infrastructure

Terraform 基础设施即代码

Generate language-specific Makefiles with testing, linting, and automation targets. Use for project initialization and workflow standardization. Skip if Makefile exists.

Configure three-layer pre-commit system with linting, type checking, and testing hooks. Use for quality gate setup and code standards. Skip if pre-commit is optimally configured.

Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.

'Standardized error handling patterns with classification, recovery,

'Inline risk classification for agent tasks using a 4-tier model. Hybrid

Reserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent filesystems, or high-performance multi-node clusters for large-scale training.

'Context-aware progressive module loading with hub-and-spoke pattern

Multi-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds, leverage spot instances with auto-recovery, or optimize GPU costs across providers.

Consult this skill when designing storage and documentation systems.

'Quota tracking, threshold monitoring, and graceful degradation for rate-limited

Configure GitHub Actions CI/CD workflows for automated testing, linting, and deployment. Use for CI/CD setup and quality automation. Skip if CI/CD configured or using different platform.

'Authentication patterns for external services: API keys, OAuth, token

Consult this skill when building evaluation or scoring systems. Use when

'Git platform detection and cross-platform command mapping for GitHub,

'Cross-plugin testing quality metrics and standards. Referenced by pensive:test-review

Consult this skill when implementing usage logging and audit trails.

Consult this skill when implementing service registry patterns. Use when

'Standardized pytest configuration for Claude Night Market plugin testing