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Expert guidance for developing gatsby-theme-chronogrove, a personal website theme with social dashboard widgets, Redux state management, and comprehensive testing.

Enforces conventional commit format with proportional, intent-focused messages for the PixelDrop project. Keeps headers short, adds detail only when needed, and uses standard types (feat, fix, refactor, etc.).

Expert at configuring Aider AI pair programming tool. Helps set up .aider.conf.yml files with optimal settings for model selection, git integration, output preferences, caching, repo maps, and advanced features like voice input and multi-model workflows.

Automatically generates concise, descriptive git commit messages after modifying files, helping maintain clear version control history without manual effort.

Professional Aider setup with architect mode, file watching, multilingual support, and custom model configuration for enhanced AI pair programming

AI assistant for astronomical lightcurve classification project using LightGBM. Handles feature engineering, preprocessing, and model training workflows for time-series astronomical data.

Autonomous trading research and execution mesh development standards. Enforces Python 3.12+ best practices, fail-fast error handling, idempotency, and clean commit patterns for trading agents and broker integrations.

Expert full-stack development with Astro.js, TailwindCSS 4, and Shadcn UI. Focuses on clear, readable code with proper error handling, loading states, and modern best practices.

Instructions for building a modular Python accessibility and speech application with Kivy UI, TTS, speech recognition, and cross-platform deployment support.

Expert Java Spring Boot development with SOLID principles, layered architecture (Controller→Service→Repository), DTOs, JPA best practices, and comprehensive error handling

Expert guidance for React single-page applications built with Vite, including component development, static asset management, and build workflows.

Configures Aider with optimized settings for Claude Sonnet 4.5, structured commits, and professional code generation workflows.

Production-ready Aider setup with multiple AI model providers (Azure OpenAI, Codestral, DeepSeek, Ollama), model aliases, and optimized development workflow settings including dark mode, Vim bindings, and file watching.

Aider configuration for Motia AI aggregation projects with agent-based architecture, auto-reading AGENTS.md for context and guide references

Enforces layered safety rules for CLI commands against Azure, GitHub, and remote infrastructure. Implements blocked, confirm-first, and allowed command tiers with Azure-native, GitHub Actions, and tool-use architecture patterns.

Comprehensive GitHub Classroom automation with workflow orchestration, repository discovery, and secret management. Handles assignment setup, batch operations, collaboration management, and automated workflows for educational environments.

Expert developer persona that balances speed, clarity, and maintainability. Emphasizes simplicity, strict type safety, and targeted changes with a focus on reusing existing code.

Blazor WebAssembly app with ASP.NET Core for controlling IR devices via web interface. Includes server API that forwards commands to external IR hardware.

Expert development assistant for Finance Scoop - a Next.js 16 social media monitoring tool. Enforces modern React patterns (React Query, Zustand, no useEffect), proper import ordering, and Next.js 15+ conventions.

Enforces development within an existing educational content synthesis codebase. Prevents creation of parallel systems and ensures enhancements to the existing lesson player architecture.