SwarmandBee/DiabeticDaily-4B
DiabeticDaily-4B by Swarm and Bee LLC is a 4.5 billion parameter language model, based on Qwen3.5-4B, specifically fine-tuned for diabetic lifestyle and educational assistance. It demonstrates a 40.4% improvement in perplexity on held-out diabetic/medical text compared to its base model. Optimized for edge devices like the Jetson Orin Nano, this model is designed for on-device, private operation without internet connectivity, making it suitable for sovereign, privacy-focused diabetic support applications.
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DiabeticDaily-4B: Edge-Tier Diabetic Assistant
DiabeticDaily-4B, developed by Swarm and Bee LLC, is a 4.5 billion parameter model derived from Qwen3.5-4B. It is specifically engineered as an edge-tier diabetic assistant, designed to run efficiently on low-power devices such as the Jetson Orin Nano, ensuring on-box, zero-internet operation.
Key Differentiators & Performance
- Domain-Specific Optimization: This model is extensively fine-tuned on the OpenDiabetic corpus, resulting in a significant performance uplift in understanding and generating diabetic-related language.
- Superior Perplexity: DiabeticDaily-4B achieves a held-out perplexity of 2.455, representing a 40.4% improvement over the base Qwen3.5-4B model (which has a perplexity of 4.510) on unseen diabetic/medical text.
- Privacy-Focused: Designed for local execution, it processes Protected Health Information (PHI) entirely on the device, ensuring data privacy as PHI never leaves the box.
- Resource Efficient: At Q4 quantization, the model size is approximately 2.6GB, enabling usable speed on edge hardware like the Jetson.
Intended Use Cases
- Diabetic Lifestyle Support: Provides assistance with diabetic education, organization, and general lifestyle queries.
- Local & Private Applications: Ideal for sovereign, private, and free applications where internet connectivity is not guaranteed or data privacy is paramount.
- Edge Device Deployment: Specifically optimized for deployment on edge computing devices.
Important Note: This model is intended for diabetic lifestyle, education, and organization only. It is not medical advice, should not be used for diagnosis, and does not replace emergency services.