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The smaller Malkuth model: a Kev-based LoRA adapter on a 2B distilled Qwen3.8 base, tuned for multilingual and Korean classification. It answers Choice, yes/no and Score questions with calibrated probabilities at about half the latency of the 4B. Licensed for non-commercial research only.
A workable 2.29B-parameter dense decision model from newfull5. Treat the modality benchmarks above as the leading indicator of fit — composite scoring across modalities is still maturing. Newly released, so production-readiness is still being shaken out.
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The top devices for this model at 4-bit, ranked by fit and speed.
| Device | Grade | VRAM |
|---|---|---|
| ACEMAGIC M1A Pro (i9-13900HK + ARC A770)ACEMAGIC | SS | 1.9 GB |
| Acer Veriton GN100 AI MiniAcer | SS | 1.9 GB |
| AMD Instinct MI300XAMD | SS | 1.9 GB |
| AMD Instinct MI325XAMD | SS | 1.9 GB |
| AMD Instinct MI355XAMD | SS | 1.9 GB |
Cheapest current cloud rentals with at least 2 GB VRAM, refreshed hourly.
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| Option | Cost / GPU-hour |
|---|---|
NVIDIA GeForce RTX 4060Vast.ai · Spot · 8 GB VRAM | $0.03 |
NVIDIA GeForce RTX 2080 TiVast.ai · Spot · 11 GB VRAM | $0.04 |
NVIDIA GeForce RTX 3070Vast.ai · Spot · 8 GB VRAM | $0.05 |
NVIDIA GeForce RTX 3060Vast.ai · Spot · 12 GB VRAM | $0.05 |
NVIDIA GeForce RTX 4060 TiVast.ai · Spot · 8 GB VRAM | $0.05 |
Per-GPU rate across RunPod, the Vast.ai marketplace, DigitalOcean, and Vultr.
Spot tier is interruptible. Plan for restarts when comparing against on-demand prices.
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