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Apple on-device model integration v1.0.0

Use this resource to integrate Apple's on-device language model into an app

New

  • 461 downloads
  • 247 likes
  • 241 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install on-device-llm-integration

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 checks model availability, creates a session, then writes generation calls, structured outputs and tool calls, following the prompt and guardrail practices in the references. You get Swift code and guidance for using it.

Mostly picked by

Updated November 2, 2026

Card for the “Apple on-device model integration” skill

Details

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

Similar resources

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What you get

  • SKILL.md: availability checks, sessions, generation and prompt practices
  • safety-and-guardrails.md: model limits and the four-layer safety stack
  • models-and-agents.md: Private Cloud Compute, LanguageModel protocol and agent sessions

Good fit for

  • You want on-device text generation that keeps data local
  • You need structured output from free text

Not for

    Tags

    • swift
    • on-device ai
    • foundation models
    • ios
    • privacy

    About

    You say

    “Add an on-device summary to the detail screen of my reading journal.”

    Card for the “Apple on-device model integration” skill

    Skill published by rshankras 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 integrate Apple's on-device language model into an app
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • models-and-agents.md12.2 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • safety-and-guardrails.md7.3 KB
    • SKILL.md26.3 KB
    • utilities-package.md9.8 KB

    Origin and licence

    Listed unmodified

    Author
    rshankras
    Source
    github.com/rshankras/claude-code-apple-skills/tree/9ffb83138209057875698dd11c1720c657c47a92/skills/apple-intelligence/foundation-models
    Licence
    MIT

    Notice

    « foundation-models » (rshankras, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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