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Fast DataFrame operations with Polars library for data manipulation, transformation, and analysis using lazy/eager execution

Guide for using NumPy, the fundamental package for scientific computing and array operations in Python. Learn to perform efficient numerical computations, linear algebra, and data manipulation.

Expert guide for pandas data manipulation, analysis, and visualization tasks

Install and configure LightGBM gradient boosting framework with GPU/CPU support

Install and use XGBoost Python package for gradient boosting machine learning models. Train, evaluate, and deploy high-performance ML models for classification and regression tasks.

Guide for using TensorFlow, an open-source machine learning framework for numerical computation, model training, and deployment across multiple platforms.

Expert guidance for building scalable Angular applications with TypeScript, signals, and modern best practices

Build modern Svelte 5 components with Flowbite-Svelte UI library using comprehensive documentation access and automated code validation

Expert guidance for building scalable Angular applications with TypeScript, signals, and modern best practices.

Expert guidance for building scalable, performant Angular applications with TypeScript best practices and modern standalone components.

Multi-agent Aider setup routing to local Qwen models via LiteLLM for role-based AI coding assistance on M2 hardware

Aider configuration for TimeWarp State, a Blazor state management library. Includes architect mode, prompt caching, read-only context files, and dark mode optimized for .NET/C# development.

Configuration and management for personal development environment with symlink-based deployment, Neovim setup, and development tools

Aider configuration optimized for DeepSeek Reasoner model with multi-model setup for chat, commit messages, and editing tasks

Authoritative coding rules for a React-based modular dashboard OS with localStorage persistence, drop-in modules, and guaranteed boot safety.

Write and maintain MarkdownIt plugins following mdit-plugins project standards with TypeScript, performance optimization, bilingual JSDoc, and comprehensive testing

Development workflow for Bijectors.jl - Julia package for probability distribution transformations and normalizing flows used in Turing.jl

Enforces TypeScript/JavaScript coding standards for Node.js projects, focusing on type safety, error handling, modern syntax, and performance best practices.

Cloud-based student competency tracking system with Firebase, star ratings, badges, teacher management, and PDF reports. Based on Swiss Lehrplan Informatik & Medien curriculum.

Expert guidance for building scalable Angular applications with TypeScript, signals, and modern best practices