using-ai-engineering
Route AI/ML tasks to correct Yzmir pack - frameworks, training, RL, LLMs, architectures, production
Profile →npx skills add majiayu000/claude-skill-registry --skill using-ai-engineering --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.
# Using AI Engineering ## Overview This meta-skill routes you to the right AI/ML engineering pack based on your task. Load this skill when you need ML/AI expertise but aren't sure which specific pack to use. **Core Principle**: Problem type determines routing - clarify before guessing. ## When to Use Load this skill when: - Starting any AI/ML engineering task - User mentions: "neural network", "train a model", "RL agent", "fine-tune LLM", "deploy model" - You recognize ML/AI work but unsure which pack applies - Need to combine multiple domains (e.g., train RL + deploy) ## How to Access Reference Sheets **IMPORTANT**: All reference sheets are located in the SAME DIRECTORY as this SKILL.md file. When this skill is loaded from: `skills/using-ai-engineering/SKILL.md` Reference sheets are at: `skills/using-ai-engineering/routing-examples.md` NOT at: `skills/routing-examples.md` ← WRONG PATH --- ## STOP - Mandatory Clarification Triggers Before routing, if query contains ANY of these ambiguous patterns, ASK ONE clarifying question: | Ambiguous Term | What to Ask | Why | |----------------|-------------|-----| | "Model not working" | "What's not working - architecture, training, or deploym
- Overview
- When to Use
- How to Access Reference Sheets
- STOP - Mandatory Clarification Triggers
- Routing by Problem Type
- Cross-Cutting Scenarios
- Common Routing Mistakes
- Pressure Resistance - Critical Discipline
- Time/Emergency Pressure
- Authority/Hierarchy Pressure
- Sunk Cost Pressure
- Keyword/Anchoring Pressure
- Red Flags Checklist - STOP Immediately
- Basic Routing Red Flags
What does the using-ai-engineering skill do?
Route AI/ML tasks to correct Yzmir pack - frameworks, training, RL, LLMs, architectures, production
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill using-ai-engineering --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.