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Testing patterns for PolicyEngine data generation pipelines (policyengine-us-data, policyengine-uk-data)
PolicyEngine visual identity - colors, fonts, logos, and branding for web apps, calculators, charts, and research
Analyze policy impacts for congressional districts and representatives' constituents. Use when the user mentions a speci...
ALWAYS USE THIS SKILL for PolicyEngine microsimulation, population-level analysis, winners/losers calculations. Triggers...
PolicyEngine parameter patterns - YAML structure, naming conventions, metadata requirements, federal/state separation
PolicyEngine period handling - converting between YEAR, MONTH definition periods and testing patterns
Using PolicyEngine programmatically via Python client or REST API
Find and reference PolicyEngine blog posts, research articles, and published analyses for evidence and proof points
PolicyEngine code review patterns - validation checklist, common issues, review standards
Advanced simulation patterns with policyengine.py - ensure(), output_dataset.data, and map_to_entity()
PolicyEngine coding standards, formatters, CI requirements, and development best practices
PolicyEngine testing patterns - YAML test structure, naming conventions, period handling, and quality standards
PolicyEngine-UK tax and benefit microsimulation patterns, situation creation, and common workflows
UK survey data enhancement - FRS with WAS imputation patterns
PolicyEngine-US tax and benefit microsimulation patterns, situation creation, and common workflows
US survey data enhancement - CPS with PUF imputation patterns and cross-repo variable workflows
PolicyEngine-US federal and state tax/benefit rules - variables, parameters, household situations. For national/state mi...
Using PolicyEngine web apps to analyze tax and benefit policy impacts - for users of policyengine.org
PolicyEngine vectorization patterns - NumPy operations, where/select usage, avoiding scalar logic with arrays
PolicyEngine writing style for blog posts, documentation, PR descriptions, and research reports - emphasizing active voi...
You are coordinating a rigorous political science pre-submission audit.
Refine tone and readability of approved drafts in the AI 实践记录 workflow.
Polish raw interview transcripts into searchable, well-structured markdown with metadata, dynamic headers, and full fide...
Use when GitHub issue lacks scope, has ambiguities, or needs technical definition - researches codebase, identifies gaps...
Extract political and legal entities from narrative text. Use when analyzing governments, laws, courts, crimes, punishme...
Neutralize workplace political attacks using the MOAR framework from Gartner research
Master political philosophy - justice, rights, liberty, democracy, state legitimacy. Use for: justice, political authori...
Political philosophy from social contract theory to global justice. Covers the social contract (Hobbes, Locke, Rousseau,...
Analyzes events through political science lens using IR theory (Realism, Liberalism, Constructivism), comparative politi...
Guide pour la rédaction de politiques de confidentialité conformes au RGPD. Contient les recommandations CNIL 2020, un t...
Guide pour la rédaction de politiques cookies conformes au RGPD et à la directive ePrivacy. Contient les recommandations...
Guide pour (a) évaluer la conformité d'un dispositif lanceur d'alerte existant ou (b) rédiger une politique de signaleme...
Polling Mechanism Setup - Auto-activating skill for API Integration.Triggers on: polling mechanism setup, polling mechan...
Guidance for creating polyglot files that are valid in both Python and C. This skill applies when tasked with writing co...
Guidance for creating polyglot source files that compile and run correctly as both Rust and C or C++. This skill applies...
Cross-Language Strong Parallelism Invariance Verification
Comprehensive Polymarket skill covering prediction markets, API, trading, market data, and real-time WebSocket data stre...
Deep integration guide for Polymarket's CLOB API, Gamma API, and on-chain data. Use when building trading functionality,...
Instantiate polymorphic analytics for multi-context analysis.
Create MIDI-controllable polyphonic synthesizers for Bice-Box. Provides templates with voice management, envelope genera...
Verify multiple effect interpretations through propagator networks with temporal coalgebra bisimulation and common fixpo...
Prediction market monitoring and sentiment analysis for Polymarket, Manifold, and other platforms. Track markets, get al...
Simple Pomodoro timer for focused work sessions with session tracking and productivity analytics. Use when users request...
Data file fetching and caching for geoscience applications. Download sample datasets with automatic caching, checksum ve...