Development

Choose and implement Perplexity validated architecture blueprints for different scales. Use when designing new Perplexity integrations, choosing between monolith/service/microservice architectures, or planning migration paths for Perplexity applications. Trigger with phrases like "perplexity architecture", "perplexity blueprint", "how to structure perplexity", "perplexity project layout", "perplexity microservice".

Execute migrate and upgrade OpenRouter SDK versions safely. Use when updating dependencies or migrating configurations. Trigger with phrases like 'openrouter upgrade', 'openrouter migration', 'update openrouter', 'openrouter breaking changes'.

Design reusable prompt templates that encode domain-specific patterns for recurring AI tasks. Use when you've executed similar prompts 2+ times and need to capture the pattern as reusable intelligence. NOT for one-off prompts or generic "ask AI a question" patterns.

Implement streaming responses with OpenRouter. Use when building real-time chat interfaces or reducing time-to-first-token. Trigger with phrases like 'openrouter streaming', 'openrouter sse', 'stream response', 'real-time openrouter'.

Designs deliberate practice exercises applying evidence-based learning strategies like retrieval practice, spaced repetition, and interleaving. Activate when educators need varied exercise types (fill-in-blank, debug-this, build-from-scratch, extend-code, AI-collaborative) targeting learning objectives with appropriate difficulty progression. Creates exercise sets that apply cognitive science principles to maximize retention and skill development. Use when designing practice activities for Py...

Validate code examples across the 4-Layer Teaching Method with intelligent strategy selection. Use when validating Python/Node/Rust code in book chapters. NOT for production deployment testing.

Generate pedagogically effective code examples that activate understanding, not just demonstrate syntax. Use when creating code examples for educational content, tutorials, or documentation.

Guide for creating production-grade ChatKit chatbots that integrate OpenAI Agents SDK with MCP tools and custom backends. Use when building AI-powered chatbots with specialized capabilities, real-time task execution, and user isolation for any application.

Create your first OpenRouter API request with a simple example. Use when learning OpenRouter or testing your setup. Trigger with phrases like 'openrouter hello world', 'openrouter first request', 'openrouter quickstart', 'test openrouter'.

Python/pytest TDD specialist for test-driven development workflows. Use

Spec-Driven Development (SDD) methodology based on GitHub's SpecKit.

Python scripting with uv and PEP 723 inline dependencies. Use when creating

Comprehensive performance specialist covering analysis, optimization,

Next.js architecture specialist. Use when designing Next.js applications,

Development standards for the Nathan n8n-Jira agent automation system.

n8n workflow automation patterns and API integration. This skill should

Machine learning development patterns, model training, evaluation, and

Go performance optimization techniques including profiling with pprof,

Enterprise-level Go architecture patterns including clean architecture,

Project-wide coding standards and conventions specialist. Use PROACTIVELY

Generate descriptive commit messages by analyzing git diffs. Use when

Developer Experience specialist for tooling, setup, and workflow optimization.

Comprehensive debugging specialist for errors, test failures, log analysis,

Detects and safely removes unused code (imports, functions, classes)