GitHub
tracing-root-causes
AI agent performs systematic root cause analysis using 5 Whys, Fishbone diagrams, and evidence-based investigation. Use when debugging, conducting post-mortems, or investigating incidents.
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Business AI Skills
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GitHub
building-with-shadcn
Claude builds accessible React UIs using shadcn/ui components with Radix primitives and React Hook Form integration. Use when creating forms, dialogs, or composable UI systems.
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GitHub
debugging-systematically
AI agent follows a 5-phase debugging process with reproduction, isolation, hypothesis testing, and root cause resolution. Use when investigating bugs, troubleshooting issues, or hunting errors.
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GitHub
building-laravel-apis
Builds enterprise Laravel applications with Eloquent, API Resources, Sanctum auth, and queue processing. Use when creating PHP backends, REST APIs, or full-stack Laravel applications.
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GitHub
ai-agents
Building AI agents - tool use, planning strategies (ReAct, Plan-and-Execute), memory systems, agent evaluation. Use when building autonomous AI systems, tool-augmented apps, or multi-step workflows.
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GitHub
dnn-architectures
Deep neural network architectures including CNNs, RNNs, Transformers, and modern architectures for vision, NLP, and multimodal tasks.
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GitHub
finetuning
Finetuning Foundation Models - when to finetune, LoRA, QLoRA, PEFT techniques, memory optimization, model merging. Use when adapting models to specific domains, reducing costs, or improving performance.
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GitHub
ml-systems-fundamentals
Core ML systems concepts including ML lifecycle, system architecture, requirements, and design principles for production ML.
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GitHub
spring
Enterprise Spring Boot development with JPA, security, testing, and microservices patterns
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GitHub
managing-omega-sprints
Orchestrates AI-native sprint management with autonomous agent coordination and continuous delivery. Use when running development sprints with AI agent teams or coordinating parallel task execution.
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GitHub
guardrails-safety
Protecting AI applications - input/output guards, toxicity detection, PII protection, injection defense, constitutional AI. Use when securing AI systems, preventing misuse, or ensuring compliance.
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GitHub
test-task-generation
The agent automatically generates comprehensive test tasks from feature requirements, ensuring every implementation task has corresponding test coverage with proper acceptance criteria.
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GitHub
git-hooks-integration
The agent implements Git hooks that integrate with the workflow config system, automating pre-commit checks, commit message validation, pre-push tests, and post-merge actions.
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GitHub
developing-with-redis
The agent implements Redis caching, data structures, and real-time messaging patterns. Use when implementing caching layers, session storage, rate limiting, pub/sub messaging, or distributed data structures.
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GitHub
testingproperty-testing
Property-based testing with Fast-Check for finding edge cases through automated input generation and invariant verification
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GitHub
ai-integration
AI/ML model integration including vision, audio, embeddings, and RAG implementation patterns
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GitHub
developing-with-mongodb
The agent implements MongoDB NoSQL database solutions with document modeling, aggregation pipelines, and Mongoose ODM. Use when building document-based applications, designing schemas, writing aggregations, or...
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GitHub
observability
Production observability with structured logging, metrics collection, distributed tracing, and alerting
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GitHub
managing-database-migrations
AI agent implements safe database migrations with zero-downtime strategies, rollback plans, and expand-contract patterns. Use when creating migrations, deploying schema changes, or implementing zero-downtime da...
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GitHub
typescript
TypeScript development with advanced type safety, generics, utility types, and best practices
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GitHub
styling-with-tailwind
Claude styles UIs with Tailwind CSS utility classes, responsive design, and dark mode support. Use when creating component styles, theming systems, or responsive layouts.
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GitHub
feature-engineering
Feature engineering techniques including feature extraction, transformation, selection, and feature store management for ML systems.
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GitHub
profiling-performance
Performs browser performance profiling with Lighthouse, Core Web Vitals, and DevTools analysis. Use when auditing page performance, optimizing Core Web Vitals, analyzing bundle sizes, or implementing performanc...
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GitHub
rag-systems
Retrieval-Augmented Generation - chunking strategies, embedding, vector search, hybrid retrieval, reranking, query transformation. Use when building RAG pipelines, knowledge bases, or context-augmented applicat...
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