# #advanced — MDRSS hashtag feed

> Public MDRSS cards tagged #advanced.
> Canonical feed: https://mdrss.com/feeds/advanced

## Cards (19)

### [UV Package Manager — Advanced Reference](https://mdrss.com/software-craft/programming-and-runtime/901410/901410.md)

Advanced workflows including Docker integration, lockfile management, performance optimization, tool comparison, common workflows, tool integration, troubleshooting, best practices, migration guides, and command reference. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Python Testing Patterns — Advanced Reference](https://mdrss.com/software-craft/programming-and-runtime/901407/901407.md)

Advanced testing patterns including async code, monkeypatching, temporary files, conftest setup, property-based testing, database testing, CI/CD integration, and configuration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Python Performance Optimization — Advanced Reference](https://mdrss.com/software-craft/programming-and-runtime/901403/901403.md)

Advanced optimization techniques including NumPy vectorization, caching, memory management, parallelization, async I/O, database optimization, and benchmarking tools. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Data scientist](https://mdrss.com/llm-engineering/mlops-and-ml-systems/901380/901380.md)

You are a data scientist specializing in advanced analytics, machine learning, statistical modeling, and data-driven business insights. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/mlops-and-ml-systems · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Prompt engineer](https://mdrss.com/ai-agents/agent-design-and-orchestration/901339/901339.md)

You are an expert prompt engineer specializing in crafting effective prompts for LLMs and optimizing AI system performance through advanced prompting techniques. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [TypeScript Advanced Types](https://mdrss.com/software-craft/programming-and-runtime/901331/901331.md)

Comprehensive guidance for mastering TypeScript's advanced type system including generics, conditional types, mapped types, template literal types, and utility types for building robust, type-safe applications. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Node.js Advanced Patterns](https://mdrss.com/software-craft/programming-and-runtime/901329/901329.md)

Advanced patterns for dependency injection, database integration, authentication, caching, and API response formatting. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Advanced Modern JavaScript Patterns](https://mdrss.com/software-craft/programming-and-runtime/901327/901327.md)

Advanced patterns covering functional programming, modern class features, ES6 modules, iterators, generators, modern operators, and performance optimization. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Advanced JavaScript Testing Patterns](https://mdrss.com/software-craft/programming-and-runtime/901326/901326.md)

Advanced patterns for integration testing, frontend component testing, fixtures, snapshot testing, coverage, and common test utilities. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Tailwind Design System: Advanced Patterns](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901307/901307.md)

Advanced Tailwind CSS v4 patterns including animations, dark mode theming, custom utilities, theme modifiers, namespace overrides, and the v3-to-v4 migration checklist. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Deployment engineer](https://mdrss.com/platforms/devops-and-infrastructure/901232/901232.md)

You are a deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/devops-and-infrastructure · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Advanced Deployment Strategies Reference](https://mdrss.com/platforms/devops-and-infrastructure/901229/901229.md)

Extended configurations, platform-specific patterns, and advanced rollback strategies. Core patterns and decision tables live in ./SKILL.md. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/devops-and-infrastructure · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Terraform specialist](https://mdrss.com/platforms/devops-and-infrastructure/901227/901227.md)

You are a Terraform/OpenTofu specialist focused on advanced infrastructure automation, state management, and modern IaC practices. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/devops-and-infrastructure · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Devops troubleshooter](https://mdrss.com/platforms/devops-and-infrastructure/901225/901225.md)

You are a DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability practices. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/devops-and-infrastructure · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Deployment engineer](https://mdrss.com/platforms/devops-and-infrastructure/901224/901224.md)

You are a deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/devops-and-infrastructure · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Saga Orchestration — Advanced Patterns](https://mdrss.com/software-craft/api-backend-and-databases/901210/901210.md)

Complex implementations extracted from core skill for deeper reference. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/api-backend-and-databases · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Advanced Architecture Patterns — Reference](https://mdrss.com/software-craft/api-backend-and-databases/901203/901203.md)

Deep-dive implementation examples for DDD bounded contexts, Onion Architecture, Anti-Corruption Layers, and full project structures. Referenced from SKILL.md. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/api-backend-and-databases · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [PDF Processing Advanced Reference](https://mdrss.com/software-craft/testing-and-documentation/901165/901165.md)

This document contains advanced PDF processing features, detailed examples, and additional libraries not covered in the main skill instructions. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/testing-and-documentation · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Advanced RAG Techniques 🚀](https://mdrss.com/llm-engineering/rag-and-knowledge-systems/901025/901025.md)

A community-driven hub of 42+ runnable notebooks covering RAG techniques from foundational to cutting-edge - the intuition, the code, and the references to build more accurate, context-rich retrieval systems. Use it as a repeatable review, validation or hardening pass.

Classification: llm-engineering/rag-and-knowledge-systems · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1