LLM Tuning Patterns
LLM Tuning Patterns
Creates comprehensive content outlines and topic clusters for SEO.
Creates comprehensive content outlines and topic clusters for SEO.
Creates comprehensive content outlines and topic clusters for SEO.
Creates comprehensive content outlines and topic clusters for SEO.
Spec modification router with comprehensive validation. Detects duplicates, conflicts, quality issues, and impact before applying changes. Use for any spec add/remove/modify requests.
Enables Claude to create, manage, and track tasks in Microsoft Planner via Playwright MCP
Use when user requests research requiring multiple sources, comprehensive analysis, or synthesis across topics - technical research, domain knowledge gathering, market analysis, or learning about...
Multi-perspective code review using parallel agents. Consolidates findings by severity for user approval. Use when implementation is complete (/execute finished), user says "review", "code...
Enhance rough prompt ideas into detailed, effective prompts (project)
Use when note files exceed 1000 lines or need better organization. Splits large note files into smaller, focused files with index files for navigation, following progressive grouping principles...
Cancel any active OMD mode (autopilot, ralph, ultrawork, ecomode, ultraqa, swarm, ultrapilot, pipeline)
Generate AGENTS.md and AI configuration files for your project. Use when the user wants to create agent instructions, set up AI configs, or says "create AGENTS.md", "configure my AI assistant", or...
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Identify failure modes before they occur using structured risk analysis
Identify failure modes before they occur using structured risk analysis
Identify, analyze, and mitigate project risks using systematic risk management frameworks
Validate idea/project structure, documentation completeness, and readiness for next phase
Profile application performance, identify bottlenecks, and optimize hot paths using CPU profiling, flame graphs, and benchmarking. Use when investigating performance issues or optimizing critical...