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Add "What Is Core AI?" intro section and ecosystem diagram - #47

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Add "What Is Core AI?" intro section and ecosystem diagram#47
lizzyjunedavis wants to merge 5 commits into
apple:mainfrom
lizzyjunedavis:u/elizabethdavis/what-is-coreai-intro

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Comment thread docs/index.md Outdated

## What Is Core AI?

Core AI is a set of technologies for deploying machine learning models on Apple hardware, covering the full model deployment lifecycle: from model optimization and conversion, to debugging, to integration into your app. Models run entirely on device on Apple Silicon, with no server required.

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I think changing the ordering of things after the colon in the first sentence would make more sense. I think the following is the nature order:

: from model conversion, debugging, optimization, and integration into your app.

Comment thread docs/index.md

The Core AI ecosystem consists of the following components:

- Convert PyTorch models to the Core AI model format (`.aimodel`) using [Core AI PyTorch Extensions](https://github.com/apple/coreai-torch)

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It's a Python package. So I would say "Package" rather than "Extensions".

Comment thread docs/index.md Outdated
- Compress models with quantization, palettization, and pruning using [Core AI Optimization](https://github.com/apple/coreai-optimization)
- Load and run models in your app with the [Core AI Framework](https://developer.apple.com/documentation/coreai)
- Inspect, debug, and profile models using [Core AI Debugger](https://developer.apple.com/documentation/coreai/inspecting-debugging-and-profiling-core-ai-models)
- Get popular open-source non-LLM and LLM models, with conversion, re-authoring, and optimization scripts, along with Swift app integration code using [Core AI Models](https://github.com/apple/coreai-models)

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I don't think "with conversion" makes senes. Maybe just say "covered models".

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lizzyjunedavis force-pushed the u/elizabethdavis/what-is-coreai-intro branch from ef0df35 to 622b9b3 Compare July 27, 2026 16:53
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@TobyRoseman - I am merging this PR with the others, I revised based on your comments and the new PR will reflect those changes.

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