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Card: DeviceMark row (2026-09)

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  1. README.md +4 -0
README.md CHANGED
@@ -24,6 +24,10 @@ base_model_relation: quantized
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  Core AI is Apple's on-device ML runtime in iOS 27 / macOS 27 and the successor to Core ML: PyTorch models are exported with Apple's `coreai-torch` (LLMs: `coreai.llm.export`) into `.aimodel` bundles that run on the GPU or the Neural Engine, e.g. Qwen3-8B 4-bit decodes at 94 tok/s on an M4 Max GPU, MLX 90 under the same protocol ([apple-silicon-llm-bench](https://github.com/john-rocky/apple-silicon-llm-bench), macOS 27 beta, 2026-06).
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  # BitVLA (1.58-bit Vision-Language-Action) — Core AI
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  The **first Vision-Language-Action model running fully on-device on iPhone**, via Apple **Core AI**.
 
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  Core AI is Apple's on-device ML runtime in iOS 27 / macOS 27 and the successor to Core ML: PyTorch models are exported with Apple's `coreai-torch` (LLMs: `coreai.llm.export`) into `.aimodel` bundles that run on the GPU or the Neural Engine, e.g. Qwen3-8B 4-bit decodes at 94 tok/s on an M4 Max GPU, MLX 90 under the same protocol ([apple-silicon-llm-bench](https://github.com/john-rocky/apple-silicon-llm-bench), macOS 27 beta, 2026-06).
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+ <!-- gen-cards:devicemark begin (managed by scripts/gen-cards + tools/devicemark_row.py — edit cards.json, not this block) -->
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+ This model has no row on [DeviceMark](https://devicemark.github.io/), the on-device LLM leaderboard.
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+ <!-- gen-cards:devicemark end -->
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  # BitVLA (1.58-bit Vision-Language-Action) — Core AI
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  The **first Vision-Language-Action model running fully on-device on iPhone**, via Apple **Core AI**.