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@@ -68,8 +68,6 @@ This quantized bundle is intended for **on-device, offline text-generation tasks
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  - Short-form summarization of notifications, messages, and local content
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  - Local document analysis up to 32K context (chunked)
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- All inference runs **locally on CPU**. No data is sent to external servers.
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-
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  ### Target Devices
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  | Platform | Runtime Memory | Feasibility |
@@ -93,7 +91,6 @@ All inference runs **locally on CPU**. No data is sent to external servers.
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  - Multimodal input (image/audio encoding pipeline is pending audit for this quantized bundle — text-only in this release)
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  - Real-time audio/speech processing (use Aria speech models)
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  - Safety-critical decision systems without human oversight
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- - Deployment in production when **batch inference** or **GPU acceleration** is required (this bundle targets CPU-only, single-prompt inference)
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  - Tasks requiring factual precision beyond the model's ~4B parameter capacity
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  ## How to Get Started with the Model
 
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  - Short-form summarization of notifications, messages, and local content
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  - Local document analysis up to 32K context (chunked)
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  ### Target Devices
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  | Platform | Runtime Memory | Feasibility |
 
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  - Multimodal input (image/audio encoding pipeline is pending audit for this quantized bundle — text-only in this release)
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  - Real-time audio/speech processing (use Aria speech models)
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  - Safety-critical decision systems without human oversight
 
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  - Tasks requiring factual precision beyond the model's ~4B parameter capacity
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  ## How to Get Started with the Model