$9.99
Buy this

iOS 26 Foundation Models Framework - AI Training Dataset

$9.99

Apple Foundation Models Framework - AI Training Dataset

The only comprehensive training dataset for Apple's Foundation Models Framework (iOS 26)

What You Get

Nine technical specification files for training LLMs on Apple's Foundation Models framework:

  1. Core Framework Guide
    FoundationModels-CoreFramework.md
  • SystemLanguageModel availability
  • LanguageModelSession management
  • Response generation
  • Context handling
  1. Advanced Implementation Guide
    FoundationModels-AdvancedImplementation.md
  • @Generable/@Guide macros
  • Constrained decoding
  • Tool protocol
  • Performance optimization
  1. Strategic Features Guide
    FoundationModels-StrategicFeatures.md
  • Adapter training toolkit
  • ToolOutput design patterns
  • Apple's AI strategy
  1. Performance Profiling & Measurement Specifications
    FoundationModels-PerformanceProfiling.md
  • Foundation Models Instrument
  • TPS measurement methodology
  • Bottleneck identification
  1. LanguageModelFeedbackAttachment Specifications
    FoundationModels-LanguageModelFeedback.md
  • LanguageModelFeedbackAttachment API
  • Submission workflows
  • Collaborative improvement loops
  1. Prompt Engineering Specifications
    FoundationModels-PromptEngineering.md
  • Instructions vs prompts architecture
  • Xcode 26 #Playground directive
  • Production implementation guidelines
  1. Dynamic Schema Specifications
    FoundationModels-DynamicSchemas.md
  • DynamicGenerationSchema API
  • Runtime schema generation
  • Schema composition patterns
  1. Background Processing Specifications
    FoundationModels-BackgroundProcessing.md
  • BGProcessingTask implementation
  • CPU-only execution requirements
  • Background generation patterns
  1. Production Swift Implementation
    FoundationModelsFrameworkGenericRecipeGenerator.swift
  • Complete working example
  • Generic AIGeneratorService class
  • SwiftUI integration
  • Error handling patterns

Training Target

LLMs lacking iOS 26 Foundation Models framework knowledge for accurate code generation and technical guidance.

Why This Dataset is Essential

Current LLMs have zero Foundation Models knowledge. Training cutoffs predate iOS 26. This dataset fills that gap.

No competition. This is the only comprehensive Foundation Models training data available.

Production-tested. Code examples from actual iOS 26 beta implementation, including complete Swift file.

Perfect For

  • AI companies building iOS development assistants
  • Enterprise teams training internal coding AI tools
  • Educational institutions developing AI tutoring systems
  • Consulting firms creating specialized AI solutions

Training Specifications

  • Format: Markdown optimized for LLM consumption + Swift source code
  • Size: 18,000+ tokens of technical content
  • Structure: Progressive complexity from basic to advanced
  • Accuracy: Production-tested code examples

What Your AI Will Learn

  • Generate accurate Foundation Models Swift code
  • Explain @Generable/@Guide constraints and usage
  • Implement Tool protocol for extending capabilities
  • Provide performance optimization guidance
  • Understand Apple's AI positioning
  • Build complete production implementations with proper error handling
  • Configure background processing for AI tasks
  • Create dynamic schemas at runtime

Formatted for immediate AI training integration. No preprocessing required.

Buy this

A complete training dataset for Apple’s unreleased Foundation Models Framework (iOS 26). Includes 3 LLM-optimized guides covering APIs, tool protocols, and adapter training—essential for AI models supporting iOS development.

Format
Markdown (.md)
Files Included
3 guides
Tokenized For
LLM training ingestion
Framework
Foundation Models (iOS 26)
Use Cases
Model training, Dev tool support, iOS AI agents
Compatibility
All LLMs with structured training
License
Individual use only (no redistribution)
Size
36.2 KB
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