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

Generate accurate summaries of long documents and text collections

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

Analyze network structures, identify communities, measure centrality, and visualize relationships for social networks and organizational structures

Build chat interfaces for querying documents using natural language. Extract information from PDFs, GitHub repositories, emails, and other sources. Use when creating interactive document Q&A...

Use when teaching complex concepts (technical, scientific, philosophical), helping learners discover insights through guided questioning rather than direct explanation, correcting misconceptions...

Master Python optimization techniques, profiling, memory management, and high-performance computing

Use when implementing any feature or bugfix in the Culinary Advisor Next.js project - write the test first, watch it fail, write minimal code to pass; ensures tests actually verify behavior by...

Build NLP applications using transformers library, BERT, GPT, text classification, named entity recognition, and sentiment analysis

Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise...

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

Block time for focused work using calendar-based time management strategies

Comprehensive UX analysis using cognitive psychology, ADHD-friendly design, Gestalt principles, and flow state engineering. Specializes in friction audits, user journey simulation, cognitive load...

sqlite-vec extension for vector similarity search in SQLite. Use when storing embeddings, performing KNN queries, or building semantic search features. Triggers on sqlite-vec, vec0, MATCH,...

ANTI-PATTERN - Example showing violations of self-containment (DO NOT COPY)

This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simulation, multi-agent...