Ai Llm Engineering
Helps with AI, LLMs as part of building AI and machine learning applications workflows.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add ai-llm-engineering npx -- -y @trustedskills/ai-llm-engineering
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"ai-llm-engineering": {
"command": "npx",
"args": [
"-y",
"@trustedskills/ai-llm-engineering"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill allows you to engineer Large Language Models (LLMs) through prompt optimization and iterative refinement. It facilitates the creation of more effective prompts, enabling agents to produce higher quality outputs and achieve desired outcomes. The skill focuses on improving agent performance by systematically adjusting prompting strategies.
When to use it
- Improving Agent Accuracy: When an AI agent consistently provides inaccurate or irrelevant responses.
- Refining Task Completion: To enhance the agent's ability to successfully complete complex tasks, such as writing code or summarizing documents.
- Optimizing Output Style: When you need the agent to adopt a specific tone, format, or style in its generated content.
- Debugging Agent Behavior: When an agent exhibits unexpected or undesirable behavior and needs targeted adjustments.
Key capabilities
- Prompt Optimization
- Iterative Refinement
- Performance Improvement
- Output Quality Enhancement
Example prompts
- "Optimize this prompt for generating a marketing email: 'Write an email about our new product.'"
- "Refine the following prompt to improve its clarity and reduce ambiguity: 'Summarize this article.'"
- "Can you help me debug why my agent isn't following these instructions?"
Tips & gotchas
This skill requires a clear understanding of the underlying task and desired outcomes. It’s most effective when used in conjunction with careful observation and analysis of the AI agent's responses.
Tags
TrustedSkills Verification
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.