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DiabeticDaily-4B
SwarmandBee/DiabeticDaily-4B
DiabeticDaily-4B is a text generation model from SwarmandBee. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.
The edge tier of the OpenDiabetic ladder — runs on a $249 Jetson Orin Nano, on-box, zero internet. A proven, domain-tuned diabetic assistant small enough to sit on a nightstand. Cooked by Swarm and Bee LLC.
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Model card
From the Hugging Face model README
DiabeticDaily-4B 🐝🛏️
The edge tier of the OpenDiabetic ladder — runs on a $249 Jetson Orin Nano, on-box, zero internet. A proven, domain-tuned diabetic assistant small enough to sit on a nightstand. Cooked by Swarm and Bee LLC.
Beat-base — proven
Held-out perplexity vs base Qwen3.5-4B (text never trained on):
| held-out loss | perplexity | |
|---|---|---|
| Base Qwen3.5-4B | 1.5062 | 4.510 |
| DiabeticDaily-4B | 0.8982 | 2.455 |
| Δ | −0.608 (+40.4% better) |
Verdict: BEAT BASE ✅. A 4B that models diabetic/medical language ~40% better than base — and at Q4 it's ~2.6GB, running at usable speed on a Jetson with PHI never leaving the box.
How it was cooked
- Base: Qwen/Qwen3.5-4B (Apache-2.0). Data: the same deeded OpenDiabetic corpus as the 27B/9B.
- Recipe: LoRA r32/α16 on attn+mlp, LR 2e-5 (small-model tier), 0.7ep, early-stop. Merged bf16.
Run it on a Jetson (Q4 GGUF, ollama) — see the -GGUF companion repo
ollama create diabetic-daily -f Modelfile # FROM diabeticedge-4b-q4_k_m.gguf
ollama run diabetic-daily "What's a good diabetic breakfast?"
This is the brain behind the LocalDiabetic edge node — sovereign, private, free.
The ladder: 🐝 27B anchor (+57%) → 🏠 9B home (+40.7%) → 🛏️ 4B edge (+40.4%)
⚠️ Not medical advice — diabetic lifestyle/education/organization only. Not a diagnosis. Emergencies → 911.
© 2026 Swarm and Bee LLC · opendiabetic.com · Apache-2.0 · We slow cook the truth. 🐝
- Task
- Text Generation
- Library
- transformers
- Type
- qwen3_5
- License
- apache-2.0
- Created
- Jun 22, 2026
- Updated
- Jun 22, 2026