AI & LLM

cpp-pro @rmyndharis

Write idiomatic C++ code with modern features, RAII, smart

customer-support @rmyndharis

Elite AI-powered customer support specialist mastering

embedding-strategies @rmyndharis

Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models,...

error-debugging-multi-agent-review @rmyndharis

Use when working with error debugging multi agent review

event-sourcing-architect @rmyndharis

Expert in event sourcing, CQRS, and event-driven architecture patterns. Masters event store design, projection...

framework-migration-legacy-modernize @rmyndharis

Orchestrate a comprehensive legacy system modernization using the strangler fig pattern, enabling gradual...

git-advanced-workflows @rmyndharis

Master advanced Git workflows including rebasing, cherry-picking, bisect, worktrees, and reflog to maintain clean...

langchain-architecture @rmyndharis

Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns. Use when...

legal-advisor @rmyndharis

Draft privacy policies, terms of service, disclaimers, and legal

llm-application-dev-ai-assistant @rmyndharis

You are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots,...

llm-application-dev-langchain-agent @rmyndharis

You are an expert LangChain agent developer specializing in production-grade AI systems using LangChain 0.1+ and LangGraph.

llm-application-dev-prompt-optimize @rmyndharis

You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques...

llm-evaluation @rmyndharis

Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and...

machine-learning-ops-ml-pipeline @rmyndharis

Design and implement a complete ML pipeline for: $ARGUMENTS

memory-safety-patterns @rmyndharis

Implement memory-safe programming with RAII, ownership, smart pointers, and resource management across Rust, C++,...

mermaid-expert @rmyndharis

Create Mermaid diagrams for flowcharts, sequences, ERDs, and

ml-engineer @rmyndharis

Build production ML systems with PyTorch 2.x, TensorFlow, and

ml-pipeline-workflow @rmyndharis

Build end-to-end MLOps pipelines from data preparation through model training, validation, and production...

mlops-engineer @rmyndharis

Build comprehensive ML pipelines, experiment tracking, and model

openapi-spec-generation @rmyndharis

Generate and maintain OpenAPI 3.1 specifications from code, design-first specs, and validation patterns. Use when...

performance-testing-review-multi-agent-review @rmyndharis

Use when working with performance testing review multi agent review

projection-patterns @rmyndharis

Build read models and projections from event streams. Use when implementing CQRS read sides, building materialized...

prompt-engineering-patterns @rmyndharis

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in...

python-packaging @rmyndharis

Create distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI....