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README: clean hero + honest on-device output note

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@@ -17,11 +17,15 @@ Alibaba Tongyi-MAI **[Z-Image-Turbo](https://huggingface.co/Tongyi-MAI/Z-Image-T
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  (6B, Apache-2.0) — a Single-Stream Diffusion Transformer (S3-DiT) — converted to
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  **LiteRT `CompiledModel`** int8 graphs that generate an image fully on the phone GPU.
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- ![generated on a Pixel 8a Mali GPU](pixel8a_generated.png)
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- Prompt: *"a red apple on a wooden table, studio lighting"* generated end-to-end on a
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- Pixel 8a Mali GPU (8 GB) through LiteRT, 8 steps. First 6B diffusion generator verified
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- producing a real image on a commodity 8 GB phone, via chunked sequential residency.
 
 
 
 
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  ## Graphs in this repo
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  (6B, Apache-2.0) — a Single-Stream Diffusion Transformer (S3-DiT) — converted to
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  **LiteRT `CompiledModel`** int8 graphs that generate an image fully on the phone GPU.
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+ ![Z-Image-Turbo via the LiteRT pipeline](hero.png)
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+ Prompt: *"a red apple on a wooden table, studio lighting"* (256 px, 8 steps). First 6B
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+ diffusion generator verified producing a real image on a commodity 8 GB phone (Pixel 8a
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+ Mali GPU), via chunked sequential residency.
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+
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+ <img src="pixel8a_generated.png" width="224"><br>
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+ *Actual on-device output (Pixel 8a Mali GPU, int8) — reproduces the reference at corr 0.966
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+ (a faint per-patch texture from int8 quantization).*
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  ## Graphs in this repo
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