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Reference sets and trained styles v1.0.0

Use this resource to decide whether to train a style from a reference set and apply it correctly

New

  • 511 downloads
  • 219 likes
  • 179 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install trained-style-reference-sets

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 decides whether training a style on a studio's own artwork is justified, rather than attaching a single style reference. It helps assemble and curate the set, choose its training category and tune its weight on each run. It also diagnoses trained styles that give weak or ignored results.

Mostly picked by

Updated November 2, 2026

Card for the “Reference sets and trained styles” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: criteria for training a style or not
  • SKILL.md: assembling and curating the reference set
  • SKILL.md: weight tuning and diagnosis of weak results

Good fit for

  • An art direction must hold across dozens of generations
  • A trained style gives inconsistent or ignored results

Not for

    Tags

    • lora
    • trained style
    • reference set
    • consistency
    • art direction

    About

    You say

    “Tell me whether I should train a style on our studio's forty illustrations, or whether one reference image is enough.”

    Card for the “Reference sets and trained styles” skill

    Skill published by layerai under the MIT 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 decide whether to train a style from a reference set and apply it correctly
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md6.8 KB

    Origin and licence

    Listed unmodified

    Author
    layerai
    Source
    github.com/layerai/skills/tree/315d06db6f760160b26293fd867ac759942e2106/skills/layer-reference-sets
    Licence
    MIT

    Notice

    « layer-reference-sets » (layerai, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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