# rudrank.ai

> Notes and practical references from Rudrank Riyam on Apple development, AI systems, developer tools, and on-device AI.

Important notes:
- The primary Foundation Models resource is the Foundation Models Guide.
- Use the canonical HTML pages for citation URLs.
- Use /llms-full.txt when a single Markdown context file is easier for an AI assistant or coding agent.

## Foundation Models Guide
- [Foundation Models overview](https://www.rudrank.ai/foundation-models): Practical guide for Apple's Foundation Models framework.
- [01. Introduction to Foundation Models](https://www.rudrank.ai/foundation-models/introduction-to-foundation-models): Understand what Apple's Foundation Models framework can do, where it fits, and when to choose it for app features.
- [02. Getting Started with Sessions](https://www.rudrank.ai/foundation-models/getting-started-with-sessions): Create your first LanguageModelSession, check model availability, and build the basic interaction loop.
- [03. Streaming and Snapshots](https://www.rudrank.ai/foundation-models/streaming-and-snapshots): Build responsive interfaces around Foundation Models snapshots instead of token-by-token deltas.
- [04. Generation Options and Sampling Control](https://www.rudrank.ai/foundation-models/generation-options-and-sampling-control): Tune sampling behavior with generation options while keeping on-device output practical and predictable.
- [05. Structured Generation with Schemas](https://www.rudrank.ai/foundation-models/structured-generation-with-schemas): Use @Generable, @Guide, and schemas to turn model output into type-safe Swift data.
- [06. Basic Tool Use](https://www.rudrank.ai/foundation-models/basic-tool-use): Give the model carefully scoped tools so it can fetch data, call services, and act inside your app.
- [07. Advanced Chat Patterns](https://www.rudrank.ai/foundation-models/advanced-chat-patterns): Design multi-turn Foundation Models conversations with state, transcripts, and app-specific context.
- [08. Safety and Best Practices](https://www.rudrank.ai/foundation-models/safety-and-best-practices): Handle guardrails, refusals, privacy, and production boundaries for on-device AI features.
- [09. Integrating External JSON APIs](https://www.rudrank.ai/foundation-models/integrating-external-json-apis): Combine external JSON APIs with Foundation Models for grounded app workflows and structured results.
- [10. Content Tagging and Classification](https://www.rudrank.ai/foundation-models/content-tagging-and-classification): Classify, tag, and organize user content with small, focused prompts and structured output.
- [11. Supported Languages and Internationalization](https://www.rudrank.ai/foundation-models/supported-languages-and-internationalization): Inspect supported locales and build multilingual Foundation Models experiences responsibly.
- [12. Training Custom Adapters](https://www.rudrank.ai/foundation-models/training-custom-adapters): Explore Apple's adapter training flow and where custom adapters fit into app-specific AI.

## LLM context
- [Full Foundation Models Markdown context](https://www.rudrank.ai/llms-full.txt): Complete chapter text in one Markdown file for AI assistants and coding agents.

## Examples and source
- [Foundation Models Framework Example](https://github.com/rudrankriyam/Foundation-Models-Framework-Example): Example repository for Apple's Foundation Models framework.
- [Foundation Models Adapter Studio](https://github.com/rudrankriyam/Foundation-Models-Adapter-Studio): macOS app for comparing Foundation Models adapters.

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