Use when implementing any feature or bugfix, before writing implementation code

Use when implementing any feature or bugfix, before writing implementation code

Use when implementing any feature or bugfix, before writing implementation code

Use when implementing any feature or bugfix, before writing implementation code

Use when implementing any feature or bugfix, before writing implementation code

Use when implementing any feature or bugfix, before writing implementation code

Use when implementing any feature or bugfix, before writing implementation code

Use when implementing any feature or bugfix, before writing implementation code

Use when implementing any feature or bugfix, before writing implementation code

Use when implementing any feature or bugfix, before writing implementation code

Develop software with validation requirements first. Emphasizes writing tests before implementation to guide design decisions.

This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent...

Comprehensive methodology for researching any domain to build expert AI agents. Use when designing agents and need to understand best practices, novel approaches, tool ecosystems, and ethical...

Optimize and manage cloud costs across AWS, Azure, and GCP using reserved instances, spot pricing, and cost monitoring tools.

Generates comprehensive synthetic fine-tuning datasets in ChatML format (JSONL) for use with Unsloth, Axolotl, and similar training frameworks. Gathers requirements, creates datasets with diverse...

Use when implementing any feature or bugfix, before writing implementation code

Implement reactive state management with Effect Atom for React applications

Remote state backend configuration

Expert guide for documenting infrastructure including architecture diagrams, runbooks, system documentation, and operational procedures. Use when creating technical documentation for systems and...

Visual shader effects—glow/bloom, chromatic aberration, distortion, vignette, film grain, scanlines, glitch, dissolve, outline, and fresnel. Use when adding visual polish, post-processing effects,...