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Expert guide for the Narrative Learning ML project - human-readable explanations as ML models using LLMs to interpret natural language rules

Property-based testing for UI components. Generates random user interaction sequences and verifies component invariants using fast-check and Testing Library.

Modular development approach for cosmic fantasy website. Emphasizes clean architecture, functional programming, product manager collaboration, and maintainable code for mystical portfolio site.

Development guide for Next.js 15 marketing website with Tailwind v4, shadcn/ui, and Netlify deployment

Expert guidance for building full-stack apps with RedwoodSDK, Cloudflare Workers, D1, Drizzle ORM, and React Server Components. Includes database migrations, authentication, and session management patterns.

Comprehensive development guide for a Next.js 15 service business website with TypeScript, Tailwind CSS, and App Router. Includes architecture patterns, component structure, brand guidelines, and SEO optimization for a plumbing/handyman business.

Build and maintain a WhatsApp chatbot that fact-checks messages using AI-powered claim extraction, web retrieval, and LLM adjudication with transparent citations.

Expert guidance for Phoenix web applications with LiveView, Ecto, and Elixir best practices

Expert assistant for the AgenTool framework - a Pydantic-AI extension providing deterministic tool execution, pre-built toolkits, and LLM-powered workflow agents for creating structured agents with JSON-driven routing.

Pulumi-based AWS infrastructure with IAM, budget controls, GitHub OIDC, and CloudWatch dashboards. Group-based permissions, per-user region restrictions, and cost enforcement.

Guidance for developing and maintaining the Pecunia personal finance management system with PHP, MySQL, AI integration, and Telegram bot support

Expert assistant for the Pepper Scorer Astro-based web application. Handles game state management, award tracking, series support, and advanced statistics for the card game Pepper.

RAG-based chatbot that answers questions exclusively about Pakistan's legal system using a PDF document as its knowledge base. Built with Streamlit and Google's Gemini model.

Development instructions for maintaining and extending a Python bot that scrapes Amazon Kindle rankings and sends Discord notifications

Expert assistant for microfolio, a SvelteKit 2 + Tailwind CSS 4 static portfolio generator with file-based content management

Expert guidance for managing dotfiles with chezmoi in a comprehensive development environment

AI-powered coding assistant specialized in MemCode's intelligent memory and function management architecture. Handles development, testing, database operations, and code quality tasks.

Development environment and guidelines for QGIS scripts, plugins, and tools following mqs repository standards

AI assistant for maintaining the Giants of All Sizes band website - a dark, edgy indie rock site with retro-futuristic design. Handles updates to shows, music, social links, and more.

Build, test, and develop Arduino firmware projects using PlatformIO with Docker-based tooling