywords, on-page optimization, linksplanning, search
session_reviewEnd-of-session review: what worked, what didn’t, surprises, gaps-
skill_acquisitionSystematically acquire new skills using deliberate practice-
skill_benchmarkingBenchmark current skill level and design practice to close gapsproblem_solving
skill_plateausDiagnose skill plateau causes and break throughproblem_solving
social_media_strategyBuild social media presence: platform selection, content, engagementdecision_making, planning
software_development_proceduresSoftware development for embedded systems and robotics-
source_credibilityEvaluate credibility and reliability of information sourcescommunication
source_prioritizationPrioritize which sources to process for maximum procedure valuegoal_analysis
source_researchResearch and find relevant sourcessearch, meta
space_discoveryDiscover what space exists before generating guesses. Map dimensions and stakeholderssearch, guessing
space_enumerationGenerate comprehensive lists by covering all dimensions. Nothing missed-
spaced_repetitionDesign spaced repetition systems for long-term retention-
spatial_proteomicsSpatial proteomics research proceduresmeta
specificity_gateTransform vague claims into specific: trigger, procedure, output, validationvalidation, communication, guessing
stakeholder_managementEngage stakeholders effectively throughout projects-
statistical_analysisSelect appropriate statistical tests and interpret resultsreasoning, validation
steelmanned_counterargumentsBuild the strongest possible counterargumentsmeta
steps_generationTransform a plan into foolproof executable step-by-step instructionsplanning
storytellingCraft compelling stories that create emotional connection and drive action-
strategic_deceptionOrderings for legitimate competitive and adversarial contextsplanning, validation
strategy_discoveryFind or create an approach to achieve a goalplanning, goal_analysis, search
strategy_templatesEvery strategy exists within a competitive context. Templates for common gamesplanning
structured_outputStandardized output format for GOSM projectscommunication, meta
swot_analysisIdentify Strengths, Weaknesses, Opportunities, Threatsreasoning, problem_solving, decision_making
system_health_checkEvaluate if the GOSM system needs improvementreasoning, decision_making, validation, meta
system_modelingModel complex systems with interacting partsproblem_solving
systematic_variation_scamperSCAMPER: 7 transformation operations for creative variationcommunication
systems_analysisAnalyze systems: causal loops, stock/flow, feedback loops, archetypesreasoning
targetingBuild database of advocacy targets with personalized dossiers-
taxonomy_maintenanceCreate, update, and maintain taxonomies and classification systems-
template_maintenanceMaintain and evolve domain templates over time-
template_registryStore, retrieve, search, and manage domain templates-
tension_navigation_tacticsNavigate tensions identified by value_conflict_decompositiongoal_analysis
testing_strategyDesign and implement software testing strategiesplanning, validation
time_deadlineOrderings driven by temporal constraints and deadlinesplanning
topological_orderingGenerate valid execution sequences from dependencies-
truth_propagationTrace how conclusions depend on premises. Arguments don’t exist in isolation-
uauaUniversalize then ARAW then Universalize then ARAW. Map complete space (divergent) then validate (convergent). Supports 2x-16x depthreasoning, search, guessing
unassailable_outputMake every output unassailable - able to withstand scrutinycommunication
universal_goal_analysisComprehensive question framework for ANY goal regardless of domainreasoning, goal_analysis, guessing
universal_goal_analysis_v2Universal goal analysis version 2reasoning, goal_analysis, guessing
universal_goal_analysis_v3Universal goal analysis version 3reasoning, goal_analysis, guessing
universal_goal_analysis_v4Universal goal analysis version 4reasoning, goal_analysis, guessing
universal_goal_analysis_v5Universal goal analysis version 5 (latest)reasoning, goal_analysis, guessing
validationVerify that an output meets its requirementsvalidation, communication
value_conflict_decompositionGoals serve multiple values that conflict. Decompose the conflictsgoal_analysis
value_elicitationDiscover what someone ACTUALLY values - their intrinsic goalsgoal_analysis, search
variation_analysisFor any obvious strategy, ask: what if we did the exact opposite?reasoning, planning
verification_before_outputVerify everything before outputting. No guessing philosophycommunication, guessing
verification_proceduresTest and verify that systems meet requirementsvalidation
verifyVerify claims: OBSERVED, TESTED, or DERIVED - never guessedvalidation, meta, guessing
vertical_horizontal_decisionDecide: improve existing (vertical) or expand to new (horizontal)?decision_making
viral_mechanicsDesign viral loops, referral programs, word-of-mouth triggers-
weekly_reviewWeekly review across all active projects. Find stalled work, maintain progressproblem_solving