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Production LLM integration: RAG and agents v1.0.0

Use this resource to integrate LLMs into a production application

New

  • 475 downloads
  • 225 likes
  • 126 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install llm-integration-production

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent designs an LLM integration: retrieval-augmented generation (RAG) with embeddings, prompts, a tool-using agent, error and cost handling, monitoring. You get an architecture and call examples to review before going live.

Mostly picked by

Updated November 2, 2026

Card for the “Production LLM integration: RAG and agents” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
Apache-2.0

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What you get

  • SKILL.md: LLM integration principles, RAG and prompt engineering
  • SKILL.md: agent systems, production deployment and monitoring

Good fit for

  • You want an LLM to answer from your internal documents
  • Your model calls cost too much and need a limit

Not for

    Tags

    • llm
    • rag
    • agents
    • production

    About

    You say

    “Design a RAG over our help center, with a per-user cost limit.”

    Card for the “Production LLM integration: RAG and agents” skill

    Skill published by personamanagmentlayer under the Apache-2.0 license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to integrate LLMs into a production application
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE10.9 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md13.4 KB

    Origin and licence

    Listed unmodified

    Author
    personamanagmentlayer
    Source
    github.com/personamanagmentlayer/pcl/tree/79ccaa9820486121fa33aaa696ec16fa1607bf02/stdlib/ai/ai-engineer-expert
    Licence
    Apache-2.0

    Notice

    « ai-engineer-expert » (personamanagmentlayer, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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