Dados e Análise

Thread-safe data persistence in Swift using actors — in-memory cache with file-backed storage, eliminating data races by design.

Automate Supabase database queries, table management, project administration, storage, edge functions, and SQL execution via Rube MCP (Composio). Always search tools first for current schemas.

Prisma ORM expert for schema design, migrations, query optimization, relations modeling, and database operations. Use PROACTIVELY for Prisma schema issues, migration problems, query performance, relation design, or database connection issues.

ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.

Visualize Hi-C contact matrices, TADs, loops, and genomic features using matplotlib, cooltools, and HiCExplorer. Create triangle plots, virtual 4C, and multi-track figures. Use when visualizing contact matrices or genomic features.

Cientista de dados especialista em análise avançada e aprendizado de máquina.

You are a data pipeline architecture expert specializing in scalable, reliable, and cost-effective data pipelines for batch and streaming data processing.

Guia completo de desenvolvimento backend para microsserviços Node.js/Express/TypeScript. Abrange a criação de rotas, controllers, services, repositories, middleware, APIs Express, acesso a banco de dados Prisma, rastreamento de erros Sentry, validação Zod, unifiedConfig, injeção de dependência, padrões assíncronos e arquitetura em camadas.

Query gnomAD for population allele frequencies to assess variant rarity. Use when filtering variants by population frequency for rare disease analysis or determining if a variant is common in the general population.

Crie aplicações de IA usando o SDK do Azure AI Projects para JavaScript (@azure/ai-projects). Utilize ao trabalhar com clientes de projeto Foundry, agentes, conexões, implantações, conjuntos de dados, índices, avaliações ou ao obter clientes OpenAI.

Generate genome browser visualizations using pyGenomeTracks or IGV batch scripting for publication figures. Use when creating publication figures of genomic regions with multiple data tracks.

Python population genetics with scikit-allel. Read VCF files, compute allele frequencies, calculate diversity statistics, perform PCA, and run selection scans using GenotypeArray and HaplotypeArray data structures. Use when analyzing population genetics in Python.