Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Use when user asks to create, write, edit, or test a skill. Also use when documenting reusable techniques, patterns, or workflows for future Claude

Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2

Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2

Use when building CLI tools, implementing argument parsing, or adding interactive prompts. Invoke for CLI design, argument parsing, interactive prompts, progress indicators, shell completions.

Use when building CLI tools, implementing argument parsing, or adding interactive prompts. Invoke for CLI design, argument parsing, interactive prompts, progress indicators, shell completions.

Help users build content marketing strategies. Use when someone is starting a blog, building SEO, creating thought leadership content, or deciding on content formats and distribution channels.

Help users scope projects and cut features effectively. Use when someone is defining an MVP, dealing with scope creep, trying to ship faster, or needs to make tradeoffs about what to build.

Help users navigate career changes and pivots. Use when someone is considering a new role, transitioning into product management, evaluating job offers, taking a sabbatical, or feeling stuck in...

Test automation framework expert for creating and maintaining automated tests. Use when user asks to write tests, automate testing, or improve test coverage.