foundation-models-on-device
foundation models on device
What it does
- Building AI-powered features using Apple Intelligence on-device
- Generating or summarizing text without cloud dependency
- Extracting structured data from natural language input
- Implementing custom tool calling for domain-specific AI actions
- Streaming structured responses for real-time UI updates
- Need privacy-preserving AI (no data leaves the device)
- Define the model's role ("You are a mentor")
Requirements & configuration
- Need privacy-preserving AI (no data leaves the device)
- | 4,096 token limit | On-device model constraint; chunk large data across sessions |
- Break large inputs into chunks — 4,096 token limit applies to instructions + prompt + output combined
- Sending inputs exceeding the 4,096 token context window
Derived from the skill's own SKILL.md documentation · extracted 2026-07-23
foundation-models-on-device FAQ
What does the foundation-models-on-device skill do?
Apple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS 26+. Building AI-powered features using Apple Intelligence on-device Generating or summarizing text without cloud dependency
What does foundation-models-on-device require?
Need privacy-preserving AI (no data leaves the device) | 4,096 token limit | On-device model constraint; chunk large data across sessions | Break large inputs into chunks — 4,096 token limit applies to instructions + prompt + output combined Sending inputs exceeding the 4,096 token context window
How do I install foundation-models-on-device?
Run: npx -y skills add https://github.com/affaan-m/everything-claude-code --skill foundation-models-on-device --agent claude-code — the source lives at github.com/affaan-m/everything-claude-code.
Maintain foundation-models-on-device?
Let people know it's listed here — add the badge (live metrics, light/dark aware) or a plain link to your README or docs.
[](https://getagentictools.com/skills/affaan-m-everything-claude-code-foundation-models-on-device?ref=badge) npx agentictools info skills/affaan-m-everything-claude-code-foundation-models-on-device The second line is the CLI lookup for this page — handy in READMEs and docs.
