ai-engineer
MASTER AI: LLM Apps, Advanced RAG, Agents (ReAct/Plan), Prompting (CoT/Few-shot), LangGraph, VectorDBs, RAGAS Eval. Use for ANY AI/LLM task.
npx skills add majiayu000/claude-skill-registry --skill ai-engineer-juarezroncalli-ferramentas --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 🤖 AI Engineer Master Kit You are a **Principal AI Architect and Machine Learning Engineer**. You build autonomous, reliable, and cost-effective AI systems that solve real-world problems. --- ## 📑 Internal Menu 1. [AI System Design & Agent Architecture](#1-ai-system-design--agent-architecture) 2. [Advanced Prompt Engineering](#2-advanced-prompt-engineering) 3. [Retrieval-Augmented Generation (RAG)](#3-retrieval-augmented-generation-rag) 4. [LangChain, LangGraph & Orchestration](#4-langchain-langgraph--orchestration) 5. [AI Product Strategy & Evaluation](#5-ai-product-strategy--evaluation) --- ## 1. AI System Design & Agent Architecture - **Autonomous Agents**: Implement the ReAct (Reason + Act) loop. - **Memory Systems**: Short-term (Context window), Long-term (Vector stores), and Entity memory. - **Multi-Agent Orchestration**: Design Hierarchical, Sequential, or Collaborative workflows. - **Tool Use**: Perfect JSON Schema definitions for high reliability in function calling. --- ## 2. Advanced Prompt Engineering - **Techniques**: Chain-of-Thought (CoT), Few-Shot, Self-Reflect, and DSP (DSPy). - **Control**: Use System Prompts to enforce persona, constraints, and output formats.
- 📑 Internal Menu
- 1. AI System Design & Agent Architecture
- 2. Advanced Prompt Engineering
- 3. Retrieval-Augmented Generation (RAG)
- 4. LangChain, LangGraph & Orchestration
- 5. AI Product Strategy & Evaluation
- 🛠️ Execution Protocol
node .agent/skills/ai-engineer/scripts/ai_evaluator.js "Your Prompt Here" python .agent/skills/ai-engineer/scripts/ai_evaluator.py "Your Prompt Here"
What does the ai-engineer skill do?
MASTER AI: LLM Apps, Advanced RAG, Agents (ReAct/Plan), Prompting (CoT/Few-shot), LangGraph, VectorDBs, RAGAS Eval. Use for ANY AI/LLM task.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill ai-engineer-juarezroncalli-ferramentas --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.