Skill UI

Generates realistic database seed data and scripts for development or testing, leveraging Faker libraries to respect schema constraints, maintain relationships, and allow configurable volumes for quick population of demo or test environments.

TileDB-VCF lets you ingest, store, query, and export large genomic VCF/BCF datasets using TileDB’s sparse arrays, supporting incremental sample growth, parallel regions queries, and cloud-local interoperability for population genomics workflows.

Query gnomAD via GraphQL to retrieve allele frequencies, constraint scores, and loss-of-function annotations for population-informed variant interpretation and rare disease gene prioritization.

This technique guides users on how to construct highly specific search queries for academic papers. Instead of relying solely on broad topic keywords, users should prioritize combining concrete numerical identifiers—such as exact sample sizes, population percentages, concentration levels, or specific year ranges—with methodological terms and discipline keywords. Using these numerical anchors significantly increases the uniqueness and precision of the search results, helping to pinpoint the exact study required.

This guide teaches advanced methodology for identifying target species using multiple biological features. Users learn to combine distinct clues such as habitat, morphology, behavior, and geographic range. A key technique involves first identifying the country through demographic clues (e.g., population growth, endemic status) to significantly narrow the search scope before searching for the specific species.

This plugin allows developers to build Framer components by syncing data from external data sources (such as APIs or databases) into Framer's Managed Collections. It serves as the primary integration pattern, handling both schema creation and item population. Use this when your design requires displaying dynamic content driven by external systems.

TileDB-VCF is a high-performance library for scalable storage and retrieval of genomic variant-call data (VCF/BCF). Built on TileDB's sparse array technology, it enables efficient ingestion of large datasets, supports incremental sample additions, and allows for highly optimized parallel queries across genomic regions and multiple samples. Ideal for building population genomics databases, cohort studies, and conducting large-scale association studies.

Inclusive Design addresses who might be excluded by product assumptions, going beyond basic accessibility standards (WCAG). It ensures designs respect the real-world context, identity, language, culture, economic constraints, and cognitive load of the user. Use this skill when considering globalization, low-bandwidth use, diverse user populations, or first-time, low-confidence users.

Provides comprehensive guidelines for designing, auditing, and reporting high-rigor multi-agent experiments, especially in game theory and self-play systems. It emphasizes testing the *interaction* claim—such as convergence to equilibrium, truthful behavior, or emergent cooperation—against held-out opponents, populations, and strategic deviations, moving beyond simple single-agent leaderboard scores.

A comprehensive ethical framework for anthropological research (AA), focusing on accountability, informed consent, and the 'ethics of care.' This skill guides researchers on protecting vulnerable populations, handling cultural heritage, human remains, and determining what data can and cannot be shared. It emphasizes that protecting people always overrides data sharing requirements.

This guide helps researchers position their manuscripts effectively within the broader field of population science. It outlines how to frame a contribution to engage the general demographic conversation, rather than remaining confined to a narrow applied literature. It emphasizes identifying open questions, defining the knowledge gap, and framing the study's move to satisfy both specialists and general demographers.

A comprehensive guide for creating self-contained, high-quality tables and figures for demography manuscripts. It outlines best practices for generating distinctive demographic graphics—such as population pyramids, Lexis surfaces, and survival curves—ensuring they are accessible, reproducible, and adhere to journal limits.