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Expert guidance for developing a robust audio plugin scanner with SQLite storage, process isolation, journaling, and crash recovery. Implements best practices for Python development with detailed planning methodology.

Development guidelines for a Next.js 15 portfolio with MDX content, TypeScript, Tailwind CSS, and Framer Motion. Emphasizes build-time content generation and unified articles system.

Build and debug containerized Flask REST APIs with MySQL persistence, OpenWeatherMap integration, and Docker workflows

Expert assistant for developing a Flask-based enterprise search system with PostgreSQL and Google Search API integration

Aider configuration optimized for AI-assisted coding with auto-testing, linting, and model aliases for efficient development workflows

A comprehensive Aider configuration template with multi-model support, custom theming, and optimized settings for AI-powered coding workflows

Build powerful CI/CD pipelines using Ruby and Dagger instead of YAML configurations

Expert guidance for working with sixtyfiveohtwo monorepo - classic Apple II games ported to modern web

Expert assistant for a high-performance Neovim configuration with LSP, Treesitter, Telescope, Claude Code integration, and modern development tooling. Helps with setup, plugin management, keybindings, and workflow optimization.

Build 2D games with DragonRuby GTK using Ruby. Covers game loop, rendering, input, state management, testing, and the State pattern.

Production-ready text-conditioned object detection with Grounding DINO + SAM 2. Query images with natural language for detection + segmentation on COCO dataset with Streamlit demo.

Expert in the fuz_css semantic HTML CSS framework, style variables, utility generation, and Gro/Vite tooling

Development assistant for Ultimate Jekyll Manager framework - a template system for building Jekyll sites with best-practice configurations, themes, and build tools.

Guide for working with WeRelate.org's genealogical wiki codebase built on MediaWiki with custom structured namespaces for genealogical data.

Build and test a Clojure/ClojureScript continuation-passing style transformation library with async/await support

AI assistant for developing the RimWorld Resource Generator mod, helping with C# code, XML definitions, and Harmony patches

Assemble and refine viral genomes from NGS data using SPAdes, Gap2Seq, and reference-guided workflows

Develop widgets and features for KIP, an Angular PWA for SignalK instrument displays. Follows Host2 architecture with Signal directives and functional inputs.

Expert guide for contributing to the Code for Life monorepo. Handles frontend (TypeScript/React), backend (Python/Django), and Git submodule workflows using centralized scripts.

Development guidelines for Go application syncing Audiobookshelf with Hardcover reading progress and book data