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Expert guidance for working with TrackWatch, a full-stack Spotify integration app that tracks favorite artists and automatically manages music releases using Django REST Framework and React + TypeScript.

Automatically generates concise, descriptive git commit messages after file modifications

Expert assistant for RoundTiming project - Go web app with Templ templates, TailwindCSS, and MySQL. Handles routing, auth, and component patterns.

Expert guidance for building Android apps with Jetpack Compose, Material Design 3, clean architecture, Kotlin coroutines, Hilt DI, and modern Android development practices.

Generate and validate CHANGELOG entries and comprehensive Dart/Flutter API documentation following Keep a Changelog and analyzer-friendly standards

Instructions for working with Amador López's personal blog/portfolio site built with Astro 5 and Tailwind CSS

Template-driven invoice processing and audit system with automated company profile generation and zero-touch validation pipeline

Reviews Terminal-Bench task PRs for completeness, anti-cheating measures, and quality criteria

Expert Python development with FastAPI, emphasizing async operations, clean architecture, Pydantic validation, and performance optimization for scalable APIs

Configure and develop performance sequencers for the Droid Universal CV Processor. Manage multi-track drum patterns, algorithmic sequencing, and CV control using the Droid firmware blue-6 configuration format.

Reviews Terminal-Bench task PRs against 10 quality criteria including test coverage, anti-cheating measures, dependency pinning, and solution validity

Configure and use Aider, an AI pair programming tool with advanced context understanding and code editing capabilities. Supports multiple LLMs, automatic commits, and intelligent code navigation.

Manage mainliufeng's modular dotfiles for Linux development environment (Neovim, Zsh, AwesomeWM, Zellij, Claude Code, and custom scripts)

Reviews Terminal-Bench task PRs for completeness, test coverage, anti-cheating measures, dependency pinning, and realistic task design.

Development guidelines for document classifier React component

Configure and manage Aider AI pair programming assistant settings for optimal coding workflows. Control models, git behavior, output formatting, and advanced features through YAML configuration.

Web crawler for fetching and comparing PC component prices from multiple e-commerce websites using Python, Scrapy, BeautifulSoup, and Selenium/Playwright.

Reviews GitHub pull requests that implement Terminal-Bench benchmark tasks, validating task structure, tests, anti-cheating measures, and best practices

Security-focused Aider AI configuration with pre-commit checks and credential protection for static site development

Comprehensive coding standards for Next.js 15+ with App Router, TypeScript, Shadcn UI, and project documentation workflow. Emphasizes functional programming, DRY principles, and structured build notes tracking.