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  Alpie Seed 9B is available on Kaggle Models: https://www.kaggle.com/models/alpie/alpie-seed-9b
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  ## Model Overview
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  - Type: Causal Language Model with Vision Encoder
 
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  Alpie Seed 9B is available on Kaggle Models: https://www.kaggle.com/models/alpie/alpie-seed-9b
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+ ## Demo Video
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+ A short demo of Alpie Seed running fully offline on a mobile device, tested on [PocketPal](https://github.com/a-ghorbani/pocketpal-ai). It shows the quantized model generating responses on-device with no cloud connection.
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+ <video src="alpie_offline_mobile_demo_fast.mp4" controls width="100%"></video>
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+ [▶️ Watch the demo video](alpie_offline_mobile_demo_fast.mp4)
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+ ## Technical Report
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+ The **Alpie Seed Technical Report** documents the model in detail: lineage and architecture, the SFT and GRPO post-training pipeline, reward design, quantization and inference profiling, offline results on real devices (desktop GPU, Apple Silicon, mobile, and CPU-only), benchmark results across reasoning, coding, multimodal, and Indic-language tasks, safety evaluation, and limitations.
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+ 📄 [Read the Technical Report (PDF)](Alpie_Seed_Final_Technical_Report.pdf)
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  ## Model Overview
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  - Type: Causal Language Model with Vision Encoder