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README.md
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---
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license: other
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language:
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- en
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tags:
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- on-device
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- mobile
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- android
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- ios
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- melange
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- zetic
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- whisper
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pipeline_tag: automatic-speech-recognition
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base_model:
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- openai/whisper-base
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---
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<!-- ============================================== -->
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<!-- FILL THIS IN BEFORE PUBLISHING -->
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<!-- ============================================== -->
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<!--
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π¨ Model License Rule (One Rule Applies to All)
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**Never claim or imply commercial usage rights unless the base model license explicitly allows commercial use.**
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- If the base model license allows commercial use β you may state βcommercial use allowed (subject to the base model license)β.
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- If the base model license restricts commercial use, is AGPL/GPL, research-only, or dual-licensed β **do NOT mention commercial use**. Always defer to the base model license.
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ZETIC licenses only the runtime and optimization artifacts.
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Model licensing responsibility always remains with the original model owner.
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--->
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---
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## Melange: On-device AI for Mobile β *Select. Benchmark. Deploy.*
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<div align="center">
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[**π Website**](https://zetic.ai) | [**π Docs**](https://docs.zetic.ai) | [**π― Melange Dashboard**](https://mlange.zetic.ai) | [**π» GitHub Apps Repo**](https://github.com/zetic-ai/ZETIC_Melange_apps/issues) | [**π¬ Discord**](https://discord.gg/q6vW4UscRY)
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</div>
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---
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## β‘οΈ What is ZETIC-ai/whisper-tiny-decoder?
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ZETIC-ai/whisper-tiny-encoder is a highly optimized version of **[Whisper Tiny by OpenAI](https://huggingface.co/openai/whisper-tiny)**, built to run **on-device** (Android, iOS) with **Melange SDK**.
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<br>
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<br>
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For the encoder model that runs locally: [Check model card](https://huggingface.co/ZETIC-ai/whisper-tiny-encoder)
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**Key Details:**
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- π― **Task**: Automatic Speech Recognition
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- π **Engine**: ZETIC Melange Runtime
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- π‘ **Best For**: Speech to Text, Speech Translation
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Unlike standard GGUF or ONNX exports where you manually download `.tflite` or `.gguf` files and bundle them into your APK/IPA, **this model is fetched automatically** by the Melange SDK at runtime: no asset management, no file hosting, no bloated app sizes.
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---
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## π How to Use
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Deploy in seconds. The Melange SDK handles model fetching, NPU delegation, and hardware acceleration automatically.
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### Android (Kotlin)
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```kotlin
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val model = ZeticMLangeModel(context, "[MODEL_ID]")
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model.load()
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val output = model.run(inputData)
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```
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### iOS (Swift)
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```swift
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let model = try ZeticMLangeModel(id: "[MODEL_ID]")
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try model.load()
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let result = try model.run(inputData)
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```
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π‘ **Looking for Java, React Native, or Flutter?** Visit [Melange Dashboard](https://mlange.zetic.ai).
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**Installation**: [View docs](https://docs.zetic.ai)
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---
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## π Benchmarks & Compatibility
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**Optimized for Flagships.** This model release is specifically tuned for the latest flagship smartphones.
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| Device | Chipset | Inference Time (ms) |
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| :--- | :--- | :--- |
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| **Samsung Galaxy S25 Ultra** | Snapdragon 8 Elite | TBD |
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| **Samsung Galaxy S25** | Snapdragon 8 Elite | TBD |
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| **iPhone 16 Pro** | A18 Pro | TBD |
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| **iPhone 16** | A18 | TBD |
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π **Beyond the Flagships:** Melange supports a vast ecosystem of **100+ devices**. <br><br>
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Melange SDK automatically handles optimization and fallback for the wider ecosystem, including budget & legacy smartphones. <br>
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**[Explore the full ecosystem optimization on Melange Dashboard]([mlange.zetic.ai])**
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---
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## π€ Why Melange?
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<div>
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### **1. The Old Way (Slow & Manual)**
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Separate iOS/Android Workflows | Manual Updates Require Full Re-Deployment
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### **2. Semi-Auto SDKs (Hardware-Locked)**
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Hardware-Locked Model Cards | Manual File Management (Drag & Drop)
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### **3. The Melange Way (Fast & Automatic)**
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Device-Aware Auto-Routing | Hardware-Agnostic NPU API | Small App Size
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</div>
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β
**Zero Asset Management**: We host the model & the complexity. Your app calls '[MODEL_ID]', and we deliver. <br/>
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β
**Automatic Fetching**: The SDK streams the model at initialization, no manual file uploads.<br/>
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β
**Device-Aware Auto-Routing**: The SDK auto-detects and routes the best-fit runtime variant for that device.<br/>
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β
**Unified Workflow**: Maintain a single, identical deployment path for both iOS and Android. <br/>
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β
**Instant Updates**: Push model updates instantly without waiting for App Store approvals. <br/>
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β
**Global Scale**: Optimized paths for mid-range and low-end chips, not just flagships.<br/>
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<br/>
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---
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## π Unlock Full Performance
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**Advanced Benchmark Reports β’ Extended Model Catalog β’ 100+ Optimized Devices**
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<a href="https://mlange.zetic.ai">
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<img src="https://img.shields.io/badge/π_Open_Dashboard-34A9A3?style=for-the-badge" alt="MeLange Dashboard" height="30" />
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</a>
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---
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## π License & Terms
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**Base Model**
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Model weights are licensed under the original license provided by the model author.
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See the upstream model card for full terms.
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**ZETIC Hugging Face Runtime Bundle**
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This release includes a pre-optimized runtime + model bundle enabling local, on-device inference across compatible devices.
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The runtime is optimized and benchmarked for a limited set of flagship devices.
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On other compatible devices, the model may still run, but performance may vary.
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Advanced device coverage and performance guarantees are available via the **Melange Dashboard (Pro)**.
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**You may**
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- Run the model locally on compatible devices
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- Embed it in applications distributed to end users
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- Use it in accordance with the base model license
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**You may not**
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- Extract or reuse the runtime outside this package
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- Reverse engineer the optimization format
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- Redistribute the runtime as a standalone SDK or service
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- Bypass license verification or telemetry (if/when enabled)
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**More devices, custom models, and performance guarantees**
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Get started at the **Melange Dashboard**: https://mlange.zetic.ai
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Enterprise or custom licensing: contact@zetic.ai
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---
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## π Support & Community
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- **π Documentation**: [https://docs.zetic.ai](https://docs.zetic.ai)
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- **π Melange Apps Repo**: [https://github.com/zetic-ai/ZETIC_Melange_apps/](https://github.com/zetic-ai/ZETIC_Melange_apps/)
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- **π¬ Discord**: [https://discord.gg/q6vW4UscRY](https://discord.gg/q6vW4UscRY)
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---
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<div align="center">
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**By ZETIC.ai**
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*On-Device AI for Everything β for any model, on any device, in any framework*
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[β Star us on GitHub](https://github.com/zetic-ai/ZETIC_Melange_apps) β’ [πΎ Discord](https://discord.gg/q6vW4UscRY) β’ [π Try Melange](https://mlange.zetic.ai) β’ [π Documentation](https://docs.zetic.ai)
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</div>](https://www.notion.so/Melange-Dashboard-2-0-Release-Checklist-2fe933a34b9880bd9494c31ea06d4f08?source=copy_link)
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