When Stuck - Problem-Solving Dispatch
Dispatch to the right problem-solving technique based on how you're stuck
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Dispatch to the right problem-solving technique based on how you're stuck
Understand how ideas evolved over time to find old solutions for new problems and avoid repeating past failures
Analyze complex systems through stocks, flows, and feedback loops to find high-leverage interventions. For organizational, environmental, social, and technical systems exhibiting circular causality.
Establishes mandatory workflows for skill application, ensuring effective task execution and problem-solving through structured protocols.
Process identify anomalies and outliers in datasets using machine learning algorithms. Use when analyzing data for unusual patterns, outliers, or unexpected deviations from normal behavior. Trigger with phrases like "detect anomalies", "find outliers", or "identify unusual patterns".
Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices.
===SKILL:OPERATIONAL_ANALYSIS=== META: TYPE::SKILL VERSION::"1.0" PURPOSE::"Rigorous operational thinking for critical decisions and phase transitions"
Dask parallel computing library. Use for scaling pandas.
Use when designing dashboards, reports, and narratives for GTM stakeholders.
Best-practice kit for BI dashboard layout, storytelling, and adoption.
Document chunking strategies for RAG systems. Use when implementing document processing pipelines to determine optimal chunking approaches based on document type and retrieval requirements.
Generate SQL queries from natural language
Write agency operations manuals. TRIGGERS - Use when user needs help with agency-operations-manual related tasks.
Design agency project management. TRIGGERS - Use when user needs help with agency-project-management related tasks.
Audit existing processes for AI automation. TRIGGERS - Use when user needs help with ai-automation-audit related tasks.
Build text and data classification systems with training and evaluation. TRIGGERS - Use when user needs help with ai-classification-system related tasks.
Design document processing pipelines for extraction and routing. TRIGGERS - Use when user needs help with ai-document-processor related tasks.
Create production readiness checklists for AI. TRIGGERS - Use when user needs help with ai-production-checklist related tasks.
Build AI data extraction pipelines. TRIGGERS - Use when user needs help with ai-extraction-pipeline related tasks.
Write compliance requirements. TRIGGERS - Use when user needs help with compliance-requirements-doc related tasks.
Map security controls to compliance frameworks. TRIGGERS - Use when user needs help with compliance-mapping related tasks.
Design data archival strategies. TRIGGERS - Use when user needs help with data-archival-strategy related tasks.
Design data career ladders. TRIGGERS - Use when user needs help with data-career-ladder related tasks.
Design data catalogs with metadata management. TRIGGERS - Use when user needs help with data-catalog-design related tasks.
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