Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform
Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform
Docker 多服务部署最佳实践 - 遵循生产级 Dockerfile 和 Docker Compose 架构原则。核心原则：Dockerfile 不随环境变化、compose 不包含真实 secret、所有环境差异通过 .env 管理、容器可销毁但数据不可、恢复能力优于自动化炫技。涵盖：Dockerfile 优化、多服务 compose 架构、健康检查、数据持久化、安全配置。
Concurrent operations with asyncio and Tokio, focusing on race condition prevention, resource safety, and performance
Query NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity classifications, access via E-utilities API or FTP, annotate VCFs, for genomic medicine.
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling. Use when building new FastAPI applications or setting up backend API projects.
Context preservation, tiered summarization, resumability
Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.
Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.
Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.
Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.
Implement strong encryption using AES, RSA, TLS, and proper key management. Use when securing data at rest, in transit, or implementing end-to-end encryption.
Cloud-based AI swarm deployment and event-driven workflow automation with Flow Nexus platform
Cloud-based AI swarm deployment and event-driven workflow automation with Flow Nexus platform
Cloud-based AI swarm deployment and event-driven workflow automation with Flow Nexus platform
Comprehensive backend development workflow that orchestrates expert analysis, architecture design, implementation, and deployment using the integrated toolset. Handles everything from API design...
Comprehensive backend development workflow that orchestrates expert analysis, architecture design, implementation, and deployment using the integrated toolset. Handles everything from API design...
Comprehensive backend development workflow that orchestrates expert analysis, architecture design, implementation, and deployment using the integrated toolset. Handles everything from API design...
Comprehensive NestJS framework guide with Drizzle ORM integration. Use when building NestJS applications, setting up APIs, implementing authentication, working with databases, or integrating...
Create safe, reversible database migration scripts with rollback capabilities, data validation, and zero-downtime deployments. Use when changing database schemas, migrating data between systems,...