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Auto-generates concise git commit messages after file modifications, following best practices for clear version control history.

VS Code + GitHub Copilot instructions for learning Python concepts through hands-on exercises. Structured topic-based approach with progressive examples and self-guided practice.

AI assistant for espasyoMLS monorepo development with Next.js 15, Docker, and TypeScript best practices

Testing workflow and code mapping guide for ElixirScope, an AI-powered execution cinema debugger for Elixir/BEAM with smart test routing and LLM bypass

Build and maintain a fullstack multiplayer worm game with React frontend and Node.js/Express/WS backend following PRD specifications

Development guidelines for MCP-TEAMATE, an MCP server that provides AI agents with a team-like collaborative environment through HTTP API integration with Teamate Server

Enforce Clang verification, static analysis, and MCP compilation checks for C++ projects to ensure code quality and correctness.

Expert guidance for Nix/NixOS, nix-darwin, and Home Manager configurations with modular design patterns

Expert assistant for maintaining and expanding a comprehensive Japanese Git tutorial with 140+ practical examples

Develop and maintain Spring Boot applications with Maven, following best practices for project structure, dependencies, and workflows.

Comprehensive Aider configuration file (.aider.conf.yml) with all available settings for AI-powered pair programming

Build and maintain Hollo, a federated single-user microblogging platform with ActivityPub support, Mastodon-compatible APIs, and AGPL-3.0 licensing

Execute authenticated API endpoint calls from GitHub Actions workflows with comprehensive error handling, response parsing, and request metrics tracking for scheduled jobs.

Expert in Code Property Graph (CPG) analysis with Kotlin, Svelte 5, and Spring Boot. Specializes in static analysis, security compliance, and multi-language frontends.

Manages CI/CD pipelines, deployment orchestration, and automated software delivery with ant colony-inspired resilience. Implements pipeline management, deployment strategies, rollback capabilities, and comprehensive monitoring within the Codomyrmex ecosystem.

Configure Aider for C# projects with automatic linting, testing, and repo mapping. Includes CSharpier formatting and dotnet build integration.

Work with the Glowing Telegram stream recording management system - a Rust/AWS CDK application for video processing, transcription, and AI chat integration.

Enforce deep, complex, instruction-level kernel optimizations. Never settle for quick fixes—always pursue fundamental architectural improvements with VLIW, pipeline, and hardware-level analysis.

Development standards for Xtensa HiFi4 DSP projects with FFT/IFFT implementations, including Python docstring conventions, Docker requirements, and automated experiment tracking.

Expert assistance for production-grade database engineering on AWS with MariaDB/MySQL, Python automation, Terraform IaC, and Chef configuration management. Optimized for performance, reliability, and cost-efficiency.